Skill Frequencies: April, 2007 through 2021-02-11: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2021-02-11

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All Degree Programs	2021-02-11	Jobs Found:	5,431,482	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	19,270	0.355%	5,873	0.735%	0.380%	107.230%
2	Attention to Details	Soft Skills	Problem-solving skills	2	19,976	0.368%	3,929	0.492%	0.124%	33.736%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	33,430	0.615%	7,515	0.941%	0.325%	52.851%
231	Cooperation	Soft Skills	Interpersonal skills	1	46,408	0.854%	9,249	1.158%	0.303%	35.512%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	25,979	0.478%	6,405	0.802%	0.324%	67.637%
3	Creativity	Soft Skills	Problem-solving skills	4	181,203	3.336%	42,777	5.355%	2.019%	60.516%
4	Critical thinking	Soft Skills	Problem-solving skills	3	93,011	1.712%	30,749	3.849%	2.137%	124.787%
1300	Flexibility	Soft Skills	Work ethic	1	249,111	4.586%	50,374	6.306%	1.720%	37.495%
232	Independence	Soft Skills	Interpersonal skills	1	32,101	0.591%	8,491	1.063%	0.472%	79.852%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	683,112	12.577%	136,605	17.101%	4.524%	35.972%
256	Innovation	Soft Skills	Problem-solving skills	1	482,441	8.882%	135,598	16.975%	8.093%	91.110%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	565,093	10.404%	128,249	16.055%	5.651%	54.315%
1422	Internship	Soft Skills	Work ethic	3	137,610	2.534%	36,385	4.555%	2.021%	79.782%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	4,267	0.079%	1,626	0.204%	0.125%	159.103%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	399,607	7.357%	98,966	12.389%	5.032%	68.394%
10	Leadership	Soft Skills	Interpersonal skills	1	1,175,732	21.647%	230,232	28.822%	7.175%	33.147%
258	Learning	Soft Skills	Problem-solving skills	1	536,204	9.872%	149,135	18.670%	8.797%	89.114%
1	Learning Ability	Soft Skills	Problem-solving skills	3	102,857	1.894%	23,840	2.984%	1.091%	57.597%
236	Listening	Soft Skills	Language skills	1	118,088	2.174%	19,997	2.503%	0.329%	15.142%
260	Mathematics	Soft Skills	Problem-solving skills	3	325,505	5.993%	83,035	10.395%	4.402%	73.451%
261	Memorization	Soft Skills	Problem-solving skills	2	355	0.007%	78	0.010%	0.003%	49.397%
18	Negotiation Skills	Soft Skills	Language skills	1	46,856	0.863%	6,193	0.775%	-0.087%	-10.131%
262	Optimization	Soft Skills	Problem-solving skills	1	271,565	5.000%	49,733	6.226%	1.226%	24.522%
19	Oral Communications	Soft Skills	Language skills	5	90,623	1.668%	18,381	2.301%	0.633%	37.913%
273	Persistence	Soft Skills	Work ethic	1	19,934	0.367%	3,567	0.447%	0.080%	21.670%
239	Persuasion	Soft Skills	Language skills	1	9,309	0.171%	2,308	0.289%	0.118%	68.580%
1301	Physical Skill	Soft Skills	Work ethic	2	11,247	0.207%	5,319	0.666%	0.459%	221.564%
240	Presentations	Soft Skills	Language skills	1	274,104	5.047%	59,297	7.423%	2.377%	47.093%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	970,656	17.871%	184,646	23.115%	5.244%	29.345%
20	Questioning skills	Soft Skills	Language skills	1	1,711	0.032%	434	0.054%	0.023%	72.470%
241	Reading Comprehension	Soft Skills	Language skills	1	1,898	0.035%	572	0.072%	0.037%	104.915%
6	Research skills	Soft Skills	Problem-solving skills	1	9,912	0.182%	2,131	0.267%	0.084%	46.183%
15	Responsibility	Soft Skills	Work ethic	2	527,917	9.720%	106,032	13.274%	3.554%	36.567%
234	Self Control	Soft Skills	Interpersonal skills	1	812	0.015%	320	0.040%	0.025%	167.959%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,218	0.022%	632	0.079%	0.057%	252.813%
16	Self-management	Soft Skills	Work ethic	1	7,335	0.135%	2,106	0.264%	0.129%	95.224%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,769	0.033%	970	0.121%	0.089%	272.836%
12	Teamwork	Soft Skills	Interpersonal skills	1	237,657	4.376%	53,314	6.674%	2.299%	52.533%
17	Time Management	Soft Skills	Work ethic	2	195,918	3.607%	41,777	5.230%	1.623%	44.990%
268	Visualization	Soft Skills	Problem-solving skills	1	84,270	1.552%	31,769	3.977%	2.426%	156.333%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,538	0.065%	1,152	0.144%	0.079%	121.396%
21	Written Communications	Soft Skills	Language skills	5	806,143	14.842%	141,712	17.740%	2.898%	19.528%
172	Account management	Business Skills	Management skills	1	63,177	1.163%	8,822	1.104%	-0.059%	-5.053%
22	Accounting	Business Skills	Business processes	4	584,853	10.768%	62,037	7.766%	-3.002%	-27.876%
1263	Accounting software	Business Skills	Business processes	8	69,525	1.280%	6,013	0.753%	-0.527%	-41.194%
174	Administration	Business Skills	Management skills	3	1,264,668	23.284%	184,161	23.054%	-0.230%	-0.986%
1313	Analyst	Business Skills	Project management	1	880,057	16.203%	128,321	16.064%	-0.139%	-0.857%
175	Application management	Business Skills	Management skills	5	363,889	6.700%	58,979	7.383%	0.684%	10.205%
150	Asset management	Business Skills	Business processes	1	77,872	1.434%	14,672	1.837%	0.403%	28.110%
151	Auditing	Business Skills	Business processes	5	325,207	5.987%	59,173	7.408%	1.420%	23.719%
1264	Auditing software	Business Skills	Business processes	1	229	0.004%	8	0.001%	-0.003%	-76.246%
152	Billing	Business Skills	Business processes	1	138,253	2.545%	17,228	2.157%	-0.389%	-15.271%
153	Bills of Lading	Business Skills	Business processes	1	264	0.005%	145	0.018%	0.013%	273.455%
1314	Business Analyst	Business Skills	Project management	1	307,271	5.657%	31,982	4.004%	-1.654%	-29.229%
35	Business Intelligence	Business Skills	Strategy skills	1	219,741	4.046%	29,384	3.678%	-0.367%	-9.077%
155	Business performance management (BPM)	Business Skills	Business processes	2	30,493	0.561%	2,929	0.367%	-0.195%	-34.688%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	109,699	2.020%	3,116	0.390%	-1.630%	-80.686%
36	Business Strategy	Business Skills	Strategy skills	3	1,072,414	19.744%	224,400	28.092%	8.347%	42.277%
182	Calendar and scheduling	Business Skills	Project management	3	220,576	4.061%	41,650	5.214%	1.153%	28.390%
156	Capacity planning	Business Skills	Business processes	1	98,185	1.808%	10,196	1.276%	-0.531%	-29.391%
28	Change Management	Business Skills	Management skills	1	220,671	4.063%	40,545	5.076%	1.013%	24.930%
183	Content workflow	Business Skills	Project management	1	187	0.003%	18	0.002%	-0.001%	-34.551%
24	Contracting and legal	Business Skills	Business processes	2	377,879	6.957%	72,244	9.044%	2.087%	29.994%
176	Coordination	Business Skills	Management skills	1	274,828	5.060%	62,448	7.818%	2.758%	54.501%
157	Cost accounting	Business Skills	Business processes	1	8,331	0.153%	1,407	0.176%	0.023%	14.834%
158	Cost estimation	Business Skills	Business processes	1	4,218	0.078%	810	0.101%	0.024%	30.573%
1312	Customer Support	Business Skills	Business processes	6	1,019,400	18.768%	162,121	20.295%	1.527%	8.136%
1339	Education	Business Skills	Industry Segment	1	60,745	1.118%	18,166	2.274%	1.156%	103.340%
1333	Energy	Business Skills	Industry Segment	1	272,200	5.012%	49,336	6.176%	1.165%	23.240%
1340	Entertainment	Business Skills	Industry Segment	1	250,013	4.603%	14,276	1.787%	-2.816%	-61.174%
1319	Environmental	Business Skills	Environmental	16	228,234	4.202%	44,454	5.565%	1.363%	32.436%
1320	Environmental Strategy	Business Skills	Environmental	12	63,628	1.171%	28,809	3.606%	2.435%	207.861%
161	Financial	Business Skills	Business processes	2	1,445,404	26.612%	332,685	41.648%	15.036%	56.501%
1275	Financial Analysis software	Business Skills	Business processes	8	6,455	0.119%	928	0.116%	-0.003%	-2.248%
1332	Health Care	Business Skills	Industry Segment	2	852,579	15.697%	119,693	14.984%	-0.713%	-4.543%
1341	Hospitality	Business Skills	Industry Segment	4	475,515	8.755%	127,592	15.973%	7.218%	82.446%
177	Human resources	Business Skills	Management skills	2	402,948	7.419%	53,796	6.735%	-0.684%	-9.223%
1336	Insurance	Business Skills	Industry Segment	1	29,737	0.547%	3,915	0.490%	-0.057%	-10.482%
1316	Managing/Supervision	Business Skills	Management skills	6	3,033,797	55.856%	430,096	53.842%	-2.014%	-3.605%
1334	Manufacturing	Business Skills	Industry Segment	2	445,260	8.198%	55,255	6.917%	-1.281%	-15.621%
26	Marketing	Business Skills	Business processes	1	635,524	11.701%	74,339	9.306%	-2.395%	-20.465%
185	Monitoring	Business Skills	Project management	1	625,640	11.519%	130,074	16.283%	4.765%	41.364%
179	Negotiation	Business Skills	Management skills	1	185,763	3.420%	32,086	4.017%	0.597%	17.444%
163	Operation and Control	Business Skills	Business processes	3	3,960	0.073%	1,028	0.129%	0.056%	76.511%
29	Outsourcing Management	Business Skills	Management skills	3	162,925	3.000%	7,877	0.986%	-2.014%	-67.126%
167	Procurement	Business Skills	Business processes	1	156,264	2.877%	25,207	3.156%	0.279%	9.682%
1290	Project Management software	Business Skills	Project management	3	129,978	2.393%	12,870	1.611%	-0.782%	-32.674%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	924,554	17.022%	140,951	17.645%	0.623%	3.660%
168	Quality	Business Skills	Business processes	1	1,606,575	29.579%	302,910	37.920%	8.341%	28.200%
1337	Real Estate	Business Skills	Industry Segment	2	201,105	3.703%	8,554	1.071%	-2.632%	-71.079%
1335	Retail	Business Skills	Industry Segment	2	993,735	18.296%	107,773	13.492%	-4.804%	-26.258%
34	Risk Management	Business Skills	Project management	1	186,610	3.436%	48,630	6.088%	2.652%	77.192%
169	Service Orientation	Business Skills	Business processes	1	37,818	0.696%	6,541	0.819%	0.123%	17.603%
27	Supply Chain Management	Business Skills	Business processes	3	202,976	3.737%	28,181	3.528%	-0.209%	-5.597%
1295	Supply Chain Management software	Business Skills	Business processes	4	12,672	0.233%	1,290	0.161%	-0.072%	-30.782%
178	Teaching	Business Skills	Management skills	7	345,409	6.359%	47,485	5.944%	-0.415%	-6.525%
190	Timekeeping	Business Skills	Project management	3	138,333	2.547%	17,438	2.183%	-0.364%	-14.287%
1296	Timekeeping software	Business Skills	Project management	1	6,564	0.121%	1,366	0.171%	0.050%	41.500%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,450	0.100%	585	0.073%	-0.027%	-27.015%
180	Troubleshooting	Business Skills	Management skills	1	677,940	12.482%	118,780	14.870%	2.388%	19.131%
181	Verification	Business Skills	Management skills	1	324,455	5.974%	49,869	6.243%	0.269%	4.508%
1338	Waste Management	Business Skills	Industry Segment	1	5,089	0.094%	544	0.068%	-0.026%	-27.316%
191	Workflow	Business Skills	Project management	1	232,622	4.283%	42,715	5.347%	1.064%	24.854%
31	Working Globally	Business Skills	Management skills	3	25,088	0.462%	935	0.117%	-0.345%	-74.659%
32	Working with Virtual Teams	Business Skills	Management skills	2	9,864	0.182%	1,810	0.227%	0.045%	24.767%
51	4GL	Technical Skills	Software development	3	6,624	0.122%	590	0.074%	-0.048%	-39.437%
1510	Access Control	Technical Skills	Security	1	53,456	0.984%	11,007	1.378%	0.394%	40.006%
987	Access servers & software	Technical Skills	Network	10	156,156	2.875%	21,192	2.653%	-0.222%	-7.724%
38	Agile Development Methods	Technical Skills	Software development	13	358,877	6.607%	88,157	11.036%	4.429%	67.027%
304	Algorithmic software	Technical Skills	Business applications	1	131	0.002%	17	0.002%	-0.000%	-11.763%
1546	Alienvault	Technical Skills	Security	1	371	0.007%	188	0.024%	0.017%	244.555%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,887	0.108%	1,148	0.144%	0.035%	32.593%
1352	Android	Technical Skills	Mobile Platforms	3	95,342	1.755%	17,768	2.224%	0.469%	26.715%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	63,457	1.168%	7,139	0.894%	-0.275%	-23.505%
120	Apple operating systems	Technical Skills	Business applications	6	141,180	2.599%	24,147	3.023%	0.424%	16.296%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	45,087	0.830%	1,401	0.175%	-0.655%	-78.872%
1543	ArcSight	Technical Skills	Security	1	8,348	0.154%	1,258	0.157%	0.004%	2.464%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	145,585	2.680%	61,086	7.647%	4.967%	185.298%
1432	Attribute-Based Access Control	Technical Skills	Security	2	632	0.012%	200	0.025%	0.013%	115.173%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	233	0.004%	49	0.006%	0.002%	42.993%
1265	Backup & Recovery	Technical Skills	Technical applications	16	385,739	7.102%	51,575	6.456%	-0.645%	-9.088%
1386	Biometric	Technical Skills	Information mgmt	2	13,949	0.257%	2,605	0.326%	0.069%	26.981%
1353	Blackberry	Technical Skills	Mobile Platforms	2	36,692	0.676%	1,078	0.135%	-0.541%	-80.023%
336	Borland Delphi	Technical Skills	Business applications	1	6,835	0.126%	496	0.062%	-0.064%	-50.658%
337	Borland JBuilder	Technical Skills	Business applications	1	4,189	0.077%	19	0.002%	-0.075%	-96.916%
338	Borland Paradox	Technical Skills	Business applications	1	436	0.008%	57	0.007%	-0.001%	-11.108%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,571	0.029%	576	0.072%	0.043%	149.299%
72	Business Continuity Planning	Technical Skills	Hardware	2	83,762	1.542%	11,134	1.394%	-0.148%	-9.619%
352	Cadence Opus	Technical Skills	Business applications	1	2,218	0.041%	102	0.013%	-0.028%	-68.731%
868	Calculators	Technical Skills	Hardware	1	4,864	0.090%	918	0.115%	0.025%	28.329%
39	CASE Tools	Technical Skills	Software development	1	301,505	5.551%	46,785	5.857%	0.306%	5.508%
367	Categorization or classification software	Technical Skills	Business applications	1	20,455	0.377%	2,759	0.345%	-0.031%	-8.288%
1469	CCPA	Technical Skills	Security	1	1,617	0.030%	1,565	0.196%	0.166%	558.080%
1478	Center for Internet Security	Technical Skills	Security	1	99,720	1.836%	22,736	2.846%	1.010%	55.027%
1441	Certificate management	Technical Skills	Security	1	2,888	0.053%	832	0.104%	0.051%	95.885%
112	Certification	Technical Skills	Misc	3	1,045,273	19.245%	213,795	26.764%	7.519%	39.073%
78	Cisco	Technical Skills	Hardware	1	372,635	6.861%	32,241	4.036%	-2.825%	-41.170%
1009	Cisco Systems IOS	Technical Skills	Network	1	100,351	1.848%	19,213	2.405%	0.558%	30.181%
40	Client-Server	Technical Skills	Software development	1	97,602	1.797%	5,086	0.637%	-1.160%	-64.568%
1437	Cloud Access Security Broker	Technical Skills	Security	1	970	0.018%	660	0.083%	0.065%	362.644%
1438	Cloud Configuration Management	Technical Skills	Security	1	4,740	0.087%	744	0.093%	0.006%	6.726%
1445	Cloud Migration	Technical Skills	Security	1	3,486	0.064%	2,410	0.302%	0.238%	370.072%
1455	cloud security	Technical Skills	Security	1	9,486	0.175%	5,446	0.682%	0.507%	290.363%
1456	Cloud Security Posture Management	Technical Skills	Security	1	254	0.005%	116	0.015%	0.010%	210.526%
1486	Cloud Services	Technical Skills	Security	1	50,759	0.935%	22,771	2.851%	1.916%	205.031%
1011	Cluster server software	Technical Skills	Network	9	76,767	1.413%	9,648	1.208%	-0.206%	-14.545%
1147	CMAKE	Technical Skills	Software development	1	1,779	0.033%	857	0.107%	0.075%	227.551%
1151	Compatibility testing	Technical Skills	Software development	1	2,284	0.042%	278	0.035%	-0.007%	-17.240%
1152	Compilers	Technical Skills	Software development	5	55,167	1.016%	11,737	1.469%	0.454%	44.661%
1255	Compliance software	Technical Skills	Technical applications	4	30,987	0.571%	6,201	0.776%	0.206%	36.068%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	90,108	1.659%	9,692	1.213%	-0.446%	-26.865%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	8,491	0.156%	1,190	0.149%	-0.007%	-4.707%
875	Computer diagnostics	Technical Skills	Hardware	5	228,417	4.205%	45,618	5.711%	1.505%	35.794%
1107	Computer forensics	Technical Skills	Security	1	11,324	0.208%	1,522	0.191%	-0.018%	-8.612%
1266	Computer Hardware	Technical Skills	Hardware	15	130,097	2.395%	27,257	3.412%	1.017%	42.457%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,078	0.701%	392	0.049%	-0.652%	-93.000%
1015	Computer servers	Technical Skills	Network	6	447,954	8.247%	56,921	7.126%	-1.122%	-13.600%
1267	Computer Utilities	Technical Skills	Misc	2	3,518	0.065%	621	0.078%	0.013%	20.025%
1447	Configuration Management Database	Technical Skills	Security	1	10,800	0.199%	2,234	0.280%	0.081%	40.648%
1448	Container security	Technical Skills	Security	1	321	0.006%	255	0.032%	0.026%	440.144%
1449	Containers	Technical Skills	Security	1	49,409	0.910%	20,038	2.508%	1.599%	175.755%
59	Content Manager	Technical Skills	Business applications	1	5,513	0.102%	395	0.049%	-0.052%	-51.283%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,691	0.068%	1,286	0.161%	0.093%	136.903%
1396	Continuous Improvement	Technical Skills	Software development	1	131,397	2.419%	46,065	5.767%	3.348%	138.375%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	128,139	2.359%	48,615	6.086%	3.727%	157.966%
1453	Control Plane	Technical Skills	Security	1	1,529	0.028%	495	0.062%	0.034%	120.126%
878	Controllers	Technical Skills	Hardware	3	37,762	0.695%	6,774	0.848%	0.153%	21.973%
1454	Crown Jewels	Technical Skills	Security	1	244	0.004%	53	0.007%	0.002%	47.693%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	6,379	0.117%	1,176	0.147%	0.030%	25.351%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	17,548	0.323%	1,375	0.172%	-0.151%	-46.722%
53	Customer Relationship Management	Technical Skills	Business applications	9	307,587	5.663%	32,985	4.129%	-1.534%	-27.084%
1368	Cyber Security	Technical Skills	Information mgmt	3	144,831	2.667%	63,585	7.960%	5.293%	198.516%
1479	Cybersecurity Framework	Technical Skills	Security	2	5,331	0.098%	3,199	0.400%	0.302%	308.019%
1492	Data Access Governance	Technical Skills	Security	1	1,006	0.019%	313	0.039%	0.021%	111.554%
953	Data acquisition systems	Technical Skills	Information mgmt	1	27,683	0.510%	5,386	0.674%	0.165%	32.290%
1434	Data classification	Technical Skills	Security	1	3,228	0.059%	866	0.108%	0.049%	82.414%
955	Data compression software	Technical Skills	Information mgmt	1	15,162	0.279%	1,452	0.182%	-0.097%	-34.884%
956	Data conversion software	Technical Skills	Information mgmt	1	21,878	0.403%	2,331	0.292%	-0.111%	-27.555%
958	Data dictionary	Technical Skills	Information mgmt	1	12,514	0.230%	1,382	0.173%	-0.057%	-24.909%
1495	Data discovery	Technical Skills	Security	1	4,679	0.086%	1,570	0.197%	0.110%	128.150%
959	Data entry	Technical Skills	Information mgmt	1	202,201	3.723%	7,968	0.997%	-2.725%	-73.206%
1502	Data Loss Prevention	Technical Skills	Security	1	14,751	0.272%	4,339	0.543%	0.272%	100.006%
962	Data mapping	Technical Skills	Information mgmt	1	25,656	0.472%	3,299	0.413%	-0.059%	-12.569%
67	Data Mining	Technical Skills	Information mgmt	5	132,113	2.432%	18,569	2.325%	-0.108%	-4.431%
963	Data modeling	Technical Skills	Information mgmt	1	153,209	2.821%	18,401	2.304%	-0.517%	-18.336%
1496	Data retention	Technical Skills	Security	1	3,665	0.067%	627	0.078%	0.011%	16.324%
1494	Data tagging	Technical Skills	Security	1	404	0.007%	166	0.021%	0.013%	179.384%
68	Data Warehousing	Technical Skills	Information mgmt	2	230,026	4.235%	25,123	3.145%	-1.090%	-25.738%
69	Database Administration	Technical Skills	Information mgmt	12	295,518	5.441%	31,321	3.921%	-1.520%	-27.935%
969	Database design software	Technical Skills	Information mgmt	16	234,332	4.314%	23,355	2.924%	-1.391%	-32.232%
1268	Database Reporting	Technical Skills	Information mgmt	3	66,384	1.222%	4,108	0.514%	-0.708%	-57.923%
1373	Database Security	Technical Skills	Information mgmt	1	1,217	0.022%	217	0.027%	0.005%	21.239%
1269	Database Security	Technical Skills	Information mgmt	2	881	0.016%	161	0.020%	0.004%	24.258%
1270	Database Servers	Technical Skills	Information mgmt	3	53,829	0.991%	1,908	0.239%	-0.752%	-75.899%
1271	Database Testing	Technical Skills	Information mgmt	1	4,125	0.076%	515	0.064%	-0.011%	-15.110%
1160	Debugging	Technical Skills	Software development	7	344,062	6.335%	55,195	6.910%	0.575%	9.078%
1385	Decryption	Technical Skills	Information mgmt	2	1,772	0.033%	318	0.040%	0.007%	22.022%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,291	0.337%	1,196	0.150%	-0.187%	-55.540%
418	Desktop publishing software	Technical Skills	Business applications	13	88,750	1.634%	25,481	3.190%	1.556%	95.219%
1272	Development Environment	Technical Skills	Software development	13	235,022	4.327%	41,783	5.231%	0.904%	20.883%
1498	Device Management	Technical Skills	Security	1	11,105	0.204%	3,166	0.396%	0.192%	93.850%
1273	Digital Imaging	Technical Skills	Hardware	1	2,286	0.042%	152	0.019%	-0.023%	-54.789%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	14,733	0.271%	2,270	0.284%	0.013%	4.763%
1446	Digital Transformation	Technical Skills	Security	1	24,445	0.450%	19,784	2.477%	2.027%	450.299%
1472	DISA	Technical Skills	Security	1	18,904	0.348%	6,600	0.826%	0.478%	137.391%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	13,476	0.248%	1,581	0.198%	-0.050%	-20.229%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,865	0.071%	1,015	0.127%	0.056%	78.563%
1504	DMZ	Technical Skills	Network	1	8,258	0.152%	772	0.097%	-0.055%	-36.435%
1451	Docker	Technical Skills	Security	1	46,486	0.856%	28,534	3.572%	2.716%	317.364%
1307	Doctor of Philosophy	Technical Skills	Misc	3	243,816	4.489%	45,571	5.705%	1.216%	27.087%
973	Document management software	Technical Skills	Information mgmt	4	47,463	0.874%	7,918	0.991%	0.117%	13.432%
1020	Domain name system (DNS)	Technical Skills	Network	3	152,915	2.815%	21,404	2.679%	-0.136%	-4.826%
61	Dreamweaver	Technical Skills	Software development	1	21,189	0.390%	744	0.093%	-0.297%	-76.125%
54	DSS/GDSS	Technical Skills	Business applications	5	57,966	1.067%	6,450	0.807%	-0.260%	-24.341%
425	Dynamic modeling software	Technical Skills	Business applications	1	196	0.004%	29	0.004%	0.000%	0.604%
62	Eclipse	Technical Skills	Software development	1	89,021	1.639%	6,827	0.855%	-0.784%	-47.855%
1308	Electronic Commerce	Technical Skills	Business applications	2	202,089	3.721%	17,455	2.185%	-1.536%	-41.271%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	40,889	0.753%	4,229	0.529%	-0.223%	-29.676%
1023	Electronic mail software	Technical Skills	Network	8	76,679	1.412%	9,979	1.249%	-0.163%	-11.512%
1384	Encryption	Technical Skills	Information mgmt	1	471	0.009%	207	0.026%	0.017%	198.830%
1507	Endpoint	Technical Skills	Security	1	21,326	0.393%	8,276	1.036%	0.643%	163.867%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	238,539	4.392%	29,121	3.646%	-0.746%	-16.992%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	285,809	5.262%	29,923	3.746%	-1.516%	-28.813%
1321	Environmental Certification	Technical Skills	Environmental	1	861	0.016%	395	0.049%	0.034%	211.938%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,716	0.032%	158	0.020%	-0.012%	-37.394%
1329	Environmental Energy	Technical Skills	Environmental	25	23,101	0.425%	5,338	0.668%	0.243%	57.117%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	20,118	0.370%	4,803	0.601%	0.231%	62.331%
1327	Environmental Pollution	Technical Skills	Environmental	24	51,389	0.946%	6,798	0.851%	-0.095%	-10.053%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	10,629	0.196%	3,049	0.382%	0.186%	95.047%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	3,837	0.071%	1,241	0.155%	0.085%	119.915%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	57,532	1.059%	4,066	0.509%	-0.550%	-51.946%
1331	Environmental Science	Technical Skills	Environmental	2	1,723	0.032%	154	0.019%	-0.012%	-39.227%
1322	Environmental Technology	Technical Skills	Environmental	2	1,480	0.027%	570	0.071%	0.044%	161.871%
1470	EPRI	Technical Skills	Security	1	190	0.003%	39	0.005%	0.001%	39.568%
1551	Exabeam	Technical Skills	Security	1	273	0.005%	142	0.018%	0.013%	253.671%
461	Expert system software	Technical Skills	Business applications	1	2,014	0.037%	474	0.059%	0.022%	60.027%
1359	Facebook	Technical Skills	Social Networking	1	541,210	9.964%	13,797	1.727%	-8.237%	-82.666%
463	Facilities management software	Technical Skills	Business applications	4	18,398	0.339%	4,373	0.547%	0.209%	61.616%
1476	FedRAMP	Technical Skills	Security	1	4,561	0.084%	2,791	0.349%	0.265%	316.077%
1467	FINRA	Technical Skills	Security	1	3,191	0.059%	700	0.088%	0.029%	49.158%
1556	FireEye	Technical Skills	Security	1	3,577	0.066%	1,100	0.138%	0.072%	109.097%
1464	FISMA	Technical Skills	Security	1	19,082	0.351%	4,676	0.585%	0.234%	66.619%
468	Flight control software	Technical Skills	Business applications	1	1,693	0.031%	399	0.050%	0.019%	60.247%
1508	Flow analysis	Technical Skills	Security	1	7,260	0.134%	1,256	0.157%	0.024%	17.632%
469	Flowchart software	Technical Skills	Business applications	5	14,307	0.263%	1,678	0.210%	-0.053%	-20.252%
1367	Forensic	Technical Skills	Information mgmt	2	82,939	1.527%	11,024	1.380%	-0.147%	-9.624%
1552	Fortinet	Technical Skills	Security	1	4,951	0.091%	1,454	0.182%	0.091%	99.685%
1112	Fraud Detection	Technical Skills	Security	1	32,685	0.602%	8,867	1.110%	0.508%	84.460%
63	FrontPage	Technical Skills	Software development	1	3,475	0.064%	45	0.006%	-0.058%	-91.195%
475	Fund accounting software	Technical Skills	Business applications	1	2,387	0.044%	359	0.045%	0.001%	2.262%
1260	Gaming	Technical Skills	Misc	2	112,822	2.077%	18,892	2.365%	0.288%	13.857%
1468	GDPR	Technical Skills	Security	1	4,509	0.083%	3,421	0.428%	0.345%	415.878%
113	Generic databases	Technical Skills	Information mgmt	2	731,570	13.469%	106,479	13.330%	-0.139%	-1.035%
1365	Google Apps	Technical Skills	Business applications	4	16,641	0.306%	2,258	0.283%	-0.024%	-7.739%
1364	Google Plus	Technical Skills	Social Networking	1	1,589	0.029%	128	0.016%	-0.013%	-45.228%
1512	Governance	Technical Skills	Security	1	164,735	3.033%	46,627	5.837%	2.804%	92.454%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	309,427	5.697%	45,138	5.651%	-0.046%	-0.812%
484	Graphic software	Technical Skills	Business applications	16	402,649	7.413%	49,968	6.255%	-1.158%	-15.620%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	78,309	1.442%	4,853	0.608%	-0.834%	-57.862%
1323	Green IT	Technical Skills	Environmental	9	14,988	0.276%	2,802	0.351%	0.075%	27.116%
893	Guidance systems	Technical Skills	Hardware	1	261	0.005%	76	0.010%	0.005%	97.992%
1371	Hacking	Technical Skills	Information mgmt	5	27,100	0.499%	6,317	0.791%	0.292%	58.495%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,763	0.032%	513	0.064%	0.032%	97.852%
1277	Hardware Design	Technical Skills	Hardware	21	42,180	0.777%	8,652	1.083%	0.307%	39.471%
1278	Hardware Testing	Technical Skills	Hardware	4	13,397	0.247%	2,348	0.294%	0.047%	19.169%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	3,560	0.066%	1,425	0.178%	0.113%	172.169%
492	Helpdesk or call center	Technical Skills	Business applications	2	283,215	5.214%	33,704	4.219%	-0.995%	-19.083%
1465	HIPAA	Technical Skills	Security	1	63,266	1.165%	15,007	1.879%	0.714%	61.286%
1473	HITRUST	Technical Skills	Security	1	3,583	0.066%	1,732	0.217%	0.151%	228.682%
1377	Homeland Security	Technical Skills	Information mgmt	1	134,805	2.482%	23,302	2.917%	0.435%	17.533%
1487	IaaS	Technical Skills	Security	1	18,467	0.340%	8,224	1.030%	0.690%	202.804%
114	IBM databases	Technical Skills	Information mgmt	2	112,907	2.079%	6,905	0.864%	-1.214%	-58.417%
121	IBM operating systems	Technical Skills	Business applications	4	86,737	1.597%	3,381	0.423%	-1.174%	-73.496%
1513	Identity Access Management	Technical Skills	Security	2	39,302	0.724%	13,594	1.702%	0.978%	135.184%
1511	Identity Governance and Administration	Technical Skills	Security	1	405	0.007%	230	0.029%	0.021%	286.142%
898	Image capture devices	Technical Skills	Hardware	9	27,807	0.512%	7,010	0.878%	0.366%	71.411%
524	Industrial control software	Technical Skills	Business applications	3	23,329	0.430%	5,484	0.687%	0.257%	59.836%
1485	Industrial Control Systems	Technical Skills	Security	1	10,556	0.194%	2,436	0.305%	0.111%	56.911%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	70,884	1.305%	11,199	1.402%	0.097%	7.425%
1375	Information Security	Technical Skills	Information mgmt	3	225,936	4.160%	53,468	6.693%	2.534%	60.910%
899	Infrared	Technical Skills	Hardware	1	6,559	0.121%	911	0.114%	-0.007%	-5.560%
1491	Infrastructure as Code	Technical Skills	Security	1	9,292	0.171%	5,871	0.735%	0.564%	329.613%
1180	Installation	Technical Skills	Software development	1	422,601	7.781%	62,936	7.879%	0.098%	1.261%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,683	0.031%	285	0.036%	0.005%	15.142%
536	Internet browser software	Technical Skills	Business applications	4	28,053	0.516%	2,795	0.350%	-0.167%	-32.255%
1483	Internet of Things	Technical Skills	Security	1	27,204	0.501%	14,317	1.792%	1.291%	257.844%
1578	Internet proxy	Technical Skills	Security	1	707	0.013%	65	0.008%	-0.005%	-37.487%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	53,276	0.981%	8,241	1.032%	0.051%	5.177%
541	Inventory management software	Technical Skills	Business applications	3	33,157	0.610%	7,869	0.985%	0.375%	61.368%
1463	ISO 22301	Technical Skills	Security	1	112	0.002%	66	0.008%	0.006%	300.682%
1459	ISO 27000	Technical Skills	Security	1	3,377	0.062%	817	0.102%	0.040%	64.500%
1460	ISO 27001	Technical Skills	Security	1	15,647	0.288%	4,904	0.614%	0.326%	113.105%
1461	ISO 27002	Technical Skills	Security	1	1,967	0.036%	455	0.057%	0.021%	57.283%
1414	ISO 9000	Technical Skills	Software development	1	7,300	0.134%	450	0.056%	-0.078%	-58.086%
73	IT Architecture/Standards	Technical Skills	Hardware	2	41,330	0.761%	6,341	0.794%	0.033%	4.320%
1515	IT Service Management	Technical Skills	Security	1	38,012	0.700%	10,713	1.341%	0.641%	91.631%
1481	ITIL	Technical Skills	Security	1	150,106	2.764%	29,767	3.726%	0.963%	34.838%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,337	0.043%	7	0.001%	-0.042%	-97.963%
1035	Kernel	Technical Skills	Network	1	43,264	0.797%	4,059	0.508%	-0.288%	-36.208%
1442	Key management	Technical Skills	Security	1	11,001	0.203%	2,191	0.274%	0.072%	35.421%
1450	Kubernetes	Technical Skills	Security	1	27,649	0.509%	21,140	2.646%	2.137%	419.876%
907	Lasers	Technical Skills	Hardware	1	1,682	0.031%	365	0.046%	0.015%	47.551%
1516	Least Privilege	Technical Skills	Security	1	1,240	0.023%	499	0.062%	0.040%	173.623%
1038	License management software	Technical Skills	Network	1	3,806	0.070%	864	0.108%	0.038%	54.354%
1361	LinkedIn	Technical Skills	Social Networking	1	51,929	0.956%	12,516	1.567%	0.611%	63.881%
1544	LogRhythm	Technical Skills	Security	1	1,313	0.024%	421	0.053%	0.029%	118.018%
908	Mainframe computers	Technical Skills	Hardware	2	135,683	2.498%	8,064	1.010%	-1.489%	-59.589%
124	Mainframe operating systems	Technical Skills	Business applications	8	65,941	1.214%	7,906	0.990%	-0.224%	-18.478%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	103,187	1.900%	10,186	1.275%	-0.625%	-32.880%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	28,669	0.528%	3,134	0.392%	-0.135%	-25.671%
1549	McAfee Enterprise Security	Technical Skills	Security	1	157	0.003%	78	0.010%	0.007%	237.807%
1281	Medical software	Technical Skills	Business applications	9	42,418	0.781%	10,291	1.288%	0.507%	64.961%
1452	Mesos	Technical Skills	Security	1	3,026	0.056%	1,025	0.128%	0.073%	130.319%
1517	Metadata analysis	Technical Skills	Security	1	422	0.008%	79	0.010%	0.002%	27.288%
1555	Micro Focus	Technical Skills	Security	1	3,105	0.057%	810	0.101%	0.044%	77.377%
1433	Micro-segmentation	Technical Skills	Security	1	387	0.007%	271	0.034%	0.027%	376.138%
115	Microsoft databases	Technical Skills	Information mgmt	5	641,674	11.814%	56,950	7.129%	-4.685%	-39.653%
119	Microsoft operating systems	Technical Skills	Business applications	4	945,267	17.403%	108,264	13.553%	-3.850%	-22.124%
1518	MITRE	Technical Skills	Security	1	8,193	0.151%	1,863	0.233%	0.082%	54.612%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	24,745	0.456%	2,796	0.350%	-0.106%	-23.171%
1581	Mobile security	Technical Skills	Security	2	3,721	0.069%	764	0.096%	0.027%	39.607%
1431	Multi-Factor Authentication	Technical Skills	Security	3	6,355	0.117%	2,859	0.358%	0.241%	205.895%
625	Multimedia	Technical Skills	Business applications	1	154,437	2.843%	4,245	0.531%	-2.312%	-81.310%
1362	MySpace	Technical Skills	Social Networking	1	5,434	0.100%	41	0.005%	-0.095%	-94.870%
1471	NERC	Technical Skills	Security	1	5,697	0.105%	1,326	0.166%	0.061%	58.260%
1548	NetWitness	Technical Skills	Security	1	887	0.016%	263	0.033%	0.017%	101.607%
1499	Network Access Control	Technical Skills	Security	2	11,652	0.215%	1,823	0.228%	0.014%	6.380%
74	Network administration	Technical Skills	Hardware	17	695,954	12.813%	237,069	29.678%	16.864%	131.616%
1282	Network Administration software	Technical Skills	Network	18	260,394	4.794%	42,664	5.341%	0.547%	11.405%
1519	Network discovery	Technical Skills	Security	1	663	0.012%	179	0.022%	0.010%	83.575%
1283	Network Hardware	Technical Skills	Network	11	185,030	3.407%	24,025	3.008%	-0.399%	-11.713%
1284	Network Monitoring software	Technical Skills	Network	15	129,710	2.388%	19,510	2.442%	0.054%	2.272%
1059	Network operation system software (NOS)	Technical Skills	Network	2	6,787	0.125%	693	0.087%	-0.038%	-30.573%
1122	Network security	Technical Skills	Security	1	155,044	2.855%	20,293	2.540%	-0.314%	-11.005%
1369	Network Security	Technical Skills	Information mgmt	1	28,544	0.526%	3,261	0.408%	-0.117%	-22.320%
1285	Network Security software	Technical Skills	Security	37	379,670	6.990%	69,239	8.668%	1.678%	23.999%
1503	Network Segmentation	Technical Skills	Network	1	1,931	0.036%	610	0.076%	0.041%	114.794%
1286	Network software	Technical Skills	Network	6	257,652	4.744%	187,652	23.491%	18.748%	395.215%
1287	Network Testing	Technical Skills	Network	11	81,881	1.508%	9,882	1.237%	-0.270%	-17.939%
1521	Next Generation Firewall	Technical Skills	Security	2	1,744	0.032%	778	0.097%	0.065%	203.324%
1458	NIST	Technical Skills	Security	1	53,025	0.976%	19,237	2.408%	1.432%	146.678%
1065	Novell network software	Technical Skills	Network	2	5,917	0.109%	133	0.017%	-0.092%	-84.716%
643	Oberon	Technical Skills	Business applications	1	563	0.010%	6	0.001%	-0.010%	-92.754%
1413	Object Oriented Design	Technical Skills	Software development	2	114,157	2.102%	7,003	0.877%	-1.225%	-58.288%
41	Object Oriented Programming	Technical Skills	Software development	5	545,889	10.050%	51,274	6.419%	-3.632%	-36.134%
1288	Office Applications	Technical Skills	Business applications	13	810,817	14.928%	150,026	18.781%	3.853%	25.811%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	48,490	0.893%	2,762	0.346%	-0.547%	-61.270%
116	Open-source databases	Technical Skills	Information mgmt	4	261,782	4.820%	33,063	4.139%	-0.681%	-14.123%
118	Open-source operating systems	Technical Skills	Business applications	8	759,480	13.983%	97,865	12.251%	-1.732%	-12.384%
56	Operating Systems	Technical Skills	Business applications	3	449,567	8.277%	70,988	8.887%	0.610%	7.366%
1482	Operational Technology	Technical Skills	Security	1	10,613	0.195%	2,821	0.353%	0.158%	80.734%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	3,694	0.068%	885	0.111%	0.043%	62.900%
117	Oracle databases	Technical Skills	Information mgmt	1	792,901	14.598%	61,108	7.650%	-6.948%	-47.597%
1529	Orchestration & Automation	Technical Skills	Security	1	686	0.013%	364	0.046%	0.033%	260.788%
1488	PaaS	Technical Skills	Security	1	21,608	0.398%	9,216	1.154%	0.756%	190.003%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,395	0.063%	29	0.004%	-0.059%	-94.192%
1522	Panorama	Technical Skills	Security	1	1,059	0.019%	339	0.042%	0.023%	117.660%
1466	Payment Card Industry	Technical Skills	Security	1	56,140	1.034%	11,772	1.474%	0.440%	42.578%
1376	Penetration Testing	Technical Skills	Information mgmt	5	158,785	2.923%	41,783	5.231%	2.307%	78.922%
1527	Personal Healthcare Information	Technical Skills	Security	1	5,762	0.106%	2,222	0.278%	0.172%	162.207%
1528	Personally Identifiable Information	Technical Skills	Security	1	6,239	0.115%	2,330	0.292%	0.177%	153.931%
1289	Physical Tools	Technical Skills	Hardware	1	461	0.008%	147	0.018%	0.010%	116.816%
683	Point of sale (POS)	Technical Skills	Business applications	3	31,957	0.588%	6,281	0.786%	0.198%	33.640%
1525	Policy Decision Point	Technical Skills	Security	1	1,509	0.028%	294	0.037%	0.009%	32.475%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,404	0.026%	330	0.041%	0.015%	59.816%
686	Polka	Technical Skills	Business applications	1	1,276	0.023%	996	0.125%	0.101%	430.741%
931	Printers	Technical Skills	Hardware	4	60,672	1.117%	17,047	2.134%	1.017%	91.044%
1430	Privileged Account Management	Technical Skills	Security	2	47,481	0.874%	1,544	0.193%	-0.681%	-77.889%
43	Programming	Technical Skills	Software development	1	1,239,821	22.827%	168,213	21.058%	-1.769%	-7.748%
700	Provisioning	Technical Skills	Business applications	1	75,339	1.387%	14,399	1.803%	0.415%	29.953%
1545	QRadar	Technical Skills	Security	1	2,525	0.046%	805	0.101%	0.054%	116.775%
1531	Quality of Service	Technical Skills	Security	1	44,203	0.814%	5,823	0.729%	-0.085%	-10.429%
1405	Rapid Application Development	Technical Skills	Software development	2	23,294	0.429%	1,254	0.157%	-0.272%	-63.396%
1553	Rapid7	Technical Skills	Security	1	1,291	0.024%	489	0.061%	0.037%	157.547%
1258	Rate Control	Technical Skills	Technical applications	1	215	0.004%	20	0.003%	-0.001%	-36.749%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	50,017	0.921%	999	0.125%	-0.796%	-86.419%
1077	Remote control software	Technical Skills	Network	2	5,947	0.109%	1,048	0.131%	0.022%	19.822%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,827	0.052%	286	0.036%	-0.016%	-31.212%
1379	Risk Analysis	Technical Skills	Information mgmt	1	34,760	0.640%	6,645	0.832%	0.192%	29.984%
1262	Robotics	Technical Skills	Hardware	3	34,319	0.632%	13,435	1.682%	1.050%	166.181%
1532	Role-Based Access Control	Technical Skills	Security	3	6,141	0.113%	1,496	0.187%	0.074%	65.641%
1318	RSA	Technical Skills	Security	1	20,236	0.373%	1,734	0.217%	-0.155%	-41.736%
1489	SaaS	Technical Skills	Security	1	105,245	1.938%	27,328	3.421%	1.483%	76.555%
1429	SASE	Technical Skills	Security	2	616	0.011%	281	0.035%	0.024%	210.170%
1533	SCCM	Technical Skills	Security	1	24,833	0.457%	7,163	0.897%	0.440%	96.128%
44	SDLC	Technical Skills	Software development	7	604,489	11.129%	80,514	10.079%	-1.050%	-9.436%
1500	SecOps	Technical Skills	Security	2	6,938	0.128%	6,018	0.753%	0.626%	489.783%
1537	Secure SDLC	Technical Skills	Security	1	28,998	0.534%	516	0.065%	-0.469%	-87.901%
1132	Secure shell (SSH)	Technical Skills	Security	1	444	0.008%	49	0.006%	-0.002%	-24.961%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	62,742	1.155%	7,253	0.908%	-0.247%	-21.398%
1569	Secure Web Gateway	Technical Skills	Security	1	9,215	0.170%	49	0.006%	-0.164%	-96.384%
76	Security	Technical Skills	Hardware	4	3,398,226	62.565%	327,489	40.997%	-21.568%	-34.473%
1382	Security Audit	Technical Skills	Information mgmt	1	5,301	0.098%	862	0.108%	0.010%	10.567%
1315	Security Clearance	Technical Skills	Misc	2	461,547	8.498%	104,666	13.103%	4.605%	54.193%
1477	Security Frameworks	Technical Skills	Security	1	10,642	0.196%	3,561	0.446%	0.250%	127.522%
1540	Security Information and Event Management	Technical Skills	Security	1	22,299	0.411%	7,949	0.995%	0.585%	142.383%
1584	Security Information Management	Technical Skills	Security	1	8,273	0.152%	796	0.100%	-0.053%	-34.578%
1567	Security Operations Center	Technical Skills	Security	1	30,642	0.564%	11,468	1.436%	0.871%	154.475%
1381	Security Plan	Technical Skills	Information mgmt	1	5,636	0.104%	1,744	0.218%	0.115%	110.402%
1380	Security Policy	Technical Skills	Information mgmt	2	91,824	1.691%	21,135	2.646%	0.955%	56.502%
1457	Security Standards	Technical Skills	Security	1	46,908	0.864%	11,469	1.436%	0.572%	66.247%
1135	Security testing software	Technical Skills	Security	1	15,560	0.286%	3,762	0.471%	0.184%	64.393%
1550	Securonix	Technical Skills	Security	1	171	0.003%	90	0.011%	0.008%	257.866%
1538	Segmentation	Technical Skills	Security	1	21,111	0.389%	6,029	0.755%	0.366%	94.183%
60	Sharepoint Server	Technical Skills	Business applications	1	15,386	0.283%	552	0.069%	-0.214%	-75.606%
1084	Signal generators	Technical Skills	Network	1	1,678	0.031%	693	0.087%	0.056%	180.812%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	39,438	0.726%	3,203	0.401%	-0.325%	-44.777%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	170,096	3.132%	18,075	2.263%	-0.869%	-27.747%
1220	Simulation software	Technical Skills	Software development	5	88,552	1.630%	20,796	2.603%	0.973%	59.682%
1568	Single Sign-On	Technical Skills	Security	3	32,629	0.601%	6,125	0.767%	0.166%	27.637%
1558	SOAR	Technical Skills	Security	1	2,218	0.041%	711	0.089%	0.048%	117.963%
1475	SOC 2	Technical Skills	Security	1	4,335	0.080%	2,460	0.308%	0.228%	285.852%
1366	Social Network	Technical Skills	Social Networking	1	14,478	0.267%	1,504	0.188%	-0.078%	-29.366%
1358	Social Networking	Technical Skills	Social Networking	1	25,200	0.464%	1,177	0.147%	-0.317%	-68.242%
1534	Software Defined Network	Technical Skills	Security	2	7,065	0.130%	2,731	0.342%	0.212%	162.835%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,451	0.045%	1,938	0.243%	0.197%	437.632%
42	Software Development	Technical Skills	Software development	2	1,270,194	23.386%	155,568	19.475%	-3.911%	-16.723%
1291	Software Development software	Technical Skills	Software development	3	7,693	0.142%	376	0.047%	-0.095%	-66.767%
1309	Software Engineering	Technical Skills	Software development	1	776,631	14.299%	100,472	12.578%	-1.721%	-12.036%
1292	Software Installation	Technical Skills	Software development	4	602,172	11.087%	108,042	13.525%	2.439%	21.996%
1223	Software libraries	Technical Skills	Software development	1	1,829	0.034%	367	0.046%	0.012%	36.435%
1293	Software Maintenance	Technical Skills	Software development	1	33,228	0.612%	3,128	0.392%	-0.220%	-35.992%
1294	Software Testing	Technical Skills	Software development	14	572,190	10.535%	97,503	12.206%	1.671%	15.865%
1225	Source code management (SCM)	Technical Skills	Software development	5	182,157	3.354%	28,596	3.580%	0.226%	6.742%
1541	Splunk	Technical Skills	Security	1	29,889	0.550%	13,393	1.677%	1.126%	204.678%
1229	Static analysis software	Technical Skills	Software development	1	4,509	0.083%	946	0.118%	0.035%	42.654%
772	Statistical analysis software	Technical Skills	Business applications	26	460,002	8.469%	97,845	12.249%	3.780%	44.628%
774	Statistical software	Technical Skills	Business applications	1	211,395	3.892%	53,932	6.752%	2.860%	73.471%
1230	Stress testing software	Technical Skills	Software development	1	12,091	0.223%	1,578	0.198%	-0.025%	-11.260%
1547	sumo logic	Technical Skills	Security	1	1,121	0.021%	558	0.070%	0.049%	238.457%
122	Sun operating systems	Technical Skills	Business applications	3	174,399	3.211%	7,092	0.888%	-2.323%	-72.350%
939	Surveillance systems	Technical Skills	Hardware	5	58,311	1.074%	14,376	1.800%	0.726%	67.634%
1564	Swimlane	Technical Skills	Security	1	140	0.003%	70	0.009%	0.006%	239.973%
791	Symantec software	Technical Skills	Business applications	1	34,441	0.634%	2,299	0.288%	-0.346%	-54.612%
1355	Symbian	Technical Skills	Mobile Platforms	1	127	0.002%	7	0.001%	-0.001%	-62.523%
1310	System Administration	Technical Skills	Network	4	324,617	5.977%	44,933	5.625%	-0.352%	-5.883%
45	System Testing	Technical Skills	Software development	5	106,381	1.959%	16,702	2.091%	0.132%	6.753%
46	Systems Analysis	Technical Skills	Software development	8	419,090	7.716%	60,631	7.590%	-0.126%	-1.630%
47	Systems Design	Technical Skills	Software development	1	69,026	1.271%	10,173	1.274%	0.003%	0.210%
1233	Systems Evaluation	Technical Skills	Software development	1	1,018	0.019%	251	0.031%	0.013%	67.649%
1234	Systems integration	Technical Skills	Software development	8	299,149	5.508%	16,784	2.101%	-3.407%	-61.851%
75	TCP/IP	Technical Skills	Hardware	3	257,265	4.737%	26,919	3.370%	-1.367%	-28.854%
1235	Technology Design	Technical Skills	Software development	1	8,635	0.159%	1,069	0.134%	-0.025%	-15.824%
1236	Templates	Technical Skills	Software development	1	84,674	1.559%	14,334	1.794%	0.235%	15.104%
1239	Test implementation	Technical Skills	Software development	1	2,762	0.051%	870	0.109%	0.058%	114.176%
1302	Testing	Technical Skills	Software development	1	1,596,623	29.396%	264,468	33.108%	3.712%	12.628%
1435	Threat Intelligence	Technical Skills	Security	1	8,701	0.160%	4,182	0.524%	0.363%	226.805%
1561	ThreatConnect	Technical Skills	Security	1	295	0.005%	100	0.013%	0.007%	130.490%
1571	Traffic Analysis	Technical Skills	Security	1	5,836	0.107%	1,105	0.138%	0.031%	28.742%
1570	Traffic Capture	Technical Skills	Security	1	209	0.004%	22	0.003%	-0.001%	-28.427%
1297	Training software	Technical Skills	Business applications	3	6,015	0.111%	1,207	0.151%	0.040%	36.441%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,254	0.134%	716	0.090%	-0.044%	-32.887%
1360	Twitter	Technical Skills	Social Networking	1	75,665	1.393%	12,369	1.548%	0.155%	11.151%
1411	Unified Process	Technical Skills	Software development	1	11,152	0.205%	142	0.018%	-0.188%	-91.342%
123	UNIX operating systems	Technical Skills	Business applications	5	695,242	12.800%	46,651	5.840%	-6.960%	-54.375%
1298	UNIX Shells	Technical Skills	Business applications	4	152,253	2.803%	14,093	1.764%	-1.039%	-37.062%
1410	Use Case	Technical Skills	Software development	1	36,487	0.672%	4,472	0.560%	-0.112%	-16.663%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	239	0.004%	176	0.022%	0.018%	400.713%
1572	User Behavior Analytics	Technical Skills	Security	1	381	0.007%	226	0.028%	0.021%	303.327%
48	User-Interface Design	Technical Skills	Software development	2	332,323	6.118%	38,752	4.851%	-1.267%	-20.712%
836	Video creation and editing software	Technical Skills	Business applications	3	18,657	0.343%	2,556	0.320%	-0.024%	-6.848%
1574	Virtual Machine	Technical Skills	Security	1	28,818	0.531%	4,974	0.623%	0.092%	17.359%
840	Visual Color Discrimination	Technical Skills	Business applications	2	395	0.007%	290	0.036%	0.029%	399.201%
64	Visual Studio	Technical Skills	Software development	1	154,556	2.846%	13,803	1.728%	-1.118%	-39.276%
843	Voice dictation & recognition	Technical Skills	Business applications	2	8,031	0.148%	1,421	0.178%	0.030%	20.309%
77	Voice/Data Telecom	Technical Skills	Hardware	10	427,770	7.876%	43,482	5.443%	-2.432%	-30.885%
1575	Vulnerability Management	Technical Skills	Security	1	21,716	0.400%	7,235	0.906%	0.506%	126.534%
1583	Vulnerability Testing	Technical Skills	Security	1	5,252	0.097%	1,164	0.146%	0.049%	50.696%
1577	Web Application Firewall	Technical Skills	Security	1	4,060	0.075%	1,554	0.195%	0.120%	160.255%
1299	Web Application Server	Technical Skills	Business applications	8	198,562	3.656%	7,924	0.992%	-2.664%	-72.865%
1248	Web platform development software	Technical Skills	Software development	5	11,295	0.208%	144	0.018%	-0.190%	-91.331%
65	web programmer	Technical Skills	Software development	4	97,863	1.802%	4,521	0.566%	-1.236%	-68.588%
1579	Web proxy	Technical Skills	Security	1	2,169	0.040%	482	0.060%	0.020%	51.099%
58	Web servers	Technical Skills	Business applications	6	329,885	6.074%	26,578	3.327%	-2.746%	-45.218%
49	Web-based Application Development	Technical Skills	Software development	2	235,777	4.341%	19,305	2.417%	-1.924%	-44.327%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,557	0.434%	502	0.063%	-0.371%	-85.510%
1102	Wireless	Technical Skills	Network	5	205,840	3.790%	28,589	3.579%	-0.211%	-5.563%
1363	YouTube	Technical Skills	Social Networking	2	14,877	0.274%	5,156	0.645%	0.372%	135.652%
1524	Zero Trust	Technical Skills	Security	1	657	0.012%	482	0.060%	0.048%	398.834%
79	.NET	Programming Skills	Current	1	522,814	9.626%	38,287	4.793%	-4.833%	-50.206%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	180	0.003%	41	0.005%	0.002%	54.877%
209	A programming language (APL)	Programming Skills	Legacy	2	7,961	0.147%	1,529	0.191%	0.045%	30.591%
99	Ada	Programming Skills	Legacy	1	31,568	0.581%	12,503	1.565%	0.984%	169.303%
80	AJAX	Programming Skills	Current	1	245,676	4.523%	8,929	1.118%	-3.405%	-75.288%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	140	0.003%	20	0.003%	-0.000%	-2.865%
192	Apple AppleScript	Programming Skills	Current	1	725	0.013%	53	0.007%	-0.007%	-50.294%
81	ASP	Programming Skills	Current	2	329,480	6.066%	20,561	2.574%	-3.492%	-57.568%
108	Assembly	Programming Skills	Legacy	2	11,327	0.209%	722	0.090%	-0.118%	-56.659%
211	AWK	Programming Skills	Legacy	1	8,840	0.163%	475	0.059%	-0.103%	-63.464%
212	B	Programming Skills	Legacy	1	189,961	3.497%	129,068	16.158%	12.660%	361.986%
83	C#	Programming Skills	Current	2	530,963	9.776%	56,961	7.131%	-2.645%	-27.056%
82	C/C++	Programming Skills	Current	3	945,007	17.399%	241,083	30.180%	12.782%	73.463%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	388,880	7.160%	45,590	5.707%	-1.453%	-20.287%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,248	0.023%	81	0.010%	-0.013%	-55.869%
84	CGI	Programming Skills	Current	2	37,548	0.691%	3,477	0.435%	-0.256%	-37.036%
217	Clipper	Programming Skills	Legacy	1	772	0.014%	34	0.004%	-0.010%	-70.054%
218	CLU	Programming Skills	Legacy	1	451	0.008%	44	0.006%	-0.003%	-33.664%
100	Cobol	Programming Skills	Legacy	1	34,889	0.642%	2,637	0.330%	-0.312%	-48.608%
85	ColdFusion	Programming Skills	Current	2	26,976	0.497%	1,120	0.140%	-0.356%	-71.770%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	665	0.012%	96	0.012%	-0.000%	-1.842%
195	Component object model (COM)	Programming Skills	Current	1	583	0.011%	16	0.002%	-0.009%	-81.339%
125	Database programming	Programming Skills	Current	3	102,719	1.891%	5,968	0.747%	-1.144%	-60.495%
1501	DevOps	Programming Skills	Misc	1	77,130	1.420%	43,790	5.482%	4.062%	286.034%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,048	0.111%	119	0.015%	-0.096%	-86.621%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	25,291	0.466%	1,418	0.178%	-0.288%	-61.877%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	8,540	0.157%	938	0.117%	-0.040%	-25.317%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	42,732	0.787%	1,372	0.172%	-0.615%	-78.169%
109	Forth	Programming Skills	Legacy	1	24,280	0.447%	8,611	1.078%	0.631%	141.146%
102	Fortran	Programming Skills	Legacy	1	7,676	0.141%	1,204	0.151%	0.009%	6.651%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	845,606	15.569%	70,065	8.771%	-6.797%	-43.661%
222	J	Programming Skills	Legacy	1	21,383	0.394%	3,739	0.468%	0.074%	18.894%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,113,475	20.500%	125,746	15.742%	-4.759%	-23.213%
97	JavaScript	Programming Skills	Current	3	632,332	11.642%	82,184	10.288%	-1.354%	-11.628%
89	JavaServer Faces	Programming Skills	Current	3	36,823	0.678%	1,637	0.205%	-0.473%	-69.772%
88	JavaServer Pages	Programming Skills	Current	3	157,467	2.899%	5,958	0.746%	-2.153%	-74.273%
223	Job control language (JCL)	Programming Skills	Legacy	2	22,813	0.420%	1,799	0.225%	-0.195%	-46.380%
126	LAMP	Programming Skills	Current	1	44,835	0.825%	1,597	0.200%	-0.626%	-75.781%
104	Lisp	Programming Skills	Legacy	1	2,820	0.052%	218	0.027%	-0.025%	-47.437%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	4,190	0.077%	1,359	0.170%	0.093%	120.536%
201	Microsoft ActiveX	Programming Skills	Current	1	5,655	0.104%	71	0.009%	-0.095%	-91.463%
107	Pascal	Programming Skills	Legacy	1	2,076	0.038%	94	0.012%	-0.026%	-69.212%
90	Perl	Programming Skills	Current	1	316,777	5.832%	23,953	2.999%	-2.834%	-48.586%
91	PHP	Programming Skills	Current	1	191,457	3.525%	17,353	2.172%	-1.353%	-38.372%
103	PL/1	Programming Skills	Legacy	3	903	0.017%	200	0.025%	0.008%	50.597%
105	Prolog	Programming Skills	Legacy	1	1,862	0.034%	118	0.015%	-0.020%	-56.910%
95	Python	Programming Skills	Current	1	388,255	7.148%	119,102	14.910%	7.762%	108.582%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	54,662	1.006%	1,151	0.144%	-0.862%	-85.683%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	130,442	2.402%	19,360	2.424%	0.022%	0.917%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,115	0.039%	233	0.029%	-0.010%	-25.093%
206	Scripting languages	Programming Skills	Current	1	108,223	1.993%	18,733	2.345%	0.353%	17.696%
101	Smalltalk	Programming Skills	Legacy	1	1,116	0.021%	30	0.004%	-0.017%	-81.722%
92	SQL	Programming Skills	Current	3	1,465,149	26.975%	161,762	20.250%	-6.725%	-24.930%
110	TCL	Programming Skills	Legacy	1	19,804	0.365%	1,631	0.204%	-0.160%	-44.002%
98	Unified Modeling Language	Programming Skills	Current	2	120,368	2.216%	5,594	0.700%	-1.516%	-68.400%
93	Visual Basic	Programming Skills	Current	6	293,542	5.404%	19,650	2.460%	-2.945%	-54.484%
207	Web service definition language (WSDL)	Programming Skills	Current	2	33,306	0.613%	1,777	0.222%	-0.391%	-63.722%
94	XML	Programming Skills	Current	2	528,808	9.736%	30,686	3.841%	-5.895%	-60.544%
1342	Computer Science	Majors	Computer Science	2	3,664,770	67.473%	541,154	67.745%	0.272%	0.403%
1344	Information Technology	Majors	Information Technology	3	2,220,899	40.889%	315,562	39.504%	-1.385%	-3.388%
1343	Management Information Systems	Majors	Management Information Systems	9	1,415,584	26.063%	248,305	31.084%	5.022%	19.268%

mis Degrees

Management Information Systems	2021-02-11	Jobs Found:	1,589,588	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	7,143	0.449%	2,329	0.919%	0.470%	104.583%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,102	0.384%	1,220	0.482%	0.098%	25.449%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	11,215	0.706%	2,793	1.102%	0.397%	56.262%
231	Cooperation	Soft Skills	Interpersonal skills	1	16,979	1.068%	3,322	1.311%	0.243%	22.763%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	7,436	0.468%	1,878	0.741%	0.274%	58.466%
3	Creativity	Soft Skills	Problem-solving skills	4	49,324	3.103%	12,691	5.009%	1.907%	61.443%
4	Critical thinking	Soft Skills	Problem-solving skills	3	34,107	2.146%	12,092	4.773%	2.627%	122.452%
1300	Flexibility	Soft Skills	Work ethic	1	75,448	4.746%	17,466	6.894%	2.148%	45.253%
232	Independence	Soft Skills	Interpersonal skills	1	10,669	0.671%	3,199	1.263%	0.592%	88.136%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	220,679	13.883%	45,150	17.822%	3.939%	28.374%
256	Innovation	Soft Skills	Problem-solving skills	1	162,996	10.254%	40,373	15.936%	5.682%	55.416%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	212,497	13.368%	48,639	19.199%	5.831%	43.619%
1422	Internship	Soft Skills	Work ethic	3	30,416	1.913%	9,575	3.780%	1.866%	97.523%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,584	0.100%	551	0.217%	0.118%	118.262%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	143,197	9.008%	37,503	14.803%	5.795%	64.329%
10	Leadership	Soft Skills	Interpersonal skills	1	412,087	25.924%	79,563	31.406%	5.481%	21.144%
258	Learning	Soft Skills	Problem-solving skills	1	131,676	8.284%	40,047	15.808%	7.524%	90.829%
1	Learning Ability	Soft Skills	Problem-solving skills	3	30,565	1.923%	7,293	2.879%	0.956%	49.714%
236	Listening	Soft Skills	Language skills	1	32,048	2.016%	8,041	3.174%	1.158%	57.431%
260	Mathematics	Soft Skills	Problem-solving skills	3	96,077	6.044%	22,834	9.013%	2.969%	49.123%
261	Memorization	Soft Skills	Problem-solving skills	2	164	0.010%	40	0.016%	0.005%	53.037%
18	Negotiation Skills	Soft Skills	Language skills	1	19,289	1.213%	2,417	0.954%	-0.259%	-21.377%
262	Optimization	Soft Skills	Problem-solving skills	1	70,377	4.427%	14,503	5.725%	1.297%	29.303%
19	Oral Communications	Soft Skills	Language skills	5	28,880	1.817%	7,107	2.805%	0.988%	54.408%
273	Persistence	Soft Skills	Work ethic	1	5,541	0.349%	1,210	0.478%	0.129%	37.018%
239	Persuasion	Soft Skills	Language skills	1	3,764	0.237%	906	0.358%	0.121%	51.029%
1301	Physical Skill	Soft Skills	Work ethic	2	5,132	0.323%	2,401	0.948%	0.625%	193.553%
240	Presentations	Soft Skills	Language skills	1	97,081	6.107%	22,278	8.794%	2.686%	43.987%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	322,554	20.292%	65,626	25.904%	5.613%	27.660%
20	Questioning skills	Soft Skills	Language skills	1	431	0.027%	120	0.047%	0.020%	74.697%
241	Reading Comprehension	Soft Skills	Language skills	1	670	0.042%	224	0.088%	0.046%	109.775%
6	Research skills	Soft Skills	Problem-solving skills	1	3,135	0.197%	732	0.289%	0.092%	46.506%
15	Responsibility	Soft Skills	Work ethic	2	192,528	12.112%	39,949	15.769%	3.657%	30.195%
234	Self Control	Soft Skills	Interpersonal skills	1	417	0.026%	170	0.067%	0.041%	155.796%
11	Self-esteem	Soft Skills	Interpersonal skills	1	157	0.010%	91	0.036%	0.026%	263.683%
16	Self-management	Soft Skills	Work ethic	1	2,298	0.145%	690	0.272%	0.128%	88.400%
250	Stress Tolerance	Soft Skills	Physical skills	1	703	0.044%	363	0.143%	0.099%	223.990%
12	Teamwork	Soft Skills	Interpersonal skills	1	83,040	5.224%	16,157	6.378%	1.154%	22.083%
17	Time Management	Soft Skills	Work ethic	2	69,547	4.375%	15,722	6.206%	1.831%	41.844%
268	Visualization	Soft Skills	Problem-solving skills	1	21,967	1.382%	9,231	3.644%	2.262%	163.669%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,234	0.078%	476	0.188%	0.110%	142.032%
21	Written Communications	Soft Skills	Language skills	5	244,850	15.403%	46,292	18.273%	2.869%	18.628%
172	Account management	Business Skills	Management skills	1	27,165	1.709%	3,282	1.295%	-0.413%	-24.193%
22	Accounting	Business Skills	Business processes	4	205,000	12.896%	29,092	11.483%	-1.413%	-10.957%
1263	Accounting software	Business Skills	Business processes	8	10,217	0.643%	1,392	0.549%	-0.093%	-14.514%
174	Administration	Business Skills	Management skills	3	455,830	28.676%	78,691	31.061%	2.385%	8.319%
1313	Analyst	Business Skills	Project management	1	356,960	22.456%	55,734	22.000%	-0.456%	-2.033%
175	Application management	Business Skills	Management skills	5	124,193	7.813%	21,284	8.401%	0.588%	7.532%
150	Asset management	Business Skills	Business processes	1	33,753	2.123%	5,675	2.240%	0.117%	5.496%
151	Auditing	Business Skills	Business processes	5	146,723	9.230%	30,941	12.213%	2.983%	32.317%
1264	Auditing software	Business Skills	Business processes	1	196	0.012%	3	0.001%	-0.011%	-90.396%
152	Billing	Business Skills	Business processes	1	45,225	2.845%	8,093	3.195%	0.349%	12.282%
153	Bills of Lading	Business Skills	Business processes	1	91	0.006%	24	0.009%	0.004%	65.482%
1314	Business Analyst	Business Skills	Project management	1	110,552	6.955%	15,648	6.177%	-0.778%	-11.188%
35	Business Intelligence	Business Skills	Strategy skills	1	83,169	5.232%	12,551	4.954%	-0.278%	-5.311%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,572	0.602%	1,104	0.436%	-0.166%	-27.632%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	77,192	4.856%	1,583	0.625%	-4.231%	-87.133%
36	Business Strategy	Business Skills	Strategy skills	3	377,423	23.743%	77,318	30.519%	6.776%	28.538%
182	Calendar and scheduling	Business Skills	Project management	3	81,740	5.142%	16,425	6.483%	1.341%	26.082%
156	Capacity planning	Business Skills	Business processes	1	33,040	2.079%	3,511	1.386%	-0.693%	-33.324%
28	Change Management	Business Skills	Management skills	1	95,511	6.009%	17,997	7.104%	1.095%	18.230%
183	Content workflow	Business Skills	Project management	1	80	0.005%	7	0.003%	-0.002%	-45.098%
24	Contracting and legal	Business Skills	Business processes	2	117,137	7.369%	24,037	9.488%	2.119%	28.756%
176	Coordination	Business Skills	Management skills	1	106,933	6.727%	23,965	9.460%	2.733%	40.620%
157	Cost accounting	Business Skills	Business processes	1	4,036	0.254%	557	0.220%	-0.034%	-13.407%
158	Cost estimation	Business Skills	Business processes	1	1,601	0.101%	239	0.094%	-0.006%	-6.333%
1312	Customer Support	Business Skills	Business processes	6	343,685	21.621%	59,527	23.497%	1.876%	8.676%
1339	Education	Business Skills	Industry Segment	1	21,962	1.382%	6,972	2.752%	1.370%	99.189%
1333	Energy	Business Skills	Industry Segment	1	93,202	5.863%	15,175	5.990%	0.127%	2.161%
1340	Entertainment	Business Skills	Industry Segment	1	36,697	2.309%	2,852	1.126%	-1.183%	-51.236%
1319	Environmental	Business Skills	Environmental	16	60,418	3.801%	14,452	5.705%	1.904%	50.087%
1320	Environmental Strategy	Business Skills	Environmental	12	13,712	0.863%	7,257	2.865%	2.002%	232.076%
161	Financial	Business Skills	Business processes	2	497,097	31.272%	120,452	47.546%	16.274%	52.039%
1275	Financial Analysis software	Business Skills	Business processes	8	2,722	0.171%	471	0.186%	0.015%	8.571%
1332	Health Care	Business Skills	Industry Segment	2	270,931	17.044%	44,323	17.495%	0.451%	2.648%
1341	Hospitality	Business Skills	Industry Segment	4	124,164	7.811%	42,036	16.593%	8.782%	112.425%
177	Human resources	Business Skills	Management skills	2	113,388	7.133%	20,038	7.910%	0.776%	10.884%
1336	Insurance	Business Skills	Industry Segment	1	11,982	0.754%	1,596	0.630%	-0.124%	-16.423%
1316	Managing/Supervision	Business Skills	Management skills	6	978,709	61.570%	149,244	58.911%	-2.659%	-4.319%
1334	Manufacturing	Business Skills	Industry Segment	2	126,484	7.957%	14,577	5.754%	-2.203%	-27.688%
26	Marketing	Business Skills	Business processes	1	150,713	9.481%	20,214	7.979%	-1.502%	-15.845%
185	Monitoring	Business Skills	Project management	1	225,646	14.195%	49,570	19.567%	5.371%	37.839%
179	Negotiation	Business Skills	Management skills	1	70,691	4.447%	11,655	4.601%	0.153%	3.450%
163	Operation and Control	Business Skills	Business processes	3	1,899	0.119%	550	0.217%	0.098%	81.727%
29	Outsourcing Management	Business Skills	Management skills	3	38,047	2.394%	2,103	0.830%	-1.563%	-65.318%
167	Procurement	Business Skills	Business processes	1	52,738	3.318%	9,146	3.610%	0.292%	8.815%
1290	Project Management software	Business Skills	Project management	3	51,528	3.242%	5,284	2.086%	-1.156%	-35.657%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	359,574	22.621%	56,468	22.289%	-0.331%	-1.464%
168	Quality	Business Skills	Business processes	1	483,726	30.431%	97,983	38.676%	8.246%	27.096%
1337	Real Estate	Business Skills	Industry Segment	2	27,133	1.707%	2,698	1.065%	-0.642%	-37.609%
1335	Retail	Business Skills	Industry Segment	2	292,129	18.378%	33,881	13.374%	-5.004%	-27.228%
34	Risk Management	Business Skills	Project management	1	87,249	5.489%	24,328	9.603%	4.114%	74.955%
169	Service Orientation	Business Skills	Business processes	1	14,094	0.887%	2,550	1.007%	0.120%	13.524%
27	Supply Chain Management	Business Skills	Business processes	3	69,539	4.375%	9,588	3.785%	-0.590%	-13.487%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,587	0.414%	505	0.199%	-0.215%	-51.896%
178	Teaching	Business Skills	Management skills	7	80,295	5.051%	16,097	6.354%	1.303%	25.787%
190	Timekeeping	Business Skills	Project management	3	36,883	2.320%	6,603	2.606%	0.286%	12.330%
1296	Timekeeping software	Business Skills	Project management	1	2,876	0.181%	618	0.244%	0.063%	34.828%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,021	0.127%	248	0.098%	-0.029%	-23.004%
180	Troubleshooting	Business Skills	Management skills	1	215,699	13.569%	40,491	15.983%	2.413%	17.785%
181	Verification	Business Skills	Management skills	1	65,895	4.145%	15,370	6.067%	1.922%	46.353%
1338	Waste Management	Business Skills	Industry Segment	1	2,660	0.167%	153	0.060%	-0.107%	-63.910%
191	Workflow	Business Skills	Project management	1	86,368	5.433%	16,923	6.680%	1.247%	22.943%
31	Working Globally	Business Skills	Management skills	3	4,979	0.313%	225	0.089%	-0.224%	-71.646%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,017	0.190%	543	0.214%	0.025%	12.929%
51	4GL	Technical Skills	Software development	3	2,869	0.180%	245	0.097%	-0.084%	-46.418%
1510	Access Control	Technical Skills	Security	1	24,893	1.566%	5,128	2.024%	0.458%	29.256%
987	Access servers & software	Technical Skills	Network	10	56,997	3.586%	9,420	3.718%	0.133%	3.700%
38	Agile Development Methods	Technical Skills	Software development	13	78,605	4.945%	24,333	9.605%	4.660%	94.234%
304	Algorithmic software	Technical Skills	Business applications	1	39	0.002%	2	0.001%	-0.002%	-67.823%
1546	Alienvault	Technical Skills	Security	1	149	0.009%	74	0.029%	0.020%	211.621%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,201	0.076%	247	0.097%	0.022%	29.043%
1352	Android	Technical Skills	Mobile Platforms	3	12,768	0.803%	3,726	1.471%	0.668%	83.105%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	7,323	0.461%	1,240	0.489%	0.029%	6.246%
120	Apple operating systems	Technical Skills	Business applications	6	30,551	1.922%	6,495	2.564%	0.642%	33.393%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,579	0.099%	128	0.051%	-0.049%	-49.136%
1543	ArcSight	Technical Skills	Security	1	3,946	0.248%	574	0.227%	-0.022%	-8.728%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	18,902	1.189%	10,087	3.982%	2.792%	234.838%
1432	Attribute-Based Access Control	Technical Skills	Security	2	275	0.017%	79	0.031%	0.014%	80.250%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	19	0.001%	10	0.004%	0.003%	230.238%
1265	Backup & Recovery	Technical Skills	Technical applications	16	142,684	8.976%	21,419	8.455%	-0.522%	-5.810%
1386	Biometric	Technical Skills	Information mgmt	2	5,258	0.331%	775	0.306%	-0.025%	-7.517%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,441	0.720%	410	0.162%	-0.558%	-77.515%
336	Borland Delphi	Technical Skills	Business applications	1	1,905	0.120%	141	0.056%	-0.064%	-53.559%
337	Borland JBuilder	Technical Skills	Business applications	1	1,055	0.066%	0	0.000%	-0.066%	-100.000%
338	Borland Paradox	Technical Skills	Business applications	1	179	0.011%	22	0.009%	-0.003%	-22.883%
1436	Bring Your Own Devices	Technical Skills	Security	1	676	0.043%	326	0.129%	0.086%	202.588%
72	Business Continuity Planning	Technical Skills	Hardware	2	26,952	1.696%	4,976	1.964%	0.269%	15.843%
352	Cadence Opus	Technical Skills	Business applications	1	440	0.028%	28	0.011%	-0.017%	-60.071%
868	Calculators	Technical Skills	Hardware	1	2,552	0.161%	595	0.235%	0.074%	46.291%
39	CASE Tools	Technical Skills	Software development	1	103,711	6.524%	17,086	6.744%	0.220%	3.370%
367	Categorization or classification software	Technical Skills	Business applications	1	5,713	0.359%	777	0.307%	-0.053%	-14.663%
1469	CCPA	Technical Skills	Security	1	746	0.047%	734	0.290%	0.243%	517.359%
1478	Center for Internet Security	Technical Skills	Security	1	99,655	6.269%	22,710	8.964%	2.695%	42.988%
1441	Certificate management	Technical Skills	Security	1	1,073	0.068%	337	0.133%	0.066%	97.066%
112	Certification	Technical Skills	Misc	3	403,260	25.369%	87,843	34.674%	9.305%	36.679%
78	Cisco	Technical Skills	Hardware	1	98,558	6.200%	12,153	4.797%	-1.403%	-22.630%
1009	Cisco Systems IOS	Technical Skills	Network	1	18,328	1.153%	4,385	1.731%	0.578%	50.119%
40	Client-Server	Technical Skills	Software development	1	32,625	2.052%	2,198	0.868%	-1.185%	-57.727%
1437	Cloud Access Security Broker	Technical Skills	Security	1	437	0.027%	310	0.122%	0.095%	345.104%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,733	0.109%	278	0.110%	0.001%	0.653%
1445	Cloud Migration	Technical Skills	Security	1	980	0.062%	693	0.274%	0.212%	343.699%
1455	cloud security	Technical Skills	Security	1	4,262	0.268%	2,715	1.072%	0.804%	299.703%
1456	Cloud Security Posture Management	Technical Skills	Security	1	135	0.008%	86	0.034%	0.025%	299.710%
1486	Cloud Services	Technical Skills	Security	1	13,028	0.820%	6,772	2.673%	1.854%	226.152%
1011	Cluster server software	Technical Skills	Network	9	18,937	1.191%	2,726	1.076%	-0.115%	-9.678%
1147	CMAKE	Technical Skills	Software development	1	119	0.007%	57	0.022%	0.015%	200.544%
1151	Compatibility testing	Technical Skills	Software development	1	276	0.017%	68	0.027%	0.009%	54.590%
1152	Compilers	Technical Skills	Software development	5	14,723	0.926%	3,677	1.451%	0.525%	56.703%
1255	Compliance software	Technical Skills	Technical applications	4	18,980	1.194%	4,162	1.643%	0.449%	37.590%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	12,978	0.816%	2,289	0.904%	0.087%	10.667%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,160	0.136%	340	0.134%	-0.002%	-1.234%
875	Computer diagnostics	Technical Skills	Hardware	5	71,518	4.499%	14,578	5.754%	1.255%	27.898%
1107	Computer forensics	Technical Skills	Security	1	5,428	0.341%	903	0.356%	0.015%	4.383%
1266	Computer Hardware	Technical Skills	Hardware	15	46,842	2.947%	10,470	4.133%	1.186%	40.247%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,272	0.080%	90	0.036%	-0.044%	-55.605%
1015	Computer servers	Technical Skills	Network	6	144,759	9.107%	22,503	8.883%	-0.224%	-2.462%
1267	Computer Utilities	Technical Skills	Misc	2	421	0.026%	93	0.037%	0.010%	38.606%
1447	Configuration Management Database	Technical Skills	Security	1	4,965	0.312%	1,126	0.444%	0.132%	42.298%
1448	Container security	Technical Skills	Security	1	135	0.008%	121	0.048%	0.039%	462.383%
1449	Containers	Technical Skills	Security	1	14,229	0.895%	5,058	1.997%	1.101%	123.041%
59	Content Manager	Technical Skills	Business applications	1	2,855	0.180%	107	0.042%	-0.137%	-76.484%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,224	0.077%	478	0.189%	0.112%	145.035%
1396	Continuous Improvement	Technical Skills	Software development	1	43,115	2.712%	14,224	5.615%	2.902%	107.002%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	25,203	1.586%	11,730	4.630%	3.045%	192.029%
1453	Control Plane	Technical Skills	Security	1	115	0.007%	57	0.022%	0.015%	210.998%
878	Controllers	Technical Skills	Hardware	3	11,574	0.728%	1,631	0.644%	-0.084%	-11.580%
1454	Crown Jewels	Technical Skills	Security	1	48	0.003%	15	0.006%	0.003%	96.079%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,191	0.075%	294	0.116%	0.041%	54.888%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,697	0.421%	659	0.260%	-0.161%	-38.257%
53	Customer Relationship Management	Technical Skills	Business applications	9	119,257	7.502%	13,661	5.392%	-2.110%	-28.125%
1368	Cyber Security	Technical Skills	Information mgmt	3	63,670	4.005%	27,522	10.864%	6.858%	171.223%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,622	0.228%	2,259	0.892%	0.664%	291.335%
1492	Data Access Governance	Technical Skills	Security	1	291	0.018%	121	0.048%	0.029%	160.899%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,982	0.502%	1,385	0.547%	0.045%	8.873%
1434	Data classification	Technical Skills	Security	1	1,611	0.101%	452	0.178%	0.077%	76.045%
955	Data compression software	Technical Skills	Information mgmt	1	2,303	0.145%	286	0.113%	-0.032%	-22.079%
956	Data conversion software	Technical Skills	Information mgmt	1	9,607	0.604%	1,139	0.450%	-0.155%	-25.610%
958	Data dictionary	Technical Skills	Information mgmt	1	5,392	0.339%	642	0.253%	-0.086%	-25.292%
1495	Data discovery	Technical Skills	Security	1	1,388	0.087%	532	0.210%	0.123%	140.493%
959	Data entry	Technical Skills	Information mgmt	1	33,434	2.103%	3,176	1.254%	-0.850%	-40.396%
1502	Data Loss Prevention	Technical Skills	Security	1	7,343	0.462%	2,377	0.938%	0.476%	103.112%
962	Data mapping	Technical Skills	Information mgmt	1	10,325	0.650%	1,569	0.619%	-0.030%	-4.652%
67	Data Mining	Technical Skills	Information mgmt	5	26,108	1.642%	5,512	2.176%	0.533%	32.470%
963	Data modeling	Technical Skills	Information mgmt	1	55,093	3.466%	7,165	2.828%	-0.638%	-18.398%
1496	Data retention	Technical Skills	Security	1	1,635	0.103%	293	0.116%	0.013%	12.443%
1494	Data tagging	Technical Skills	Security	1	189	0.012%	84	0.033%	0.021%	178.868%
68	Data Warehousing	Technical Skills	Information mgmt	2	79,441	4.998%	9,773	3.858%	-1.140%	-22.809%
69	Database Administration	Technical Skills	Information mgmt	12	104,108	6.549%	12,385	4.889%	-1.661%	-25.356%
969	Database design software	Technical Skills	Information mgmt	16	77,229	4.858%	8,877	3.504%	-1.354%	-27.878%
1268	Database Reporting	Technical Skills	Information mgmt	3	28,597	1.799%	2,034	0.803%	-0.996%	-55.372%
1373	Database Security	Technical Skills	Information mgmt	1	478	0.030%	103	0.041%	0.011%	35.204%
1269	Database Security	Technical Skills	Information mgmt	2	128	0.008%	32	0.013%	0.005%	56.863%
1270	Database Servers	Technical Skills	Information mgmt	3	17,003	1.070%	697	0.275%	-0.795%	-74.279%
1271	Database Testing	Technical Skills	Information mgmt	1	1,332	0.084%	181	0.071%	-0.012%	-14.738%
1160	Debugging	Technical Skills	Software development	7	81,969	5.157%	15,378	6.070%	0.913%	17.715%
1385	Decryption	Technical Skills	Information mgmt	2	408	0.026%	115	0.045%	0.020%	76.855%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	4,907	0.309%	388	0.153%	-0.156%	-50.387%
418	Desktop publishing software	Technical Skills	Business applications	13	24,998	1.573%	8,050	3.178%	1.605%	102.056%
1272	Development Environment	Technical Skills	Software development	13	50,534	3.179%	11,478	4.531%	1.352%	42.516%
1498	Device Management	Technical Skills	Security	1	3,582	0.225%	1,116	0.441%	0.215%	95.488%
1273	Digital Imaging	Technical Skills	Hardware	1	1,257	0.079%	46	0.018%	-0.061%	-77.038%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,719	0.108%	339	0.134%	0.026%	23.738%
1446	Digital Transformation	Technical Skills	Security	1	6,798	0.428%	5,346	2.110%	1.683%	393.433%
1472	DISA	Technical Skills	Security	1	11,938	0.751%	3,989	1.575%	0.824%	109.659%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,606	0.290%	557	0.220%	-0.070%	-24.123%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,161	0.073%	418	0.165%	0.092%	125.904%
1504	DMZ	Technical Skills	Network	1	2,829	0.178%	358	0.141%	-0.037%	-20.598%
1451	Docker	Technical Skills	Security	1	9,369	0.589%	6,452	2.547%	1.957%	332.098%
1307	Doctor of Philosophy	Technical Skills	Misc	3	44,938	2.827%	8,913	3.518%	0.691%	24.449%
973	Document management software	Technical Skills	Information mgmt	4	19,114	1.202%	3,217	1.270%	0.067%	5.604%
1020	Domain name system (DNS)	Technical Skills	Network	3	48,611	3.058%	8,160	3.221%	0.163%	5.326%
61	Dreamweaver	Technical Skills	Software development	1	5,337	0.336%	213	0.084%	-0.252%	-74.958%
54	DSS/GDSS	Technical Skills	Business applications	5	24,694	1.553%	3,573	1.410%	-0.143%	-9.213%
425	Dynamic modeling software	Technical Skills	Business applications	1	40	0.003%	0	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	21,312	1.341%	1,949	0.769%	-0.571%	-42.619%
1308	Electronic Commerce	Technical Skills	Business applications	2	40,524	2.549%	4,625	1.826%	-0.724%	-28.389%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,451	0.972%	1,782	0.703%	-0.269%	-27.634%
1023	Electronic mail software	Technical Skills	Network	8	27,214	1.712%	4,142	1.635%	-0.077%	-4.501%
1384	Encryption	Technical Skills	Information mgmt	1	120	0.008%	60	0.024%	0.016%	213.726%
1507	Endpoint	Technical Skills	Security	1	8,229	0.518%	3,689	1.456%	0.938%	181.282%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	101,754	6.401%	13,685	5.402%	-0.999%	-15.613%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	115,723	7.280%	13,902	5.487%	-1.793%	-24.623%
1321	Environmental Certification	Technical Skills	Environmental	1	279	0.018%	129	0.051%	0.033%	190.112%
1328	Environmental Cleanup	Technical Skills	Environmental	3	153	0.010%	46	0.018%	0.009%	88.646%
1329	Environmental Energy	Technical Skills	Environmental	25	8,062	0.507%	1,479	0.584%	0.077%	15.108%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	5,060	0.318%	1,154	0.456%	0.137%	43.099%
1327	Environmental Pollution	Technical Skills	Environmental	24	6,705	0.422%	1,956	0.772%	0.350%	83.042%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	3,684	0.232%	951	0.375%	0.144%	61.973%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,214	0.076%	378	0.149%	0.073%	95.368%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	16,738	1.053%	1,248	0.493%	-0.560%	-53.217%
1331	Environmental Science	Technical Skills	Environmental	2	1,211	0.076%	39	0.015%	-0.061%	-79.793%
1322	Environmental Technology	Technical Skills	Environmental	2	513	0.032%	140	0.055%	0.023%	71.235%
1470	EPRI	Technical Skills	Security	1	54	0.003%	14	0.006%	0.002%	62.673%
1551	Exabeam	Technical Skills	Security	1	40	0.003%	21	0.008%	0.006%	229.413%
461	Expert system software	Technical Skills	Business applications	1	690	0.043%	245	0.097%	0.053%	122.791%
1359	Facebook	Technical Skills	Social Networking	1	140,075	8.812%	3,623	1.430%	-7.382%	-83.771%
463	Facilities management software	Technical Skills	Business applications	4	9,321	0.586%	1,560	0.616%	0.029%	5.013%
1476	FedRAMP	Technical Skills	Security	1	2,680	0.169%	1,641	0.648%	0.479%	284.198%
1467	FINRA	Technical Skills	Security	1	1,147	0.072%	334	0.132%	0.060%	82.711%
1556	FireEye	Technical Skills	Security	1	1,123	0.071%	394	0.156%	0.085%	120.139%
1464	FISMA	Technical Skills	Security	1	11,610	0.730%	2,962	1.169%	0.439%	60.079%
468	Flight control software	Technical Skills	Business applications	1	185	0.012%	30	0.012%	0.000%	1.749%
1508	Flow analysis	Technical Skills	Security	1	4,173	0.263%	678	0.268%	0.005%	1.944%
469	Flowchart software	Technical Skills	Business applications	5	5,107	0.321%	656	0.259%	-0.062%	-19.403%
1367	Forensic	Technical Skills	Information mgmt	2	23,992	1.509%	5,259	2.076%	0.567%	37.536%
1552	Fortinet	Technical Skills	Security	1	1,288	0.081%	479	0.189%	0.108%	133.346%
1112	Fraud Detection	Technical Skills	Security	1	12,349	0.777%	3,660	1.445%	0.668%	85.965%
63	FrontPage	Technical Skills	Software development	1	1,495	0.094%	19	0.007%	-0.087%	-92.026%
475	Fund accounting software	Technical Skills	Business applications	1	1,410	0.089%	177	0.070%	-0.019%	-21.235%
1260	Gaming	Technical Skills	Misc	2	20,888	1.314%	3,136	1.238%	-0.076%	-5.798%
1468	GDPR	Technical Skills	Security	1	2,320	0.146%	1,743	0.688%	0.542%	371.401%
113	Generic databases	Technical Skills	Information mgmt	2	229,161	14.416%	36,242	14.306%	-0.111%	-0.768%
1365	Google Apps	Technical Skills	Business applications	4	4,283	0.269%	686	0.271%	0.001%	0.498%
1364	Google Plus	Technical Skills	Social Networking	1	85	0.005%	15	0.006%	0.001%	10.727%
1512	Governance	Technical Skills	Security	1	73,894	4.649%	21,464	8.472%	3.824%	82.256%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	104,650	6.583%	19,706	7.778%	1.195%	18.152%
484	Graphic software	Technical Skills	Business applications	16	109,596	6.895%	15,676	6.188%	-0.707%	-10.253%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,127	0.952%	959	0.379%	-0.573%	-60.222%
1323	Green IT	Technical Skills	Environmental	9	3,210	0.202%	309	0.122%	-0.080%	-39.600%
893	Guidance systems	Technical Skills	Hardware	1	80	0.005%	26	0.010%	0.005%	103.922%
1371	Hacking	Technical Skills	Information mgmt	5	9,405	0.592%	2,732	1.078%	0.487%	82.265%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	129	0.008%	54	0.021%	0.013%	162.655%
1277	Hardware Design	Technical Skills	Hardware	21	7,813	0.492%	1,672	0.660%	0.168%	34.276%
1278	Hardware Testing	Technical Skills	Hardware	4	2,380	0.150%	689	0.272%	0.122%	81.645%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,568	0.099%	702	0.277%	0.178%	180.913%
492	Helpdesk or call center	Technical Skills	Business applications	2	83,893	5.278%	13,101	5.171%	-0.106%	-2.015%
1465	HIPAA	Technical Skills	Security	1	31,589	1.987%	7,663	3.025%	1.038%	52.210%
1473	HITRUST	Technical Skills	Security	1	2,399	0.151%	1,121	0.442%	0.292%	193.195%
1377	Homeland Security	Technical Skills	Information mgmt	1	59,301	3.731%	6,011	2.373%	-1.358%	-36.399%
1487	IaaS	Technical Skills	Security	1	5,436	0.342%	2,611	1.031%	0.689%	201.376%
114	IBM databases	Technical Skills	Information mgmt	2	39,729	2.499%	2,743	1.083%	-1.417%	-56.679%
121	IBM operating systems	Technical Skills	Business applications	4	28,659	1.803%	1,474	0.582%	-1.221%	-67.729%
1513	Identity Access Management	Technical Skills	Security	2	19,590	1.232%	6,742	2.661%	1.429%	115.941%
1511	Identity Governance and Administration	Technical Skills	Security	1	182	0.011%	114	0.045%	0.034%	293.020%
898	Image capture devices	Technical Skills	Hardware	9	10,243	0.644%	3,145	1.241%	0.597%	92.652%
524	Industrial control software	Technical Skills	Business applications	3	6,200	0.390%	1,641	0.648%	0.258%	66.072%
1485	Industrial Control Systems	Technical Skills	Security	1	3,510	0.221%	978	0.386%	0.165%	74.829%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	21,869	1.376%	3,872	1.528%	0.153%	11.093%
1375	Information Security	Technical Skills	Information mgmt	3	110,219	6.934%	27,710	10.938%	4.004%	57.747%
899	Infrared	Technical Skills	Hardware	1	1,103	0.069%	100	0.039%	-0.030%	-43.114%
1491	Infrastructure as Code	Technical Skills	Security	1	2,707	0.170%	1,896	0.748%	0.578%	339.472%
1180	Installation	Technical Skills	Software development	1	158,523	9.973%	26,367	10.408%	0.435%	4.364%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	345	0.022%	35	0.014%	-0.008%	-36.345%
536	Internet browser software	Technical Skills	Business applications	4	9,638	0.606%	997	0.394%	-0.213%	-35.093%
1483	Internet of Things	Technical Skills	Security	1	5,016	0.316%	3,355	1.324%	1.009%	319.678%
1578	Internet proxy	Technical Skills	Security	1	194	0.012%	18	0.007%	-0.005%	-41.783%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	25,441	1.600%	4,382	1.730%	0.129%	8.073%
541	Inventory management software	Technical Skills	Business applications	3	14,797	0.931%	3,240	1.279%	0.348%	37.389%
1463	ISO 22301	Technical Skills	Security	1	56	0.004%	41	0.016%	0.013%	359.385%
1459	ISO 27000	Technical Skills	Security	1	1,757	0.111%	544	0.215%	0.104%	94.271%
1460	ISO 27001	Technical Skills	Security	1	8,845	0.556%	3,023	1.193%	0.637%	114.448%
1461	ISO 27002	Technical Skills	Security	1	1,263	0.079%	344	0.136%	0.056%	70.898%
1414	ISO 9000	Technical Skills	Software development	1	3,000	0.189%	231	0.091%	-0.098%	-51.686%
73	IT Architecture/Standards	Technical Skills	Hardware	2	15,550	0.978%	3,270	1.291%	0.313%	31.947%
1515	IT Service Management	Technical Skills	Security	1	14,263	0.897%	4,267	1.684%	0.787%	87.712%
1481	ITIL	Technical Skills	Security	1	61,093	3.843%	13,231	5.223%	1.379%	35.888%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,201	0.076%	2	0.001%	-0.075%	-98.955%
1035	Kernel	Technical Skills	Network	1	3,565	0.224%	483	0.191%	-0.034%	-14.990%
1442	Key management	Technical Skills	Security	1	3,846	0.242%	1,043	0.412%	0.170%	70.159%
1450	Kubernetes	Technical Skills	Security	1	6,129	0.386%	4,881	1.927%	1.541%	399.689%
907	Lasers	Technical Skills	Hardware	1	228	0.014%	52	0.021%	0.006%	43.103%
1516	Least Privilege	Technical Skills	Security	1	728	0.046%	333	0.131%	0.086%	187.008%
1038	License management software	Technical Skills	Network	1	1,504	0.095%	287	0.113%	0.019%	19.733%
1361	LinkedIn	Technical Skills	Social Networking	1	12,730	0.801%	4,012	1.584%	0.783%	97.749%
1544	LogRhythm	Technical Skills	Security	1	673	0.042%	184	0.073%	0.030%	71.547%
908	Mainframe computers	Technical Skills	Hardware	2	41,943	2.639%	3,612	1.426%	-1.213%	-45.966%
124	Mainframe operating systems	Technical Skills	Business applications	8	19,191	1.207%	2,080	0.821%	-0.386%	-31.994%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	29,799	1.875%	4,070	1.607%	-0.268%	-14.301%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,350	0.903%	1,310	0.517%	-0.386%	-42.720%
1549	McAfee Enterprise Security	Technical Skills	Security	1	46	0.003%	15	0.006%	0.003%	104.604%
1281	Medical software	Technical Skills	Business applications	9	16,596	1.044%	3,515	1.387%	0.343%	32.893%
1452	Mesos	Technical Skills	Security	1	332	0.021%	143	0.056%	0.036%	170.258%
1517	Metadata analysis	Technical Skills	Security	1	137	0.009%	32	0.013%	0.004%	46.558%
1555	Micro Focus	Technical Skills	Security	1	1,316	0.083%	318	0.126%	0.043%	51.618%
1433	Micro-segmentation	Technical Skills	Security	1	176	0.011%	137	0.054%	0.043%	388.415%
115	Microsoft databases	Technical Skills	Information mgmt	5	210,395	13.236%	22,718	8.967%	-4.268%	-32.249%
119	Microsoft operating systems	Technical Skills	Business applications	4	293,928	18.491%	39,014	15.400%	-3.091%	-16.716%
1518	MITRE	Technical Skills	Security	1	2,675	0.168%	683	0.270%	0.101%	60.206%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,624	0.165%	586	0.231%	0.066%	40.125%
1581	Mobile security	Technical Skills	Security	2	1,062	0.067%	320	0.126%	0.060%	89.063%
1431	Multi-Factor Authentication	Technical Skills	Security	3	2,822	0.178%	1,348	0.532%	0.355%	199.719%
625	Multimedia	Technical Skills	Business applications	1	18,696	1.176%	1,099	0.434%	-0.742%	-63.117%
1362	MySpace	Technical Skills	Social Networking	1	1,965	0.124%	1	0.000%	-0.123%	-99.681%
1471	NERC	Technical Skills	Security	1	2,966	0.187%	629	0.248%	0.062%	33.064%
1548	NetWitness	Technical Skills	Security	1	444	0.028%	141	0.056%	0.028%	99.259%
1499	Network Access Control	Technical Skills	Security	2	4,783	0.301%	893	0.352%	0.052%	17.147%
74	Network administration	Technical Skills	Hardware	17	215,705	13.570%	85,919	33.915%	20.345%	149.925%
1282	Network Administration software	Technical Skills	Network	18	95,700	6.020%	17,094	6.747%	0.727%	12.076%
1519	Network discovery	Technical Skills	Security	1	356	0.022%	121	0.048%	0.025%	113.263%
1283	Network Hardware	Technical Skills	Network	11	58,325	3.669%	8,936	3.527%	-0.142%	-3.868%
1284	Network Monitoring software	Technical Skills	Network	15	41,773	2.628%	6,945	2.741%	0.113%	4.318%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,019	0.127%	272	0.107%	-0.020%	-15.470%
1122	Network security	Technical Skills	Security	1	60,971	3.836%	9,265	3.657%	-0.179%	-4.654%
1369	Network Security	Technical Skills	Information mgmt	1	8,510	0.535%	1,116	0.441%	-0.095%	-17.716%
1285	Network Security software	Technical Skills	Security	37	147,209	9.261%	30,687	12.113%	2.852%	30.798%
1503	Network Segmentation	Technical Skills	Network	1	837	0.053%	312	0.123%	0.070%	133.889%
1286	Network software	Technical Skills	Network	6	91,287	5.743%	68,519	27.046%	21.303%	370.959%
1287	Network Testing	Technical Skills	Network	11	20,434	1.285%	2,970	1.172%	-0.113%	-8.802%
1521	Next Generation Firewall	Technical Skills	Security	2	646	0.041%	341	0.135%	0.094%	231.209%
1458	NIST	Technical Skills	Security	1	33,750	2.123%	12,804	5.054%	2.931%	138.042%
1065	Novell network software	Technical Skills	Network	2	2,466	0.155%	55	0.022%	-0.133%	-86.006%
643	Oberon	Technical Skills	Business applications	1	173	0.011%	3	0.001%	-0.010%	-89.119%
1413	Object Oriented Design	Technical Skills	Software development	2	17,714	1.114%	1,112	0.439%	-0.675%	-60.612%
41	Object Oriented Programming	Technical Skills	Software development	5	101,010	6.354%	10,437	4.120%	-2.235%	-35.168%
1288	Office Applications	Technical Skills	Business applications	13	303,893	19.118%	57,272	22.607%	3.489%	18.250%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	16,759	1.054%	1,259	0.497%	-0.557%	-52.863%
116	Open-source databases	Technical Skills	Information mgmt	4	43,945	2.765%	8,145	3.215%	0.450%	16.295%
118	Open-source operating systems	Technical Skills	Business applications	8	160,263	10.082%	26,775	10.569%	0.487%	4.828%
56	Operating Systems	Technical Skills	Business applications	3	157,994	9.939%	26,369	10.409%	0.469%	4.721%
1482	Operational Technology	Technical Skills	Security	1	3,982	0.251%	1,036	0.409%	0.158%	63.245%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,213	0.076%	271	0.107%	0.031%	40.181%
117	Oracle databases	Technical Skills	Information mgmt	1	250,998	15.790%	24,227	9.563%	-6.227%	-39.437%
1529	Orchestration & Automation	Technical Skills	Security	1	210	0.013%	120	0.047%	0.034%	258.544%
1488	PaaS	Technical Skills	Security	1	5,976	0.376%	2,995	1.182%	0.806%	214.461%
1354	Palm OS	Technical Skills	Mobile Platforms	3	167	0.011%	2	0.001%	-0.010%	-92.486%
1522	Panorama	Technical Skills	Security	1	444	0.028%	153	0.060%	0.032%	116.217%
1466	Payment Card Industry	Technical Skills	Security	1	26,822	1.687%	6,671	2.633%	0.946%	56.056%
1376	Penetration Testing	Technical Skills	Information mgmt	5	77,792	4.894%	20,725	8.181%	3.287%	67.163%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,447	0.154%	972	0.384%	0.230%	149.237%
1528	Personally Identifiable Information	Technical Skills	Security	1	2,587	0.163%	1,080	0.426%	0.264%	161.944%
1289	Physical Tools	Technical Skills	Hardware	1	72	0.005%	28	0.011%	0.007%	144.009%
683	Point of sale (POS)	Technical Skills	Business applications	3	10,955	0.689%	2,824	1.115%	0.426%	61.746%
1525	Policy Decision Point	Technical Skills	Security	1	548	0.034%	107	0.042%	0.008%	22.514%
1526	Policy Enforcement Point	Technical Skills	Security	1	579	0.036%	136	0.054%	0.017%	47.381%
686	Polka	Technical Skills	Business applications	1	50	0.003%	37	0.015%	0.011%	364.315%
931	Printers	Technical Skills	Hardware	4	23,084	1.452%	6,860	2.708%	1.256%	86.464%
1430	Privileged Account Management	Technical Skills	Security	2	13,118	0.825%	766	0.302%	-0.523%	-63.361%
43	Programming	Technical Skills	Software development	1	318,932	20.064%	46,711	18.438%	-1.626%	-8.103%
700	Provisioning	Technical Skills	Business applications	1	25,340	1.594%	5,537	2.186%	0.591%	37.104%
1545	QRadar	Technical Skills	Security	1	1,279	0.080%	369	0.146%	0.065%	81.024%
1531	Quality of Service	Technical Skills	Security	1	11,027	0.694%	1,967	0.776%	0.083%	11.925%
1405	Rapid Application Development	Technical Skills	Software development	2	6,987	0.440%	383	0.151%	-0.288%	-65.606%
1553	Rapid7	Technical Skills	Security	1	667	0.042%	252	0.099%	0.058%	137.058%
1258	Rate Control	Technical Skills	Technical applications	1	14	0.001%	6	0.002%	0.001%	168.908%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	15,411	0.969%	418	0.165%	-0.805%	-82.981%
1077	Remote control software	Technical Skills	Network	2	2,031	0.128%	293	0.116%	-0.012%	-9.481%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	915	0.058%	66	0.026%	-0.032%	-54.741%
1379	Risk Analysis	Technical Skills	Information mgmt	1	16,477	1.037%	3,312	1.307%	0.271%	26.123%
1262	Robotics	Technical Skills	Hardware	3	7,353	0.463%	2,994	1.182%	0.719%	155.487%
1532	Role-Based Access Control	Technical Skills	Security	3	3,384	0.213%	805	0.318%	0.105%	49.261%
1318	RSA	Technical Skills	Security	1	8,943	0.563%	829	0.327%	-0.235%	-41.836%
1489	SaaS	Technical Skills	Security	1	20,714	1.303%	7,570	2.988%	1.685%	129.305%
1429	SASE	Technical Skills	Security	2	207	0.013%	104	0.041%	0.028%	215.242%
1533	SCCM	Technical Skills	Security	1	9,002	0.566%	2,904	1.146%	0.580%	102.413%
44	SDLC	Technical Skills	Software development	7	194,340	12.226%	28,449	11.230%	-0.996%	-8.149%
1500	SecOps	Technical Skills	Security	2	2,785	0.175%	2,421	0.956%	0.780%	445.444%
1537	Secure SDLC	Technical Skills	Security	1	11,864	0.746%	249	0.098%	-0.648%	-86.831%
1132	Secure shell (SSH)	Technical Skills	Security	1	82	0.005%	27	0.011%	0.005%	106.600%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,902	1.063%	2,715	1.072%	0.008%	0.789%
1569	Secure Web Gateway	Technical Skills	Security	1	1,149	0.072%	23	0.009%	-0.063%	-87.440%
76	Security	Technical Skills	Hardware	4	981,065	61.718%	117,103	46.224%	-15.495%	-25.105%
1382	Security Audit	Technical Skills	Information mgmt	1	2,800	0.176%	582	0.230%	0.054%	30.420%
1315	Security Clearance	Technical Skills	Misc	2	179,214	11.274%	33,783	13.335%	2.061%	18.279%
1477	Security Frameworks	Technical Skills	Security	1	6,045	0.380%	2,368	0.935%	0.554%	145.791%
1540	Security Information and Event Management	Technical Skills	Security	1	10,875	0.684%	4,016	1.585%	0.901%	131.710%
1584	Security Information Management	Technical Skills	Security	1	3,617	0.228%	289	0.114%	-0.113%	-49.866%
1567	Security Operations Center	Technical Skills	Security	1	12,250	0.771%	5,206	2.055%	1.284%	166.654%
1381	Security Plan	Technical Skills	Information mgmt	1	3,623	0.228%	1,192	0.471%	0.243%	106.438%
1380	Security Policy	Technical Skills	Information mgmt	2	49,146	3.092%	11,547	4.558%	1.466%	47.422%
1457	Security Standards	Technical Skills	Security	1	22,816	1.435%	6,042	2.385%	0.950%	66.158%
1135	Security testing software	Technical Skills	Security	1	6,653	0.419%	1,664	0.657%	0.238%	56.934%
1550	Securonix	Technical Skills	Security	1	77	0.005%	44	0.017%	0.013%	258.544%
1538	Segmentation	Technical Skills	Security	1	6,617	0.416%	1,691	0.667%	0.251%	60.348%
60	Sharepoint Server	Technical Skills	Business applications	1	5,655	0.356%	240	0.095%	-0.261%	-73.371%
1084	Signal generators	Technical Skills	Network	1	231	0.015%	44	0.017%	0.003%	19.515%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,356	0.651%	943	0.372%	-0.279%	-42.865%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	38,014	2.391%	6,069	2.396%	0.004%	0.174%
1220	Simulation software	Technical Skills	Software development	5	21,489	1.352%	3,416	1.348%	-0.003%	-0.257%
1568	Single Sign-On	Technical Skills	Security	3	11,955	0.752%	2,745	1.084%	0.331%	44.070%
1558	SOAR	Technical Skills	Security	1	935	0.059%	320	0.126%	0.067%	114.743%
1475	SOC 2	Technical Skills	Security	1	2,694	0.169%	1,538	0.607%	0.438%	258.212%
1366	Social Network	Technical Skills	Social Networking	1	2,247	0.141%	648	0.256%	0.114%	80.948%
1358	Social Networking	Technical Skills	Social Networking	1	8,558	0.538%	226	0.089%	-0.449%	-83.430%
1534	Software Defined Network	Technical Skills	Security	2	1,164	0.073%	572	0.226%	0.153%	208.336%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	712	0.045%	553	0.218%	0.173%	387.333%
42	Software Development	Technical Skills	Software development	2	292,421	18.396%	41,720	16.468%	-1.928%	-10.481%
1291	Software Development software	Technical Skills	Software development	3	2,622	0.165%	116	0.046%	-0.119%	-72.241%
1309	Software Engineering	Technical Skills	Software development	1	135,753	8.540%	20,600	8.131%	-0.409%	-4.786%
1292	Software Installation	Technical Skills	Software development	4	192,921	12.137%	36,077	14.241%	2.104%	17.336%
1223	Software libraries	Technical Skills	Software development	1	318	0.020%	53	0.021%	0.001%	4.575%
1293	Software Maintenance	Technical Skills	Software development	1	7,840	0.493%	865	0.341%	-0.152%	-30.772%
1294	Software Testing	Technical Skills	Software development	14	162,235	10.206%	29,402	11.606%	1.400%	13.714%
1225	Source code management (SCM)	Technical Skills	Software development	5	41,141	2.588%	7,096	2.801%	0.213%	8.223%
1541	Splunk	Technical Skills	Security	1	9,195	0.578%	4,452	1.757%	1.179%	203.798%
1229	Static analysis software	Technical Skills	Software development	1	557	0.035%	203	0.080%	0.045%	128.677%
772	Statistical analysis software	Technical Skills	Business applications	26	130,531	8.212%	28,983	11.440%	3.229%	39.319%
774	Statistical software	Technical Skills	Business applications	1	66,286	4.170%	16,241	6.411%	2.241%	53.735%
1230	Stress testing software	Technical Skills	Software development	1	3,244	0.204%	586	0.231%	0.027%	13.344%
1547	sumo logic	Technical Skills	Security	1	308	0.019%	152	0.060%	0.041%	209.652%
122	Sun operating systems	Technical Skills	Business applications	3	57,573	3.622%	2,485	0.981%	-2.641%	-72.918%
939	Surveillance systems	Technical Skills	Hardware	5	16,185	1.018%	4,363	1.722%	0.704%	69.143%
1564	Swimlane	Technical Skills	Security	1	41	0.003%	16	0.006%	0.004%	144.859%
791	Symantec software	Technical Skills	Business applications	1	11,138	0.701%	922	0.364%	-0.337%	-48.060%
1355	Symbian	Technical Skills	Mobile Platforms	1	35	0.002%	0	0.000%	-0.002%	-100.000%
1310	System Administration	Technical Skills	Network	4	121,503	7.644%	18,707	7.384%	-0.260%	-3.395%
45	System Testing	Technical Skills	Software development	5	35,676	2.244%	5,928	2.340%	0.096%	4.259%
46	Systems Analysis	Technical Skills	Software development	8	176,047	11.075%	26,427	10.431%	-0.644%	-5.811%
47	Systems Design	Technical Skills	Software development	1	27,344	1.720%	4,163	1.643%	-0.077%	-4.473%
1233	Systems Evaluation	Technical Skills	Software development	1	395	0.025%	120	0.047%	0.023%	90.618%
1234	Systems integration	Technical Skills	Software development	8	151,240	9.514%	6,861	2.708%	-6.806%	-71.536%
75	TCP/IP	Technical Skills	Hardware	3	66,950	4.212%	8,583	3.388%	-0.824%	-19.561%
1235	Technology Design	Technical Skills	Software development	1	4,988	0.314%	354	0.140%	-0.174%	-55.469%
1236	Templates	Technical Skills	Software development	1	27,640	1.739%	5,252	2.073%	0.334%	19.225%
1239	Test implementation	Technical Skills	Software development	1	761	0.048%	231	0.091%	0.043%	90.462%
1302	Testing	Technical Skills	Software development	1	507,631	31.935%	87,383	34.492%	2.558%	8.009%
1435	Threat Intelligence	Technical Skills	Security	1	3,607	0.227%	1,767	0.697%	0.471%	207.377%
1561	ThreatConnect	Technical Skills	Security	1	63	0.004%	25	0.010%	0.006%	148.989%
1571	Traffic Analysis	Technical Skills	Security	1	1,994	0.125%	421	0.166%	0.041%	32.476%
1570	Traffic Capture	Technical Skills	Security	1	56	0.004%	10	0.004%	0.000%	12.045%
1297	Training software	Technical Skills	Business applications	3	2,259	0.142%	532	0.210%	0.068%	47.767%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,040	0.128%	168	0.066%	-0.062%	-48.327%
1360	Twitter	Technical Skills	Social Networking	1	20,342	1.280%	3,880	1.532%	0.252%	19.679%
1411	Unified Process	Technical Skills	Software development	1	3,887	0.245%	44	0.017%	-0.227%	-92.897%
123	UNIX operating systems	Technical Skills	Business applications	5	174,052	10.950%	15,033	5.934%	-5.016%	-45.806%
1298	UNIX Shells	Technical Skills	Business applications	4	40,590	2.553%	4,160	1.642%	-0.911%	-35.693%
1410	Use Case	Technical Skills	Software development	1	13,468	0.847%	1,445	0.570%	-0.277%	-32.680%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	90	0.006%	77	0.030%	0.025%	436.820%
1572	User Behavior Analytics	Technical Skills	Security	1	155	0.010%	88	0.035%	0.025%	256.231%
48	User-Interface Design	Technical Skills	Software development	2	61,610	3.876%	9,169	3.619%	-0.257%	-6.620%
836	Video creation and editing software	Technical Skills	Business applications	3	2,839	0.179%	458	0.181%	0.002%	1.223%
1574	Virtual Machine	Technical Skills	Security	1	9,447	0.594%	1,737	0.686%	0.091%	15.368%
840	Visual Color Discrimination	Technical Skills	Business applications	2	123	0.008%	72	0.028%	0.021%	267.289%
64	Visual Studio	Technical Skills	Software development	1	43,278	2.723%	4,497	1.775%	-0.948%	-34.802%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,739	0.109%	284	0.112%	0.003%	2.471%
77	Voice/Data Telecom	Technical Skills	Hardware	10	136,509	8.588%	16,792	6.628%	-1.959%	-22.817%
1575	Vulnerability Management	Technical Skills	Security	1	12,137	0.764%	4,148	1.637%	0.874%	114.441%
1583	Vulnerability Testing	Technical Skills	Security	1	2,401	0.151%	605	0.239%	0.088%	58.104%
1577	Web Application Firewall	Technical Skills	Security	1	1,600	0.101%	665	0.262%	0.162%	160.785%
1299	Web Application Server	Technical Skills	Business applications	8	64,354	4.048%	2,974	1.174%	-2.875%	-71.003%
1248	Web platform development software	Technical Skills	Software development	5	2,460	0.155%	42	0.017%	-0.138%	-89.287%
65	web programmer	Technical Skills	Software development	4	24,675	1.552%	1,518	0.599%	-0.953%	-61.399%
1579	Web proxy	Technical Skills	Security	1	830	0.052%	247	0.097%	0.045%	86.724%
58	Web servers	Technical Skills	Business applications	6	91,278	5.742%	8,636	3.409%	-2.333%	-40.635%
49	Web-based Application Development	Technical Skills	Software development	2	60,336	3.796%	5,608	2.214%	-1.582%	-41.681%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,460	0.155%	167	0.066%	-0.089%	-57.405%
1102	Wireless	Technical Skills	Network	5	57,668	3.628%	8,901	3.513%	-0.114%	-3.153%
1363	YouTube	Technical Skills	Social Networking	2	2,512	0.158%	1,076	0.425%	0.267%	168.765%
1524	Zero Trust	Technical Skills	Security	1	197	0.012%	145	0.057%	0.045%	361.830%
79	.NET	Programming Skills	Current	1	135,982	8.555%	12,311	4.859%	-3.695%	-43.194%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	8	0.001%	4	0.002%	0.001%	213.726%
209	A programming language (APL)	Programming Skills	Legacy	2	2,213	0.139%	497	0.196%	0.057%	40.915%
99	Ada	Programming Skills	Legacy	1	13,243	0.833%	5,489	2.167%	1.334%	160.068%
80	AJAX	Programming Skills	Current	1	48,021	3.021%	2,744	1.083%	-1.938%	-64.146%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	44	0.003%	13	0.005%	0.002%	85.384%
192	Apple AppleScript	Programming Skills	Current	1	92	0.006%	16	0.006%	0.001%	9.122%
81	ASP	Programming Skills	Current	2	94,696	5.957%	7,594	2.998%	-2.960%	-49.682%
108	Assembly	Programming Skills	Legacy	2	1,395	0.088%	131	0.052%	-0.036%	-41.078%
211	AWK	Programming Skills	Legacy	1	1,967	0.124%	107	0.042%	-0.082%	-65.868%
212	B	Programming Skills	Legacy	1	67,138	4.224%	50,401	19.895%	15.671%	371.033%
83	C#	Programming Skills	Current	2	114,151	7.181%	14,643	5.780%	-1.401%	-19.512%
82	C/C++	Programming Skills	Current	3	191,322	12.036%	74,223	29.298%	17.262%	143.419%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	74,718	4.700%	11,401	4.500%	-0.200%	-4.259%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	468	0.029%	40	0.016%	-0.014%	-46.372%
84	CGI	Programming Skills	Current	2	10,334	0.650%	1,388	0.548%	-0.102%	-15.724%
217	Clipper	Programming Skills	Legacy	1	250	0.016%	13	0.005%	-0.011%	-67.372%
218	CLU	Programming Skills	Legacy	1	189	0.012%	22	0.009%	-0.003%	-26.963%
100	Cobol	Programming Skills	Legacy	1	15,621	0.983%	1,300	0.513%	-0.470%	-47.783%
85	ColdFusion	Programming Skills	Current	2	9,342	0.588%	486	0.192%	-0.396%	-67.358%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	349	0.022%	18	0.007%	-0.015%	-67.639%
195	Component object model (COM)	Programming Skills	Current	1	175	0.011%	5	0.002%	-0.009%	-82.073%
125	Database programming	Programming Skills	Current	3	25,147	1.582%	2,267	0.895%	-0.687%	-43.435%
1501	DevOps	Programming Skills	Misc	1	20,545	1.292%	13,503	5.330%	4.038%	312.387%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,689	0.106%	41	0.016%	-0.090%	-84.769%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,807	0.239%	271	0.107%	-0.133%	-55.335%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,137	0.134%	211	0.083%	-0.051%	-38.048%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,450	0.657%	558	0.220%	-0.437%	-66.496%
109	Forth	Programming Skills	Legacy	1	10,143	0.638%	3,592	1.418%	0.780%	122.203%
102	Fortran	Programming Skills	Legacy	1	1,675	0.105%	148	0.058%	-0.047%	-44.559%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	214,746	13.510%	19,137	7.554%	-5.956%	-44.085%
222	J	Programming Skills	Legacy	1	6,203	0.390%	1,180	0.466%	0.076%	19.361%
87	Java/J2EE/J2P	Programming Skills	Current	4	237,283	14.927%	29,910	11.806%	-3.121%	-20.908%
97	JavaScript	Programming Skills	Current	3	130,671	8.220%	21,269	8.395%	0.175%	2.129%
89	JavaServer Faces	Programming Skills	Current	3	9,388	0.591%	521	0.206%	-0.385%	-65.179%
88	JavaServer Pages	Programming Skills	Current	3	36,067	2.269%	2,245	0.886%	-1.383%	-60.944%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,486	0.534%	763	0.301%	-0.233%	-43.584%
126	LAMP	Programming Skills	Current	1	4,992	0.314%	416	0.164%	-0.150%	-47.712%
104	Lisp	Programming Skills	Legacy	1	206	0.013%	34	0.013%	0.000%	3.560%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	840	0.053%	363	0.143%	0.090%	171.149%
201	Microsoft ActiveX	Programming Skills	Current	1	1,419	0.089%	11	0.004%	-0.085%	-95.136%
107	Pascal	Programming Skills	Legacy	1	763	0.048%	17	0.007%	-0.041%	-86.020%
90	Perl	Programming Skills	Current	1	59,632	3.751%	5,991	2.365%	-1.387%	-36.962%
91	PHP	Programming Skills	Current	1	31,658	1.992%	4,818	1.902%	-0.090%	-4.509%
103	PL/1	Programming Skills	Legacy	3	343	0.022%	95	0.037%	0.016%	73.784%
105	Prolog	Programming Skills	Legacy	1	246	0.015%	44	0.017%	0.002%	12.227%
95	Python	Programming Skills	Current	1	59,326	3.732%	25,149	9.927%	6.195%	165.985%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,811	0.932%	50	0.020%	-0.912%	-97.882%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	17,174	1.080%	4,338	1.712%	0.632%	58.489%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	301	0.019%	28	0.011%	-0.008%	-41.632%
206	Scripting languages	Programming Skills	Current	1	21,532	1.355%	4,995	1.972%	0.617%	45.557%
101	Smalltalk	Programming Skills	Legacy	1	293	0.018%	3	0.001%	-0.017%	-93.576%
92	SQL	Programming Skills	Current	3	426,492	26.830%	56,421	22.271%	-4.559%	-16.994%
110	TCL	Programming Skills	Legacy	1	2,511	0.158%	154	0.061%	-0.097%	-61.518%
98	Unified Modeling Language	Programming Skills	Current	2	31,453	1.979%	1,526	0.602%	-1.376%	-69.558%
93	Visual Basic	Programming Skills	Current	6	103,788	6.529%	7,924	3.128%	-3.401%	-52.095%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,632	0.543%	683	0.270%	-0.273%	-50.353%
94	XML	Programming Skills	Current	2	130,551	8.213%	10,287	4.061%	-4.152%	-50.559%
1342	Computer Science	Majors	Computer Science	2	987,531	62.125%	159,930	63.129%	1.004%	1.616%
1344	Information Technology	Majors	Information Technology	3	618,019	38.879%	99,591	39.311%	0.432%	1.111%
1343	Management Information Systems	Majors	Management Information Systems	9	1,415,305	89.036%	248,305	98.013%	8.977%	10.082%

cs Degrees

Computer Science	2021-02-11	Jobs Found:	3,774,111	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	14,219	0.377%	4,093	0.747%	0.370%	98.145%
2	Attention to Details	Soft Skills	Problem-solving skills	2	15,025	0.398%	2,679	0.489%	0.091%	22.735%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	20,478	0.543%	4,090	0.746%	0.203%	37.482%
231	Cooperation	Soft Skills	Interpersonal skills	1	29,858	0.791%	5,283	0.964%	0.172%	21.796%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	19,952	0.529%	4,677	0.853%	0.324%	61.359%
3	Creativity	Soft Skills	Problem-solving skills	4	134,480	3.563%	30,603	5.582%	2.018%	56.645%
4	Critical thinking	Soft Skills	Problem-solving skills	3	62,916	1.667%	19,591	3.573%	1.906%	114.342%
1300	Flexibility	Soft Skills	Work ethic	1	134,534	3.565%	33,272	6.068%	2.504%	70.239%
232	Independence	Soft Skills	Interpersonal skills	1	20,294	0.538%	4,879	0.890%	0.352%	65.491%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	474,353	12.569%	87,065	15.880%	3.311%	26.344%
256	Innovation	Soft Skills	Problem-solving skills	1	336,916	8.927%	98,833	18.026%	9.099%	101.926%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	342,823	9.084%	76,618	13.974%	4.891%	53.841%
1422	Internship	Soft Skills	Work ethic	3	77,573	2.055%	29,039	5.296%	3.241%	157.681%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,576	0.068%	933	0.170%	0.102%	149.314%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	267,196	7.080%	61,073	11.139%	4.059%	57.337%
10	Leadership	Soft Skills	Interpersonal skills	1	769,567	20.391%	146,197	26.665%	6.274%	30.769%
258	Learning	Soft Skills	Problem-solving skills	1	348,232	9.227%	110,503	20.154%	10.928%	118.432%
1	Learning Ability	Soft Skills	Problem-solving skills	3	76,514	2.027%	15,928	2.905%	0.878%	43.295%
236	Listening	Soft Skills	Language skills	1	60,050	1.591%	12,827	2.339%	0.748%	47.036%
260	Mathematics	Soft Skills	Problem-solving skills	3	290,809	7.705%	73,347	13.378%	5.672%	73.614%
261	Memorization	Soft Skills	Problem-solving skills	2	193	0.005%	53	0.010%	0.005%	89.030%
18	Negotiation Skills	Soft Skills	Language skills	1	27,664	0.733%	3,645	0.665%	-0.068%	-9.303%
262	Optimization	Soft Skills	Problem-solving skills	1	211,246	5.597%	38,018	6.934%	1.337%	23.883%
19	Oral Communications	Soft Skills	Language skills	5	59,309	1.571%	11,024	2.011%	0.439%	27.947%
273	Persistence	Soft Skills	Work ethic	1	16,840	0.446%	2,866	0.523%	0.077%	17.151%
239	Persuasion	Soft Skills	Language skills	1	5,623	0.149%	1,305	0.238%	0.089%	59.755%
1301	Physical Skill	Soft Skills	Work ethic	2	6,784	0.180%	3,076	0.561%	0.381%	212.113%
240	Presentations	Soft Skills	Language skills	1	171,336	4.540%	34,837	6.354%	1.814%	39.960%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	751,821	19.920%	131,281	23.944%	4.024%	20.198%
20	Questioning skills	Soft Skills	Language skills	1	1,288	0.034%	305	0.056%	0.022%	63.003%
241	Reading Comprehension	Soft Skills	Language skills	1	939	0.025%	262	0.048%	0.023%	92.065%
6	Research skills	Soft Skills	Problem-solving skills	1	6,463	0.171%	1,275	0.233%	0.061%	35.796%
15	Responsibility	Soft Skills	Work ethic	2	353,251	9.360%	66,274	12.088%	2.728%	29.143%
234	Self Control	Soft Skills	Interpersonal skills	1	512	0.014%	163	0.030%	0.016%	119.144%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,071	0.028%	547	0.100%	0.071%	251.568%
16	Self-management	Soft Skills	Work ethic	1	5,174	0.137%	1,310	0.239%	0.102%	74.284%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,095	0.029%	559	0.102%	0.073%	251.406%
12	Teamwork	Soft Skills	Interpersonal skills	1	163,797	4.340%	31,401	5.727%	1.387%	31.962%
17	Time Management	Soft Skills	Work ethic	2	135,240	3.583%	26,386	4.812%	1.229%	34.301%
268	Visualization	Soft Skills	Problem-solving skills	1	72,049	1.909%	26,206	4.780%	2.871%	150.371%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,570	0.068%	803	0.146%	0.078%	115.077%
21	Written Communications	Soft Skills	Language skills	5	576,904	15.286%	94,846	17.299%	2.013%	13.169%
172	Account management	Business Skills	Management skills	1	32,573	0.863%	5,636	1.028%	0.165%	19.104%
22	Accounting	Business Skills	Business processes	4	205,037	5.433%	26,000	4.742%	-0.691%	-12.712%
1263	Accounting software	Business Skills	Business processes	8	25,502	0.676%	4,656	0.849%	0.173%	25.675%
174	Administration	Business Skills	Management skills	3	762,648	20.207%	112,409	20.502%	0.295%	1.458%
1313	Analyst	Business Skills	Project management	1	550,284	14.580%	80,259	14.638%	0.058%	0.396%
175	Application management	Business Skills	Management skills	5	277,531	7.354%	43,455	7.926%	0.572%	7.780%
150	Asset management	Business Skills	Business processes	1	47,602	1.261%	8,962	1.635%	0.373%	29.596%
151	Auditing	Business Skills	Business processes	5	161,639	4.283%	30,123	5.494%	1.211%	28.281%
1264	Auditing software	Business Skills	Business processes	1	99	0.003%	2	0.000%	-0.002%	-86.094%
152	Billing	Business Skills	Business processes	1	55,352	1.467%	8,178	1.492%	0.025%	1.701%
153	Bills of Lading	Business Skills	Business processes	1	150	0.004%	101	0.018%	0.014%	363.491%
1314	Business Analyst	Business Skills	Project management	1	180,407	4.780%	20,493	3.738%	-1.042%	-21.808%
35	Business Intelligence	Business Skills	Strategy skills	1	159,658	4.230%	21,813	3.978%	-0.252%	-5.955%
155	Business performance management (BPM)	Business Skills	Business processes	2	20,714	0.549%	1,493	0.272%	-0.277%	-50.386%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	33,818	0.896%	1,689	0.308%	-0.588%	-65.621%
36	Business Strategy	Business Skills	Strategy skills	3	677,136	17.942%	141,354	25.781%	7.840%	43.696%
182	Calendar and scheduling	Business Skills	Project management	3	138,220	3.662%	22,070	4.025%	0.363%	9.911%
156	Capacity planning	Business Skills	Business processes	1	77,634	2.057%	7,758	1.415%	-0.642%	-31.213%
28	Change Management	Business Skills	Management skills	1	142,761	3.783%	24,127	4.400%	0.618%	16.334%
183	Content workflow	Business Skills	Project management	1	134	0.004%	13	0.002%	-0.001%	-33.219%
24	Contracting and legal	Business Skills	Business processes	2	166,640	4.415%	41,971	7.655%	3.240%	73.373%
176	Coordination	Business Skills	Management skills	1	167,176	4.430%	33,938	6.190%	1.760%	39.741%
157	Cost accounting	Business Skills	Business processes	1	2,537	0.067%	447	0.082%	0.014%	21.283%
158	Cost estimation	Business Skills	Business processes	1	2,961	0.078%	512	0.093%	0.015%	19.026%
1312	Customer Support	Business Skills	Business processes	6	691,526	18.323%	105,972	19.328%	1.005%	5.486%
1339	Education	Business Skills	Industry Segment	1	35,803	0.949%	10,135	1.849%	0.900%	94.857%
1333	Energy	Business Skills	Industry Segment	1	184,337	4.884%	34,099	6.219%	1.335%	27.333%
1340	Entertainment	Business Skills	Industry Segment	1	77,934	2.065%	11,973	2.184%	0.119%	5.752%
1319	Environmental	Business Skills	Environmental	16	90,942	2.410%	28,038	5.114%	2.704%	112.224%
1320	Environmental Strategy	Business Skills	Environmental	12	52,836	1.400%	22,469	4.098%	2.698%	192.729%
161	Financial	Business Skills	Business processes	2	790,102	20.935%	212,031	38.672%	17.737%	84.726%
1275	Financial Analysis software	Business Skills	Business processes	8	2,736	0.072%	430	0.078%	0.006%	8.184%
1332	Health Care	Business Skills	Industry Segment	2	412,868	10.939%	72,832	13.284%	2.344%	21.429%
1341	Hospitality	Business Skills	Industry Segment	4	204,464	5.418%	82,663	15.077%	9.659%	178.295%
177	Human resources	Business Skills	Management skills	2	125,048	3.313%	25,449	4.642%	1.328%	40.089%
1336	Insurance	Business Skills	Industry Segment	1	20,313	0.538%	2,579	0.470%	-0.068%	-12.605%
1316	Managing/Supervision	Business Skills	Management skills	6	1,868,329	49.504%	268,878	49.040%	-0.464%	-0.937%
1334	Manufacturing	Business Skills	Industry Segment	2	217,004	5.750%	37,965	6.924%	1.175%	20.428%
26	Marketing	Business Skills	Business processes	1	305,394	8.092%	50,017	9.123%	1.031%	12.738%
185	Monitoring	Business Skills	Project management	1	451,627	11.966%	83,916	15.305%	3.339%	27.902%
179	Negotiation	Business Skills	Management skills	1	110,176	2.919%	18,963	3.459%	0.539%	18.476%
163	Operation and Control	Business Skills	Business processes	3	2,703	0.072%	721	0.132%	0.060%	83.612%
29	Outsourcing Management	Business Skills	Management skills	3	72,481	1.920%	3,038	0.554%	-1.366%	-71.148%
167	Procurement	Business Skills	Business processes	1	57,992	1.537%	11,840	2.159%	0.623%	40.538%
1290	Project Management software	Business Skills	Project management	3	80,231	2.126%	6,854	1.250%	-0.876%	-41.195%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	597,882	15.842%	85,148	15.530%	-0.312%	-1.967%
168	Quality	Business Skills	Business processes	1	1,124,922	29.806%	206,624	37.686%	7.880%	26.436%
1337	Real Estate	Business Skills	Industry Segment	2	25,296	0.670%	5,418	0.988%	0.318%	47.434%
1335	Retail	Business Skills	Industry Segment	2	517,665	13.716%	71,772	13.090%	-0.626%	-4.563%
34	Risk Management	Business Skills	Project management	1	108,763	2.882%	26,363	4.808%	1.926%	66.850%
169	Service Orientation	Business Skills	Business processes	1	24,921	0.660%	3,853	0.703%	0.042%	6.425%
27	Supply Chain Management	Business Skills	Business processes	3	99,980	2.649%	17,566	3.204%	0.555%	20.940%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,154	0.163%	634	0.116%	-0.047%	-29.084%
178	Teaching	Business Skills	Management skills	7	105,571	2.797%	27,791	5.069%	2.272%	81.205%
190	Timekeeping	Business Skills	Project management	3	39,916	1.058%	6,160	1.124%	0.066%	6.230%
1296	Timekeeping software	Business Skills	Project management	1	4,136	0.110%	760	0.139%	0.029%	26.487%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,866	0.102%	355	0.065%	-0.038%	-36.791%
180	Troubleshooting	Business Skills	Management skills	1	522,575	13.846%	83,341	15.200%	1.354%	9.780%
181	Verification	Business Skills	Management skills	1	270,670	7.172%	34,032	6.207%	-0.965%	-13.452%
1338	Waste Management	Business Skills	Industry Segment	1	2,796	0.074%	330	0.060%	-0.014%	-18.757%
191	Workflow	Business Skills	Project management	1	164,263	4.352%	27,705	5.053%	0.701%	16.099%
31	Working Globally	Business Skills	Management skills	3	19,470	0.516%	785	0.143%	-0.373%	-72.247%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,148	0.189%	1,330	0.243%	0.053%	28.079%
51	4GL	Technical Skills	Software development	3	5,458	0.145%	468	0.085%	-0.059%	-40.977%
1510	Access Control	Technical Skills	Security	1	38,667	1.025%	7,646	1.395%	0.370%	36.115%
987	Access servers & software	Technical Skills	Network	10	114,487	3.033%	14,481	2.641%	-0.392%	-12.933%
38	Agile Development Methods	Technical Skills	Software development	13	312,176	8.272%	73,055	13.324%	5.053%	61.088%
304	Algorithmic software	Technical Skills	Business applications	1	129	0.003%	17	0.003%	-0.000%	-9.287%
1546	Alienvault	Technical Skills	Security	1	302	0.008%	152	0.028%	0.020%	246.456%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,962	0.131%	946	0.173%	0.041%	31.234%
1352	Android	Technical Skills	Mobile Platforms	3	88,333	2.340%	15,855	2.892%	0.551%	23.553%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	57,345	1.519%	6,075	1.108%	-0.411%	-27.077%
120	Apple operating systems	Technical Skills	Business applications	6	114,491	3.034%	18,039	3.290%	0.257%	8.456%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	7,479	0.198%	1,297	0.237%	0.038%	19.373%
1543	ArcSight	Technical Skills	Security	1	5,493	0.146%	809	0.148%	0.002%	1.380%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	129,180	3.423%	54,719	9.980%	6.557%	191.578%
1432	Attribute-Based Access Control	Technical Skills	Security	2	495	0.013%	156	0.028%	0.015%	116.936%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	212	0.006%	42	0.008%	0.002%	36.372%
1265	Backup & Recovery	Technical Skills	Technical applications	16	281,974	7.471%	34,678	6.325%	-1.146%	-15.344%
1386	Biometric	Technical Skills	Information mgmt	2	9,902	0.262%	2,006	0.366%	0.104%	39.450%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,417	0.673%	598	0.109%	-0.564%	-83.805%
336	Borland Delphi	Technical Skills	Business applications	1	5,819	0.154%	368	0.067%	-0.087%	-56.468%
337	Borland JBuilder	Technical Skills	Business applications	1	3,857	0.102%	19	0.003%	-0.099%	-96.609%
338	Borland Paradox	Technical Skills	Business applications	1	312	0.008%	42	0.008%	-0.001%	-7.337%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,271	0.034%	482	0.088%	0.054%	161.044%
72	Business Continuity Planning	Technical Skills	Hardware	2	42,404	1.124%	6,996	1.276%	0.152%	13.568%
352	Cadence Opus	Technical Skills	Business applications	1	1,444	0.038%	65	0.012%	-0.026%	-69.015%
868	Calculators	Technical Skills	Hardware	1	2,708	0.072%	597	0.109%	0.037%	51.753%
39	CASE Tools	Technical Skills	Software development	1	157,319	4.168%	29,731	5.423%	1.254%	30.089%
367	Categorization or classification software	Technical Skills	Business applications	1	17,399	0.461%	2,195	0.400%	-0.061%	-13.160%
1469	CCPA	Technical Skills	Security	1	1,132	0.030%	1,101	0.201%	0.171%	569.503%
1478	Center for Internet Security	Technical Skills	Security	1	45,875	1.216%	10,380	1.893%	0.678%	55.752%
1441	Certificate management	Technical Skills	Security	1	2,321	0.061%	617	0.113%	0.051%	82.988%
112	Certification	Technical Skills	Misc	3	647,968	17.169%	125,915	22.965%	5.797%	33.763%
78	Cisco	Technical Skills	Hardware	1	176,953	4.689%	22,689	4.138%	-0.550%	-11.739%
1009	Cisco Systems IOS	Technical Skills	Network	1	88,963	2.357%	16,323	2.977%	0.620%	26.300%
40	Client-Server	Technical Skills	Software development	1	68,666	1.819%	4,065	0.741%	-1.078%	-59.250%
1437	Cloud Access Security Broker	Technical Skills	Security	1	669	0.018%	459	0.084%	0.066%	372.278%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,269	0.087%	371	0.068%	-0.019%	-21.879%
1445	Cloud Migration	Technical Skills	Security	1	2,591	0.069%	1,757	0.320%	0.252%	366.784%
1455	cloud security	Technical Skills	Security	1	7,558	0.200%	4,136	0.754%	0.554%	276.691%
1456	Cloud Security Posture Management	Technical Skills	Security	1	151	0.004%	58	0.011%	0.007%	164.401%
1486	Cloud Services	Technical Skills	Security	1	43,766	1.160%	18,992	3.464%	2.304%	198.707%
1011	Cluster server software	Technical Skills	Network	9	64,612	1.712%	7,963	1.452%	-0.260%	-15.165%
1147	CMAKE	Technical Skills	Software development	1	1,743	0.046%	842	0.154%	0.107%	232.526%
1151	Compatibility testing	Technical Skills	Software development	1	2,062	0.055%	238	0.043%	-0.011%	-20.549%
1152	Compilers	Technical Skills	Software development	5	40,791	1.081%	7,220	1.317%	0.236%	21.838%
1255	Compliance software	Technical Skills	Technical applications	4	17,865	0.473%	3,490	0.637%	0.163%	34.473%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	34,058	0.902%	6,924	1.263%	0.360%	39.942%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,487	0.145%	789	0.144%	-0.001%	-1.019%
875	Computer diagnostics	Technical Skills	Hardware	5	172,715	4.576%	31,531	5.751%	1.175%	25.666%
1107	Computer forensics	Technical Skills	Security	1	8,387	0.222%	994	0.181%	-0.041%	-18.419%
1266	Computer Hardware	Technical Skills	Hardware	15	86,789	2.300%	16,847	3.073%	0.773%	33.619%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,694	0.071%	247	0.045%	-0.026%	-36.888%
1015	Computer servers	Technical Skills	Network	6	356,434	9.444%	40,696	7.422%	-2.022%	-21.407%
1267	Computer Utilities	Technical Skills	Misc	2	3,217	0.085%	585	0.107%	0.021%	25.175%
1447	Configuration Management Database	Technical Skills	Security	1	6,775	0.180%	1,304	0.238%	0.058%	32.489%
1448	Container security	Technical Skills	Security	1	255	0.007%	199	0.036%	0.030%	437.186%
1449	Containers	Technical Skills	Security	1	39,890	1.057%	17,486	3.189%	2.132%	201.743%
59	Content Manager	Technical Skills	Business applications	1	2,736	0.072%	241	0.044%	-0.029%	-39.367%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,369	0.063%	753	0.137%	0.075%	118.797%
1396	Continuous Improvement	Technical Skills	Software development	1	84,802	2.247%	27,401	4.998%	2.751%	122.419%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	117,980	3.126%	43,734	7.977%	4.851%	155.166%
1453	Control Plane	Technical Skills	Security	1	1,487	0.039%	478	0.087%	0.048%	121.273%
878	Controllers	Technical Skills	Hardware	3	26,541	0.703%	5,061	0.923%	0.220%	31.259%
1454	Crown Jewels	Technical Skills	Security	1	220	0.006%	41	0.007%	0.002%	28.284%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,036	0.107%	878	0.160%	0.053%	49.746%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	13,504	0.358%	1,061	0.194%	-0.164%	-45.917%
53	Customer Relationship Management	Technical Skills	Business applications	9	175,012	4.637%	21,373	3.898%	-0.739%	-15.936%
1368	Cyber Security	Technical Skills	Information mgmt	3	103,169	2.734%	41,440	7.558%	4.825%	176.492%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,321	0.088%	1,964	0.358%	0.270%	307.084%
1492	Data Access Governance	Technical Skills	Security	1	727	0.019%	185	0.034%	0.014%	75.166%
953	Data acquisition systems	Technical Skills	Information mgmt	1	21,617	0.573%	4,389	0.801%	0.228%	39.760%
1434	Data classification	Technical Skills	Security	1	2,241	0.059%	647	0.118%	0.059%	98.735%
955	Data compression software	Technical Skills	Information mgmt	1	13,286	0.352%	1,230	0.224%	-0.128%	-36.273%
956	Data conversion software	Technical Skills	Information mgmt	1	15,134	0.401%	1,655	0.302%	-0.099%	-24.724%
958	Data dictionary	Technical Skills	Information mgmt	1	10,072	0.267%	1,048	0.191%	-0.076%	-28.376%
1495	Data discovery	Technical Skills	Security	1	3,788	0.100%	1,396	0.255%	0.154%	153.680%
959	Data entry	Technical Skills	Information mgmt	1	16,076	0.426%	3,236	0.590%	0.164%	38.561%
1502	Data Loss Prevention	Technical Skills	Security	1	10,802	0.286%	3,212	0.586%	0.300%	104.684%
962	Data mapping	Technical Skills	Information mgmt	1	18,709	0.496%	2,376	0.433%	-0.062%	-12.581%
67	Data Mining	Technical Skills	Information mgmt	5	77,738	2.060%	15,007	2.737%	0.677%	32.884%
963	Data modeling	Technical Skills	Information mgmt	1	127,316	3.373%	15,365	2.802%	-0.571%	-16.927%
1496	Data retention	Technical Skills	Security	1	2,905	0.077%	457	0.083%	0.006%	8.288%
1494	Data tagging	Technical Skills	Security	1	341	0.009%	139	0.025%	0.016%	180.590%
68	Data Warehousing	Technical Skills	Information mgmt	2	183,475	4.861%	20,053	3.657%	-1.204%	-24.766%
69	Database Administration	Technical Skills	Information mgmt	12	232,902	6.171%	22,803	4.159%	-2.012%	-32.605%
969	Database design software	Technical Skills	Information mgmt	16	198,249	5.253%	18,973	3.460%	-1.792%	-34.123%
1268	Database Reporting	Technical Skills	Information mgmt	3	51,506	1.365%	3,097	0.565%	-0.800%	-58.610%
1373	Database Security	Technical Skills	Information mgmt	1	843	0.022%	176	0.032%	0.010%	43.713%
1269	Database Security	Technical Skills	Information mgmt	2	712	0.019%	113	0.021%	0.002%	9.247%
1270	Database Servers	Technical Skills	Information mgmt	3	43,511	1.153%	1,569	0.286%	-0.867%	-75.178%
1271	Database Testing	Technical Skills	Information mgmt	1	3,529	0.094%	455	0.083%	-0.011%	-11.249%
1160	Debugging	Technical Skills	Software development	7	297,621	7.886%	45,936	8.378%	0.492%	6.243%
1385	Decryption	Technical Skills	Information mgmt	2	1,335	0.035%	261	0.048%	0.012%	34.577%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,346	0.407%	1,025	0.187%	-0.220%	-54.023%
418	Desktop publishing software	Technical Skills	Business applications	13	59,430	1.575%	16,771	3.059%	1.484%	94.252%
1272	Development Environment	Technical Skills	Software development	13	202,605	5.368%	34,835	6.353%	0.985%	18.352%
1498	Device Management	Technical Skills	Security	1	8,376	0.222%	2,245	0.409%	0.188%	84.498%
1273	Digital Imaging	Technical Skills	Hardware	1	958	0.025%	104	0.019%	-0.006%	-25.273%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	12,915	0.342%	1,976	0.360%	0.018%	5.318%
1446	Digital Transformation	Technical Skills	Security	1	18,380	0.487%	14,906	2.719%	2.232%	458.248%
1472	DISA	Technical Skills	Security	1	10,997	0.291%	3,274	0.597%	0.306%	104.935%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,002	0.265%	1,006	0.183%	-0.082%	-30.765%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,251	0.086%	756	0.138%	0.052%	60.072%
1504	DMZ	Technical Skills	Network	1	6,469	0.171%	512	0.093%	-0.078%	-45.519%
1451	Docker	Technical Skills	Security	1	43,175	1.144%	26,140	4.768%	3.624%	316.759%
1307	Doctor of Philosophy	Technical Skills	Misc	3	171,291	4.539%	36,783	6.709%	2.170%	47.817%
973	Document management software	Technical Skills	Information mgmt	4	28,544	0.756%	3,601	0.657%	-0.100%	-13.160%
1020	Domain name system (DNS)	Technical Skills	Network	3	123,762	3.279%	15,469	2.821%	-0.458%	-13.963%
61	Dreamweaver	Technical Skills	Software development	1	15,299	0.405%	543	0.099%	-0.306%	-75.569%
54	DSS/GDSS	Technical Skills	Business applications	5	39,468	1.046%	4,133	0.754%	-0.292%	-27.917%
425	Dynamic modeling software	Technical Skills	Business applications	1	151	0.004%	28	0.005%	0.001%	27.642%
62	Eclipse	Technical Skills	Software development	1	78,402	2.077%	6,225	1.135%	-0.942%	-45.346%
1308	Electronic Commerce	Technical Skills	Business applications	2	164,510	4.359%	14,941	2.725%	-1.634%	-37.483%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	30,205	0.800%	3,046	0.556%	-0.245%	-30.584%
1023	Electronic mail software	Technical Skills	Network	8	53,872	1.427%	6,291	1.147%	-0.280%	-19.616%
1384	Encryption	Technical Skills	Information mgmt	1	405	0.011%	171	0.031%	0.020%	190.638%
1507	Endpoint	Technical Skills	Security	1	16,206	0.429%	6,087	1.110%	0.681%	158.547%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	159,936	4.238%	18,162	3.313%	-0.925%	-21.832%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	162,333	4.301%	18,892	3.446%	-0.856%	-19.891%
1321	Environmental Certification	Technical Skills	Environmental	1	346	0.009%	135	0.025%	0.015%	168.577%
1328	Environmental Cleanup	Technical Skills	Environmental	3	644	0.017%	99	0.018%	0.001%	5.818%
1329	Environmental Energy	Technical Skills	Environmental	25	15,043	0.399%	3,574	0.652%	0.253%	63.543%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	13,466	0.357%	3,530	0.644%	0.287%	80.446%
1327	Environmental Pollution	Technical Skills	Environmental	24	11,610	0.308%	3,993	0.728%	0.421%	136.744%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	6,611	0.175%	2,035	0.371%	0.196%	111.889%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	2,495	0.066%	755	0.138%	0.072%	108.299%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	8,614	0.228%	2,446	0.446%	0.218%	95.462%
1331	Environmental Science	Technical Skills	Environmental	2	537	0.014%	122	0.022%	0.008%	56.386%
1322	Environmental Technology	Technical Skills	Environmental	2	911	0.024%	413	0.075%	0.051%	212.064%
1470	EPRI	Technical Skills	Security	1	134	0.004%	25	0.005%	0.001%	28.424%
1551	Exabeam	Technical Skills	Security	1	240	0.006%	121	0.022%	0.016%	247.045%
461	Expert system software	Technical Skills	Business applications	1	1,609	0.043%	410	0.075%	0.032%	75.404%
1359	Facebook	Technical Skills	Social Networking	1	449,863	11.920%	10,455	1.907%	-10.013%	-84.002%
463	Facilities management software	Technical Skills	Business applications	4	7,077	0.188%	1,548	0.282%	0.095%	50.568%
1476	FedRAMP	Technical Skills	Security	1	2,930	0.078%	1,774	0.324%	0.246%	316.771%
1467	FINRA	Technical Skills	Security	1	1,975	0.052%	402	0.073%	0.021%	40.110%
1556	FireEye	Technical Skills	Security	1	2,816	0.075%	761	0.139%	0.064%	86.022%
1464	FISMA	Technical Skills	Security	1	12,148	0.322%	2,684	0.490%	0.168%	52.086%
468	Flight control software	Technical Skills	Business applications	1	1,487	0.039%	344	0.063%	0.023%	59.242%
1508	Flow analysis	Technical Skills	Security	1	4,290	0.114%	889	0.162%	0.048%	42.645%
469	Flowchart software	Technical Skills	Business applications	5	10,703	0.284%	1,259	0.230%	-0.054%	-19.029%
1367	Forensic	Technical Skills	Information mgmt	2	33,588	0.890%	7,617	1.389%	0.499%	56.103%
1552	Fortinet	Technical Skills	Security	1	3,989	0.106%	1,037	0.189%	0.083%	78.948%
1112	Fraud Detection	Technical Skills	Security	1	22,387	0.593%	5,867	1.070%	0.477%	80.398%
63	FrontPage	Technical Skills	Software development	1	2,529	0.067%	33	0.006%	-0.061%	-91.018%
475	Fund accounting software	Technical Skills	Business applications	1	816	0.022%	97	0.018%	-0.004%	-18.174%
1260	Gaming	Technical Skills	Misc	2	89,715	2.377%	16,236	2.961%	0.584%	24.573%
1468	GDPR	Technical Skills	Security	1	3,265	0.087%	2,464	0.449%	0.363%	419.480%
113	Generic databases	Technical Skills	Information mgmt	2	603,414	15.988%	83,552	15.239%	-0.749%	-4.687%
1365	Google Apps	Technical Skills	Business applications	4	13,646	0.362%	1,402	0.256%	-0.106%	-29.278%
1364	Google Plus	Technical Skills	Social Networking	1	1,560	0.041%	119	0.022%	-0.020%	-47.491%
1512	Governance	Technical Skills	Security	1	107,073	2.837%	28,948	5.280%	2.443%	86.102%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	185,630	4.919%	29,743	5.425%	0.506%	10.293%
484	Graphic software	Technical Skills	Business applications	16	269,338	7.136%	35,571	6.488%	-0.649%	-9.090%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	70,101	1.857%	4,436	0.809%	-1.048%	-56.441%
1323	Green IT	Technical Skills	Environmental	9	10,286	0.273%	2,361	0.431%	0.158%	58.001%
893	Guidance systems	Technical Skills	Hardware	1	220	0.006%	68	0.012%	0.007%	112.764%
1371	Hacking	Technical Skills	Information mgmt	5	21,524	0.570%	5,154	0.940%	0.370%	64.829%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,540	0.041%	438	0.080%	0.039%	95.778%
1277	Hardware Design	Technical Skills	Hardware	21	34,346	0.910%	7,319	1.335%	0.425%	46.685%
1278	Hardware Testing	Technical Skills	Hardware	4	10,667	0.283%	1,727	0.315%	0.032%	11.445%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,431	0.038%	427	0.078%	0.040%	105.400%
492	Helpdesk or call center	Technical Skills	Business applications	2	129,013	3.418%	19,202	3.502%	0.084%	2.453%
1465	HIPAA	Technical Skills	Security	1	38,900	1.031%	9,293	1.695%	0.664%	64.444%
1473	HITRUST	Technical Skills	Security	1	2,326	0.062%	1,181	0.215%	0.154%	249.504%
1377	Homeland Security	Technical Skills	Information mgmt	1	64,870	1.719%	9,261	1.689%	-0.030%	-1.729%
1487	IaaS	Technical Skills	Security	1	15,011	0.398%	6,419	1.171%	0.773%	194.354%
114	IBM databases	Technical Skills	Information mgmt	2	90,461	2.397%	5,409	0.987%	-1.410%	-58.841%
121	IBM operating systems	Technical Skills	Business applications	4	62,966	1.668%	2,506	0.457%	-1.211%	-72.604%
1513	Identity Access Management	Technical Skills	Security	2	28,268	0.749%	9,635	1.757%	1.008%	134.622%
1511	Identity Governance and Administration	Technical Skills	Security	1	268	0.007%	174	0.032%	0.025%	346.916%
898	Image capture devices	Technical Skills	Hardware	9	19,368	0.513%	4,553	0.830%	0.317%	61.817%
524	Industrial control software	Technical Skills	Business applications	3	17,262	0.457%	4,058	0.740%	0.283%	61.820%
1485	Industrial Control Systems	Technical Skills	Security	1	6,797	0.180%	1,650	0.301%	0.121%	67.101%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	58,254	1.544%	8,973	1.637%	0.093%	6.029%
1375	Information Security	Technical Skills	Information mgmt	3	159,400	4.224%	35,302	6.439%	2.215%	52.448%
899	Infrared	Technical Skills	Hardware	1	3,227	0.086%	636	0.116%	0.030%	35.666%
1491	Infrastructure as Code	Technical Skills	Security	1	8,065	0.214%	5,016	0.915%	0.701%	328.119%
1180	Installation	Technical Skills	Software development	1	305,684	8.099%	41,751	7.615%	-0.485%	-5.983%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,434	0.038%	199	0.036%	-0.002%	-4.475%
536	Internet browser software	Technical Skills	Business applications	4	20,052	0.531%	1,673	0.305%	-0.226%	-42.569%
1483	Internet of Things	Technical Skills	Security	1	24,577	0.651%	12,570	2.293%	1.641%	252.061%
1578	Internet proxy	Technical Skills	Security	1	511	0.014%	47	0.009%	-0.005%	-36.688%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	40,623	1.076%	5,813	1.060%	-0.016%	-1.499%
541	Inventory management software	Technical Skills	Business applications	3	17,325	0.459%	3,147	0.574%	0.115%	25.036%
1463	ISO 22301	Technical Skills	Security	1	73	0.002%	45	0.008%	0.006%	324.327%
1459	ISO 27000	Technical Skills	Security	1	2,301	0.061%	496	0.090%	0.029%	48.380%
1460	ISO 27001	Technical Skills	Security	1	10,203	0.270%	3,133	0.571%	0.301%	111.370%
1461	ISO 27002	Technical Skills	Security	1	1,415	0.037%	250	0.046%	0.008%	21.617%
1414	ISO 9000	Technical Skills	Software development	1	5,225	0.138%	261	0.048%	-0.091%	-65.615%
73	IT Architecture/Standards	Technical Skills	Hardware	2	25,412	0.673%	4,055	0.740%	0.066%	9.841%
1515	IT Service Management	Technical Skills	Security	1	23,838	0.632%	6,258	1.141%	0.510%	80.708%
1481	ITIL	Technical Skills	Security	1	98,427	2.608%	18,014	3.286%	0.678%	25.982%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,153	0.031%	7	0.001%	-0.029%	-95.821%
1035	Kernel	Technical Skills	Network	1	41,006	1.087%	3,837	0.700%	-0.387%	-35.590%
1442	Key management	Technical Skills	Security	1	7,815	0.207%	1,627	0.297%	0.090%	43.308%
1450	Kubernetes	Technical Skills	Security	1	25,711	0.681%	19,574	3.570%	2.889%	424.049%
907	Lasers	Technical Skills	Hardware	1	1,184	0.031%	243	0.044%	0.013%	41.275%
1516	Least Privilege	Technical Skills	Security	1	863	0.023%	319	0.058%	0.035%	154.443%
1038	License management software	Technical Skills	Network	1	2,563	0.068%	491	0.090%	0.022%	31.869%
1361	LinkedIn	Technical Skills	Social Networking	1	38,871	1.030%	8,800	1.605%	0.575%	55.836%
1544	LogRhythm	Technical Skills	Security	1	822	0.022%	317	0.058%	0.036%	165.460%
908	Mainframe computers	Technical Skills	Hardware	2	73,513	1.948%	5,703	1.040%	-0.908%	-46.599%
124	Mainframe operating systems	Technical Skills	Business applications	8	45,648	1.210%	4,925	0.898%	-0.311%	-25.733%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	77,806	2.062%	6,776	1.236%	-0.826%	-40.052%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,509	0.384%	1,756	0.320%	-0.064%	-16.690%
1549	McAfee Enterprise Security	Technical Skills	Security	1	71	0.002%	10	0.002%	-0.000%	-3.049%
1281	Medical software	Technical Skills	Business applications	9	25,968	0.688%	6,873	1.254%	0.565%	82.188%
1452	Mesos	Technical Skills	Security	1	2,896	0.077%	996	0.182%	0.105%	136.740%
1517	Metadata analysis	Technical Skills	Security	1	235	0.006%	63	0.011%	0.005%	84.537%
1555	Micro Focus	Technical Skills	Security	1	2,543	0.067%	610	0.111%	0.044%	65.118%
1433	Micro-segmentation	Technical Skills	Security	1	340	0.009%	240	0.044%	0.035%	385.897%
115	Microsoft databases	Technical Skills	Information mgmt	5	533,106	14.125%	46,346	8.453%	-5.672%	-40.157%
119	Microsoft operating systems	Technical Skills	Business applications	4	747,905	19.817%	76,100	13.880%	-5.937%	-29.959%
1518	MITRE	Technical Skills	Security	1	6,506	0.172%	1,360	0.248%	0.076%	43.892%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	23,111	0.612%	2,464	0.449%	-0.163%	-26.611%
1581	Mobile security	Technical Skills	Security	2	3,183	0.084%	611	0.111%	0.027%	32.134%
1431	Multi-Factor Authentication	Technical Skills	Security	3	4,810	0.127%	2,097	0.382%	0.255%	200.099%
625	Multimedia	Technical Skills	Business applications	1	30,795	0.816%	2,683	0.489%	-0.327%	-40.028%
1362	MySpace	Technical Skills	Social Networking	1	3,922	0.104%	39	0.007%	-0.097%	-93.155%
1471	NERC	Technical Skills	Security	1	4,078	0.108%	940	0.171%	0.063%	58.669%
1548	NetWitness	Technical Skills	Security	1	591	0.016%	142	0.026%	0.010%	65.391%
1499	Network Access Control	Technical Skills	Security	2	8,241	0.218%	1,283	0.234%	0.016%	7.166%
74	Network administration	Technical Skills	Hardware	17	495,061	13.117%	164,812	30.060%	16.942%	129.161%
1282	Network Administration software	Technical Skills	Network	18	191,764	5.081%	28,516	5.201%	0.120%	2.361%
1519	Network discovery	Technical Skills	Security	1	533	0.014%	138	0.025%	0.011%	78.223%
1283	Network Hardware	Technical Skills	Network	11	138,846	3.679%	16,284	2.970%	-0.709%	-19.269%
1284	Network Monitoring software	Technical Skills	Network	15	102,228	2.709%	14,124	2.576%	-0.133%	-4.896%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,137	0.110%	437	0.080%	-0.030%	-27.288%
1122	Network security	Technical Skills	Security	1	116,864	3.096%	14,483	2.642%	-0.455%	-14.692%
1369	Network Security	Technical Skills	Information mgmt	1	23,642	0.626%	2,519	0.459%	-0.167%	-26.658%
1285	Network Security software	Technical Skills	Security	37	277,460	7.352%	47,015	8.575%	1.223%	16.640%
1503	Network Segmentation	Technical Skills	Network	1	1,381	0.037%	437	0.080%	0.043%	117.821%
1286	Network software	Technical Skills	Network	6	187,084	4.957%	130,521	23.805%	18.848%	380.237%
1287	Network Testing	Technical Skills	Network	11	58,706	1.555%	7,519	1.371%	-0.184%	-11.836%
1521	Next Generation Firewall	Technical Skills	Security	2	1,301	0.034%	524	0.096%	0.061%	177.246%
1458	NIST	Technical Skills	Security	1	33,326	0.883%	11,968	2.183%	1.300%	147.201%
1065	Novell network software	Technical Skills	Network	2	4,360	0.116%	91	0.017%	-0.099%	-85.633%
643	Oberon	Technical Skills	Business applications	1	438	0.012%	6	0.001%	-0.011%	-90.571%
1413	Object Oriented Design	Technical Skills	Software development	2	105,052	2.783%	6,580	1.200%	-1.583%	-56.885%
41	Object Oriented Programming	Technical Skills	Software development	5	502,103	13.304%	48,273	8.804%	-4.499%	-33.821%
1288	Office Applications	Technical Skills	Business applications	13	476,347	12.621%	77,367	14.111%	1.489%	11.801%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	40,250	1.066%	2,189	0.399%	-0.667%	-62.564%
116	Open-source databases	Technical Skills	Information mgmt	4	237,366	6.289%	30,090	5.488%	-0.801%	-12.740%
118	Open-source operating systems	Technical Skills	Business applications	8	662,702	17.559%	81,776	14.915%	-2.644%	-15.059%
56	Operating Systems	Technical Skills	Business applications	3	360,159	9.543%	51,658	9.422%	-0.121%	-1.269%
1482	Operational Technology	Technical Skills	Security	1	6,464	0.171%	1,876	0.342%	0.171%	99.776%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,516	0.067%	608	0.111%	0.044%	66.343%
117	Oracle databases	Technical Skills	Information mgmt	1	602,060	15.952%	47,586	8.679%	-7.273%	-45.593%
1529	Orchestration & Automation	Technical Skills	Security	1	578	0.015%	309	0.056%	0.041%	267.995%
1488	PaaS	Technical Skills	Security	1	18,450	0.489%	7,536	1.374%	0.886%	181.162%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,218	0.085%	29	0.005%	-0.080%	-93.797%
1522	Panorama	Technical Skills	Security	1	805	0.021%	229	0.042%	0.020%	95.817%
1466	Payment Card Industry	Technical Skills	Security	1	40,286	1.067%	8,351	1.523%	0.456%	42.691%
1376	Penetration Testing	Technical Skills	Information mgmt	5	111,876	2.964%	28,237	5.150%	2.186%	73.737%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,411	0.090%	1,293	0.236%	0.145%	160.933%
1528	Personally Identifiable Information	Technical Skills	Security	1	4,222	0.112%	1,501	0.274%	0.162%	144.723%
1289	Physical Tools	Technical Skills	Hardware	1	296	0.008%	73	0.013%	0.005%	69.763%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,183	0.588%	3,519	0.642%	0.054%	9.197%
1525	Policy Decision Point	Technical Skills	Security	1	1,003	0.027%	204	0.037%	0.011%	40.004%
1526	Policy Enforcement Point	Technical Skills	Security	1	991	0.026%	210	0.038%	0.012%	45.867%
686	Polka	Technical Skills	Business applications	1	1,223	0.032%	954	0.174%	0.142%	436.949%
931	Printers	Technical Skills	Hardware	4	38,479	1.020%	10,181	1.857%	0.837%	82.129%
1430	Privileged Account Management	Technical Skills	Security	2	4,196	0.111%	1,060	0.193%	0.082%	73.893%
43	Programming	Technical Skills	Software development	1	1,074,679	28.475%	145,663	26.567%	-1.908%	-6.700%
700	Provisioning	Technical Skills	Business applications	1	57,543	1.525%	10,482	1.912%	0.387%	25.390%
1545	QRadar	Technical Skills	Security	1	1,778	0.047%	576	0.105%	0.058%	122.999%
1531	Quality of Service	Technical Skills	Security	1	34,418	0.912%	4,129	0.753%	-0.159%	-17.421%
1405	Rapid Application Development	Technical Skills	Software development	2	19,408	0.514%	1,056	0.193%	-0.322%	-62.546%
1553	Rapid7	Technical Skills	Security	1	1,023	0.027%	357	0.065%	0.038%	140.217%
1258	Rate Control	Technical Skills	Technical applications	1	198	0.005%	11	0.002%	-0.003%	-61.758%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,497	1.073%	709	0.129%	-0.944%	-87.949%
1077	Remote control software	Technical Skills	Network	2	3,765	0.100%	695	0.127%	0.027%	27.067%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,278	0.060%	201	0.037%	-0.024%	-39.263%
1379	Risk Analysis	Technical Skills	Information mgmt	1	24,152	0.640%	4,441	0.810%	0.170%	26.572%
1262	Robotics	Technical Skills	Hardware	3	28,116	0.745%	10,817	1.973%	1.228%	164.829%
1532	Role-Based Access Control	Technical Skills	Security	3	4,804	0.127%	1,171	0.214%	0.086%	67.790%
1318	RSA	Technical Skills	Security	1	15,784	0.418%	1,168	0.213%	-0.205%	-49.063%
1489	SaaS	Technical Skills	Security	1	93,494	2.477%	23,140	4.220%	1.743%	70.369%
1429	SASE	Technical Skills	Security	2	516	0.014%	232	0.042%	0.029%	209.492%
1533	SCCM	Technical Skills	Security	1	17,546	0.465%	4,658	0.850%	0.385%	82.740%
44	SDLC	Technical Skills	Software development	7	492,645	13.053%	64,594	11.781%	-1.272%	-9.745%
1500	SecOps	Technical Skills	Security	2	5,396	0.143%	4,655	0.849%	0.706%	493.826%
1537	Secure SDLC	Technical Skills	Security	1	24,638	0.653%	397	0.072%	-0.580%	-88.908%
1132	Secure shell (SSH)	Technical Skills	Security	1	353	0.009%	23	0.004%	-0.005%	-55.150%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	50,404	1.336%	5,768	1.052%	-0.284%	-21.228%
1569	Secure Web Gateway	Technical Skills	Security	1	6,856	0.182%	39	0.007%	-0.175%	-96.084%
76	Security	Technical Skills	Hardware	4	2,392,663	63.397%	218,415	39.836%	-23.560%	-37.163%
1382	Security Audit	Technical Skills	Information mgmt	1	3,738	0.099%	509	0.093%	-0.006%	-6.268%
1315	Security Clearance	Technical Skills	Misc	2	304,236	8.061%	67,356	12.285%	4.224%	52.397%
1477	Security Frameworks	Technical Skills	Security	1	7,623	0.202%	2,464	0.449%	0.247%	122.498%
1540	Security Information and Event Management	Technical Skills	Security	1	16,564	0.439%	5,772	1.053%	0.614%	139.868%
1584	Security Information Management	Technical Skills	Security	1	6,163	0.163%	584	0.107%	-0.057%	-34.772%
1567	Security Operations Center	Technical Skills	Security	1	22,691	0.601%	8,017	1.462%	0.861%	143.203%
1381	Security Plan	Technical Skills	Information mgmt	1	3,382	0.090%	1,036	0.189%	0.099%	110.862%
1380	Security Policy	Technical Skills	Information mgmt	2	62,639	1.660%	13,546	2.471%	0.811%	48.860%
1457	Security Standards	Technical Skills	Security	1	33,499	0.888%	8,096	1.477%	0.589%	66.360%
1135	Security testing software	Technical Skills	Security	1	12,564	0.333%	2,941	0.536%	0.204%	61.131%
1550	Securonix	Technical Skills	Security	1	146	0.004%	81	0.015%	0.011%	281.895%
1538	Segmentation	Technical Skills	Security	1	14,972	0.397%	4,658	0.850%	0.453%	114.156%
60	Sharepoint Server	Technical Skills	Business applications	1	12,052	0.319%	419	0.076%	-0.243%	-76.069%
1084	Signal generators	Technical Skills	Network	1	1,304	0.035%	587	0.107%	0.073%	209.865%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	33,314	0.883%	2,512	0.458%	-0.425%	-48.096%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	153,866	4.077%	15,792	2.880%	-1.197%	-29.351%
1220	Simulation software	Technical Skills	Software development	5	71,950	1.906%	16,593	3.026%	1.120%	58.747%
1568	Single Sign-On	Technical Skills	Security	3	26,557	0.704%	4,655	0.849%	0.145%	20.657%
1558	SOAR	Technical Skills	Security	1	1,588	0.042%	490	0.089%	0.047%	112.401%
1475	SOC 2	Technical Skills	Security	1	2,939	0.078%	1,741	0.318%	0.240%	307.766%
1366	Social Network	Technical Skills	Social Networking	1	12,460	0.330%	889	0.162%	-0.168%	-50.887%
1358	Social Networking	Technical Skills	Social Networking	1	19,411	0.514%	889	0.162%	-0.352%	-68.474%
1534	Software Defined Network	Technical Skills	Security	2	6,150	0.163%	2,255	0.411%	0.248%	152.396%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,865	0.049%	1,452	0.265%	0.215%	435.919%
42	Software Development	Technical Skills	Software development	2	991,629	26.275%	133,966	24.434%	-1.841%	-7.006%
1291	Software Development software	Technical Skills	Software development	3	6,355	0.168%	318	0.058%	-0.110%	-65.555%
1309	Software Engineering	Technical Skills	Software development	1	607,924	16.108%	93,839	17.115%	1.007%	6.254%
1292	Software Installation	Technical Skills	Software development	4	471,423	12.491%	83,430	15.217%	2.726%	21.821%
1223	Software libraries	Technical Skills	Software development	1	1,700	0.045%	354	0.065%	0.020%	43.339%
1293	Software Maintenance	Technical Skills	Software development	1	29,510	0.782%	2,827	0.516%	-0.266%	-34.057%
1294	Software Testing	Technical Skills	Software development	14	463,095	12.270%	74,776	13.638%	1.368%	11.149%
1225	Source code management (SCM)	Technical Skills	Software development	5	161,350	4.275%	24,430	4.456%	0.181%	4.224%
1541	Splunk	Technical Skills	Security	1	24,254	0.643%	10,202	1.861%	1.218%	189.543%
1229	Static analysis software	Technical Skills	Software development	1	4,215	0.112%	868	0.158%	0.047%	41.753%
772	Statistical analysis software	Technical Skills	Business applications	26	319,894	8.476%	73,463	13.399%	4.923%	58.079%
774	Statistical software	Technical Skills	Business applications	1	162,594	4.308%	44,922	8.193%	3.885%	90.181%
1230	Stress testing software	Technical Skills	Software development	1	9,937	0.263%	996	0.182%	-0.082%	-31.005%
1547	sumo logic	Technical Skills	Security	1	1,065	0.028%	523	0.095%	0.067%	238.036%
122	Sun operating systems	Technical Skills	Business applications	3	141,517	3.750%	5,048	0.921%	-2.829%	-75.446%
939	Surveillance systems	Technical Skills	Hardware	5	38,457	1.019%	9,619	1.754%	0.735%	72.173%
1564	Swimlane	Technical Skills	Security	1	93	0.002%	55	0.010%	0.008%	307.091%
791	Symantec software	Technical Skills	Business applications	1	25,582	0.678%	1,519	0.277%	-0.401%	-59.127%
1355	Symbian	Technical Skills	Mobile Platforms	1	120	0.003%	6	0.001%	-0.002%	-65.582%
1310	System Administration	Technical Skills	Network	4	245,682	6.510%	30,193	5.507%	-1.003%	-15.405%
45	System Testing	Technical Skills	Software development	5	86,557	2.293%	12,852	2.344%	0.051%	2.207%
46	Systems Analysis	Technical Skills	Software development	8	316,760	8.393%	43,164	7.873%	-0.520%	-6.200%
47	Systems Design	Technical Skills	Software development	1	54,864	1.454%	7,321	1.335%	-0.118%	-8.147%
1233	Systems Evaluation	Technical Skills	Software development	1	492	0.013%	174	0.032%	0.019%	143.442%
1234	Systems integration	Technical Skills	Software development	8	166,327	4.407%	11,752	2.143%	-2.264%	-51.364%
75	TCP/IP	Technical Skills	Hardware	3	214,831	5.692%	21,273	3.880%	-1.812%	-31.838%
1235	Technology Design	Technical Skills	Software development	1	3,616	0.096%	705	0.129%	0.033%	34.206%
1236	Templates	Technical Skills	Software development	1	59,053	1.565%	9,153	1.669%	0.105%	6.692%
1239	Test implementation	Technical Skills	Software development	1	2,023	0.054%	584	0.107%	0.053%	98.714%
1302	Testing	Technical Skills	Software development	1	1,251,990	33.173%	199,782	36.438%	3.265%	9.842%
1435	Threat Intelligence	Technical Skills	Security	1	6,679	0.177%	3,201	0.584%	0.407%	229.903%
1561	ThreatConnect	Technical Skills	Security	1	257	0.007%	78	0.014%	0.007%	108.917%
1571	Traffic Analysis	Technical Skills	Security	1	4,407	0.117%	750	0.137%	0.020%	17.147%
1570	Traffic Capture	Technical Skills	Security	1	151	0.004%	18	0.003%	-0.001%	-17.945%
1297	Training software	Technical Skills	Business applications	3	2,992	0.079%	410	0.075%	-0.004%	-5.673%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,969	0.132%	576	0.105%	-0.027%	-20.207%
1360	Twitter	Technical Skills	Social Networking	1	51,314	1.360%	9,427	1.719%	0.360%	26.459%
1411	Unified Process	Technical Skills	Software development	1	8,928	0.237%	84	0.015%	-0.221%	-93.524%
123	UNIX operating systems	Technical Skills	Business applications	5	560,665	14.856%	38,259	6.978%	-7.878%	-53.028%
1298	UNIX Shells	Technical Skills	Business applications	4	133,833	3.546%	12,248	2.234%	-1.312%	-37.004%
1410	Use Case	Technical Skills	Software development	1	27,328	0.724%	3,406	0.621%	-0.103%	-14.208%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	198	0.005%	145	0.026%	0.021%	404.097%
1572	User Behavior Analytics	Technical Skills	Security	1	288	0.008%	178	0.032%	0.025%	325.441%
48	User-Interface Design	Technical Skills	Software development	2	258,039	6.837%	34,448	6.283%	-0.554%	-8.105%
836	Video creation and editing software	Technical Skills	Business applications	3	16,383	0.434%	2,274	0.415%	-0.019%	-4.455%
1574	Virtual Machine	Technical Skills	Security	1	22,592	0.599%	3,725	0.679%	0.081%	13.497%
840	Visual Color Discrimination	Technical Skills	Business applications	2	271	0.007%	209	0.038%	0.031%	430.870%
64	Visual Studio	Technical Skills	Software development	1	135,700	3.596%	12,136	2.213%	-1.382%	-38.439%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,597	0.148%	1,235	0.225%	0.077%	51.888%
77	Voice/Data Telecom	Technical Skills	Hardware	10	259,739	6.882%	29,255	5.336%	-1.546%	-22.469%
1575	Vulnerability Management	Technical Skills	Security	1	15,092	0.400%	4,854	0.885%	0.485%	121.393%
1583	Vulnerability Testing	Technical Skills	Security	1	4,153	0.110%	828	0.151%	0.041%	37.240%
1577	Web Application Firewall	Technical Skills	Security	1	3,095	0.082%	1,178	0.215%	0.133%	161.997%
1299	Web Application Server	Technical Skills	Business applications	8	161,472	4.278%	6,371	1.162%	-3.116%	-72.840%
1248	Web platform development software	Technical Skills	Software development	5	9,914	0.263%	132	0.024%	-0.239%	-90.835%
65	web programmer	Technical Skills	Software development	4	41,820	1.108%	3,316	0.605%	-0.503%	-45.419%
1579	Web proxy	Technical Skills	Security	1	1,610	0.043%	359	0.065%	0.023%	53.490%
58	Web servers	Technical Skills	Business applications	6	281,885	7.469%	22,642	4.130%	-3.339%	-44.709%
49	Web-based Application Development	Technical Skills	Software development	2	199,162	5.277%	16,503	3.010%	-2.267%	-42.962%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,638	0.573%	403	0.074%	-0.500%	-87.180%
1102	Wireless	Technical Skills	Network	5	159,937	4.238%	21,425	3.908%	-0.330%	-7.789%
1363	YouTube	Technical Skills	Social Networking	2	12,166	0.322%	3,663	0.668%	0.346%	107.253%
1524	Zero Trust	Technical Skills	Security	1	514	0.014%	385	0.070%	0.057%	415.595%
79	.NET	Programming Skills	Current	1	426,078	11.289%	33,795	6.164%	-5.126%	-45.402%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	146	0.004%	40	0.007%	0.003%	88.590%
209	A programming language (APL)	Programming Skills	Legacy	2	6,481	0.172%	1,246	0.227%	0.056%	32.339%
99	Ada	Programming Skills	Legacy	1	20,510	0.543%	8,033	1.465%	0.922%	169.602%
80	AJAX	Programming Skills	Current	1	220,036	5.830%	8,186	1.493%	-4.337%	-74.391%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	105	0.003%	18	0.003%	0.001%	18.003%
192	Apple AppleScript	Programming Skills	Current	1	605	0.016%	40	0.007%	-0.009%	-54.489%
81	ASP	Programming Skills	Current	2	282,663	7.490%	16,706	3.047%	-4.443%	-59.317%
108	Assembly	Programming Skills	Legacy	2	10,473	0.277%	685	0.125%	-0.153%	-54.977%
211	AWK	Programming Skills	Legacy	1	8,024	0.213%	427	0.078%	-0.135%	-63.369%
212	B	Programming Skills	Legacy	1	134,400	3.561%	91,890	16.760%	13.199%	370.631%
83	C#	Programming Skills	Current	2	449,207	11.902%	52,589	9.592%	-2.311%	-19.414%
82	C/C++	Programming Skills	Current	3	771,964	20.454%	181,737	33.147%	12.692%	62.053%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	346,279	9.175%	40,652	7.414%	-1.761%	-19.190%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	965	0.026%	73	0.013%	-0.012%	-47.928%
84	CGI	Programming Skills	Current	2	27,262	0.722%	2,681	0.489%	-0.233%	-32.306%
217	Clipper	Programming Skills	Legacy	1	637	0.017%	31	0.006%	-0.011%	-66.501%
218	CLU	Programming Skills	Legacy	1	220	0.006%	24	0.004%	-0.001%	-24.907%
100	Cobol	Programming Skills	Legacy	1	27,506	0.729%	2,044	0.373%	-0.356%	-48.848%
85	ColdFusion	Programming Skills	Current	2	22,439	0.595%	923	0.168%	-0.426%	-71.685%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	475	0.013%	55	0.010%	-0.003%	-20.296%
195	Component object model (COM)	Programming Skills	Current	1	552	0.015%	16	0.003%	-0.012%	-80.048%
125	Database programming	Programming Skills	Current	3	92,032	2.439%	5,175	0.944%	-1.495%	-61.294%
1501	DevOps	Programming Skills	Misc	1	67,559	1.790%	37,292	6.802%	5.012%	279.965%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,463	0.145%	105	0.019%	-0.126%	-86.770%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	22,988	0.609%	1,311	0.239%	-0.370%	-60.743%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,590	0.175%	731	0.133%	-0.041%	-23.644%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,500	1.020%	1,215	0.222%	-0.799%	-78.277%
109	Forth	Programming Skills	Legacy	1	14,660	0.388%	4,332	0.790%	0.402%	103.407%
102	Fortran	Programming Skills	Legacy	1	6,845	0.181%	1,053	0.192%	0.011%	5.893%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	681,058	18.046%	59,642	10.878%	-7.168%	-39.719%
222	J	Programming Skills	Legacy	1	15,281	0.405%	2,573	0.469%	0.064%	15.904%
87	Java/J2EE/J2P	Programming Skills	Current	4	955,169	25.308%	114,947	20.965%	-4.343%	-17.162%
97	JavaScript	Programming Skills	Current	3	570,429	15.114%	74,773	13.638%	-1.477%	-9.769%
89	JavaServer Faces	Programming Skills	Current	3	32,999	0.874%	1,319	0.241%	-0.634%	-72.486%
88	JavaServer Pages	Programming Skills	Current	3	139,098	3.686%	4,949	0.903%	-2.783%	-75.509%
223	Job control language (JCL)	Programming Skills	Legacy	2	16,087	0.426%	1,353	0.247%	-0.179%	-42.106%
126	LAMP	Programming Skills	Current	1	39,317	1.042%	1,443	0.263%	-0.779%	-74.736%
104	Lisp	Programming Skills	Legacy	1	2,600	0.069%	193	0.035%	-0.034%	-48.903%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	3,563	0.094%	1,173	0.214%	0.120%	126.618%
201	Microsoft ActiveX	Programming Skills	Current	1	5,179	0.137%	65	0.012%	-0.125%	-91.361%
107	Pascal	Programming Skills	Legacy	1	1,693	0.045%	75	0.014%	-0.031%	-69.506%
90	Perl	Programming Skills	Current	1	286,608	7.594%	21,147	3.857%	-3.737%	-49.211%
91	PHP	Programming Skills	Current	1	170,359	4.514%	14,898	2.717%	-1.797%	-39.803%
103	PL/1	Programming Skills	Legacy	3	714	0.019%	140	0.026%	0.007%	34.971%
105	Prolog	Programming Skills	Legacy	1	1,554	0.041%	39	0.007%	-0.034%	-82.725%
95	Python	Programming Skills	Current	1	362,359	9.601%	108,662	19.819%	10.217%	106.419%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	45,911	1.216%	1,051	0.192%	-1.025%	-84.242%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	121,528	3.220%	17,847	3.255%	0.035%	1.088%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,994	0.053%	223	0.041%	-0.012%	-23.018%
206	Scripting languages	Programming Skills	Current	1	98,667	2.614%	16,494	3.008%	0.394%	15.071%
101	Smalltalk	Programming Skills	Legacy	1	1,027	0.027%	28	0.005%	-0.022%	-81.233%
92	SQL	Programming Skills	Current	3	1,210,592	32.076%	134,678	24.564%	-7.513%	-23.421%
110	TCL	Programming Skills	Legacy	1	18,680	0.495%	1,492	0.272%	-0.223%	-45.020%
98	Unified Modeling Language	Programming Skills	Current	2	106,370	2.818%	4,768	0.870%	-1.949%	-69.145%
93	Visual Basic	Programming Skills	Current	6	242,581	6.428%	15,575	2.841%	-3.587%	-55.804%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,279	0.776%	1,549	0.283%	-0.493%	-63.583%
94	XML	Programming Skills	Current	2	465,241	12.327%	26,659	4.862%	-7.465%	-60.556%
1342	Computer Science	Majors	Computer Science	2	3,664,709	97.101%	541,154	98.700%	1.599%	1.647%
1344	Information Technology	Majors	Information Technology	3	972,024	25.755%	134,057	24.450%	-1.305%	-5.066%
1343	Management Information Systems	Majors	Management Information Systems	9	982,417	26.030%	159,930	29.169%	3.139%	12.059%

IT Degrees

Information Technology	2021-02-11	Jobs Found:	1,942,623	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	7,320	0.377%	2,338	0.745%	0.368%	97.737%
2	Attention to Details	Soft Skills	Problem-solving skills	2	5,957	0.307%	1,509	0.481%	0.174%	56.825%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,791	0.761%	3,544	1.129%	0.368%	48.337%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,221	1.041%	4,454	1.419%	0.379%	36.364%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	8,400	0.432%	2,324	0.741%	0.308%	71.281%
3	Creativity	Soft Skills	Problem-solving skills	4	60,638	3.121%	15,503	4.941%	1.819%	58.279%
4	Critical thinking	Soft Skills	Problem-solving skills	3	36,541	1.881%	13,038	4.155%	2.274%	120.894%
1300	Flexibility	Soft Skills	Work ethic	1	126,467	6.510%	21,106	6.726%	0.216%	3.320%
232	Independence	Soft Skills	Interpersonal skills	1	13,031	0.671%	3,627	1.156%	0.485%	72.315%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	263,462	13.562%	59,076	18.827%	5.265%	38.818%
256	Innovation	Soft Skills	Problem-solving skills	1	172,892	8.900%	48,601	15.489%	6.589%	74.030%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	262,649	13.520%	61,554	19.616%	6.096%	45.089%
1422	Internship	Soft Skills	Work ethic	3	63,329	3.260%	9,793	3.121%	-0.139%	-4.266%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,858	0.096%	711	0.227%	0.131%	136.907%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	161,133	8.295%	43,951	14.007%	5.712%	68.864%
10	Leadership	Soft Skills	Interpersonal skills	1	460,573	23.709%	101,799	32.442%	8.733%	36.835%
258	Learning	Soft Skills	Problem-solving skills	1	216,439	11.142%	48,478	15.449%	4.308%	38.664%
1	Learning Ability	Soft Skills	Problem-solving skills	3	34,522	1.777%	9,880	3.149%	1.372%	77.180%
236	Listening	Soft Skills	Language skills	1	64,269	3.308%	9,194	2.930%	-0.378%	-11.436%
260	Mathematics	Soft Skills	Problem-solving skills	3	68,762	3.540%	18,505	5.897%	2.358%	66.607%
261	Memorization	Soft Skills	Problem-solving skills	2	195	0.010%	30	0.010%	-0.000%	-4.755%
18	Negotiation Skills	Soft Skills	Language skills	1	20,644	1.063%	3,035	0.967%	-0.095%	-8.984%
262	Optimization	Soft Skills	Problem-solving skills	1	81,576	4.199%	15,897	5.066%	0.867%	20.644%
19	Oral Communications	Soft Skills	Language skills	5	36,816	1.895%	8,159	2.600%	0.705%	37.200%
273	Persistence	Soft Skills	Work ethic	1	4,915	0.253%	1,016	0.324%	0.071%	27.975%
239	Persuasion	Soft Skills	Language skills	1	4,186	0.215%	1,209	0.385%	0.170%	78.805%
1301	Physical Skill	Soft Skills	Work ethic	2	4,914	0.253%	2,523	0.804%	0.551%	217.860%
240	Presentations	Soft Skills	Language skills	1	114,817	5.910%	27,685	8.823%	2.912%	49.277%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	305,542	15.728%	70,683	22.526%	6.797%	43.218%
20	Questioning skills	Soft Skills	Language skills	1	671	0.035%	209	0.067%	0.032%	92.831%
241	Reading Comprehension	Soft Skills	Language skills	1	1,044	0.054%	363	0.116%	0.062%	115.258%
6	Research skills	Soft Skills	Problem-solving skills	1	4,128	0.212%	980	0.312%	0.100%	46.974%
15	Responsibility	Soft Skills	Work ethic	2	208,102	10.712%	47,959	15.284%	4.572%	42.675%
234	Self Control	Soft Skills	Interpersonal skills	1	325	0.017%	169	0.054%	0.037%	221.927%
11	Self-esteem	Soft Skills	Interpersonal skills	1	105	0.005%	32	0.010%	0.005%	88.675%
16	Self-management	Soft Skills	Work ethic	1	2,426	0.125%	860	0.274%	0.149%	119.463%
250	Stress Tolerance	Soft Skills	Physical skills	1	805	0.041%	454	0.145%	0.103%	249.151%
12	Teamwork	Soft Skills	Interpersonal skills	1	97,233	5.005%	25,599	8.158%	3.153%	62.991%
17	Time Management	Soft Skills	Work ethic	2	72,038	3.708%	17,671	5.632%	1.923%	51.863%
268	Visualization	Soft Skills	Problem-solving skills	1	20,715	1.066%	7,750	2.470%	1.403%	131.617%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,641	0.084%	578	0.184%	0.100%	118.058%
21	Written Communications	Soft Skills	Language skills	5	295,031	15.187%	58,935	18.782%	3.595%	23.669%
172	Account management	Business Skills	Management skills	1	20,678	1.064%	3,708	1.182%	0.117%	11.016%
22	Accounting	Business Skills	Business processes	4	352,759	18.159%	28,993	9.240%	-8.919%	-49.117%
1263	Accounting software	Business Skills	Business processes	8	44,024	2.266%	1,616	0.515%	-1.751%	-77.275%
174	Administration	Business Skills	Management skills	3	612,799	31.545%	94,010	29.960%	-1.585%	-5.025%
1313	Analyst	Business Skills	Project management	1	382,953	19.713%	60,737	19.356%	-0.357%	-1.811%
175	Application management	Business Skills	Management skills	5	133,572	6.876%	26,084	8.313%	1.437%	20.896%
150	Asset management	Business Skills	Business processes	1	32,432	1.669%	7,142	2.276%	0.607%	36.333%
151	Auditing	Business Skills	Business processes	5	167,422	8.618%	30,428	9.697%	1.079%	12.516%
1264	Auditing software	Business Skills	Business processes	1	150	0.008%	4	0.001%	-0.006%	-83.491%
152	Billing	Business Skills	Business processes	1	72,547	3.734%	7,262	2.314%	-1.420%	-38.029%
153	Bills of Lading	Business Skills	Business processes	1	55	0.003%	21	0.007%	0.004%	136.380%
1314	Business Analyst	Business Skills	Project management	1	146,105	7.521%	14,627	4.661%	-2.860%	-38.021%
35	Business Intelligence	Business Skills	Strategy skills	1	78,505	4.041%	10,418	3.320%	-0.721%	-17.844%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,558	0.595%	1,450	0.462%	-0.133%	-22.333%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,273	1.507%	1,694	0.540%	-0.967%	-64.174%
36	Business Strategy	Business Skills	Strategy skills	3	458,785	23.617%	103,163	32.877%	9.260%	39.209%
182	Calendar and scheduling	Business Skills	Project management	3	90,443	4.656%	20,426	6.510%	1.854%	39.818%
156	Capacity planning	Business Skills	Business processes	1	32,730	1.685%	4,600	1.466%	-0.219%	-12.991%
28	Change Management	Business Skills	Management skills	1	95,237	4.902%	21,322	6.795%	1.893%	38.604%
183	Content workflow	Business Skills	Project management	1	63	0.003%	7	0.002%	-0.001%	-31.212%
24	Contracting and legal	Business Skills	Business processes	2	220,311	11.341%	33,085	10.544%	-0.797%	-7.029%
176	Coordination	Business Skills	Management skills	1	125,547	6.463%	32,853	10.470%	4.007%	62.003%
157	Cost accounting	Business Skills	Business processes	1	4,189	0.216%	799	0.255%	0.039%	18.084%
158	Cost estimation	Business Skills	Business processes	1	1,924	0.099%	388	0.124%	0.025%	24.848%
1312	Customer Support	Business Skills	Business processes	6	428,394	22.052%	80,244	25.573%	3.520%	15.964%
1339	Education	Business Skills	Industry Segment	1	29,736	1.531%	9,969	3.177%	1.646%	107.550%
1333	Energy	Business Skills	Industry Segment	1	97,170	5.002%	19,408	6.185%	1.183%	23.652%
1340	Entertainment	Business Skills	Industry Segment	1	171,880	8.848%	3,043	0.970%	-7.878%	-89.040%
1319	Environmental	Business Skills	Environmental	16	144,031	7.414%	19,529	6.224%	-1.191%	-16.058%
1320	Environmental Strategy	Business Skills	Environmental	12	15,586	0.802%	8,582	2.735%	1.933%	240.885%
161	Financial	Business Skills	Business processes	2	672,169	34.601%	133,005	42.387%	7.786%	22.502%
1275	Financial Analysis software	Business Skills	Business processes	8	3,040	0.156%	362	0.115%	-0.041%	-26.279%
1332	Health Care	Business Skills	Industry Segment	2	473,154	24.356%	54,348	17.320%	-7.036%	-28.889%
1341	Hospitality	Business Skills	Industry Segment	4	287,328	14.791%	50,929	16.230%	1.440%	9.734%
177	Human resources	Business Skills	Management skills	2	282,543	14.544%	31,552	10.055%	-4.489%	-30.865%
1336	Insurance	Business Skills	Industry Segment	1	11,518	0.593%	1,665	0.531%	-0.062%	-10.507%
1316	Managing/Supervision	Business Skills	Management skills	6	1,288,848	66.346%	193,027	61.515%	-4.830%	-7.281%
1334	Manufacturing	Business Skills	Industry Segment	2	230,510	11.866%	19,393	6.180%	-5.686%	-47.915%
26	Marketing	Business Skills	Business processes	1	330,503	17.013%	25,697	8.189%	-8.824%	-51.865%
185	Monitoring	Business Skills	Project management	1	243,534	12.536%	62,108	19.793%	7.257%	57.885%
179	Negotiation	Business Skills	Management skills	1	83,858	4.317%	15,518	4.945%	0.629%	14.563%
163	Operation and Control	Business Skills	Business processes	3	1,700	0.088%	579	0.185%	0.097%	110.855%
29	Outsourcing Management	Business Skills	Management skills	3	104,022	5.355%	5,239	1.670%	-3.685%	-68.820%
167	Procurement	Business Skills	Business processes	1	94,763	4.878%	14,806	4.718%	-0.160%	-3.272%
1290	Project Management software	Business Skills	Project management	3	60,690	3.124%	7,238	2.307%	-0.817%	-26.166%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	390,270	20.090%	70,131	22.350%	2.260%	11.250%
168	Quality	Business Skills	Business processes	1	593,249	30.539%	117,261	37.370%	6.831%	22.369%
1337	Real Estate	Business Skills	Industry Segment	2	172,603	8.885%	3,170	1.010%	-7.875%	-88.630%
1335	Retail	Business Skills	Industry Segment	2	473,576	24.378%	36,626	11.672%	-12.706%	-52.120%
34	Risk Management	Business Skills	Project management	1	86,550	4.455%	24,994	7.965%	3.510%	78.781%
169	Service Orientation	Business Skills	Business processes	1	16,572	0.853%	3,435	1.095%	0.242%	28.323%
27	Supply Chain Management	Business Skills	Business processes	3	93,296	4.803%	11,016	3.511%	-1.292%	-26.900%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,981	0.205%	593	0.189%	-0.016%	-7.782%
178	Teaching	Business Skills	Management skills	7	244,523	12.587%	21,775	6.939%	-5.648%	-44.869%
190	Timekeeping	Business Skills	Project management	3	91,215	4.695%	9,624	3.067%	-1.628%	-34.680%
1296	Timekeeping software	Business Skills	Project management	1	2,714	0.140%	661	0.211%	0.071%	50.781%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,804	0.093%	230	0.073%	-0.020%	-21.069%
180	Troubleshooting	Business Skills	Management skills	1	240,780	12.395%	55,059	17.547%	5.152%	41.567%
181	Verification	Business Skills	Management skills	1	74,554	3.838%	19,952	6.358%	2.521%	65.680%
1338	Waste Management	Business Skills	Industry Segment	1	1,658	0.085%	234	0.075%	-0.011%	-12.625%
191	Workflow	Business Skills	Project management	1	87,171	4.487%	19,315	6.155%	1.668%	37.175%
31	Working Globally	Business Skills	Management skills	3	9,709	0.500%	238	0.076%	-0.424%	-84.824%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,722	0.192%	751	0.239%	0.048%	24.916%
51	4GL	Technical Skills	Software development	3	1,861	0.096%	205	0.065%	-0.030%	-31.804%
1510	Access Control	Technical Skills	Security	1	23,497	1.210%	6,012	1.916%	0.706%	58.402%
987	Access servers & software	Technical Skills	Network	10	63,938	3.291%	10,770	3.432%	0.141%	4.282%
38	Agile Development Methods	Technical Skills	Software development	13	88,904	4.576%	26,752	8.526%	3.949%	86.290%
304	Algorithmic software	Technical Skills	Business applications	1	11	0.001%	3	0.001%	0.000%	68.843%
1546	Alienvault	Technical Skills	Security	1	166	0.009%	112	0.036%	0.027%	317.699%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,552	0.080%	268	0.085%	0.006%	6.905%
1352	Android	Technical Skills	Mobile Platforms	3	15,207	0.783%	3,749	1.195%	0.412%	52.625%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	11,634	0.599%	1,776	0.566%	-0.033%	-5.492%
120	Apple operating systems	Technical Skills	Business applications	6	40,953	2.108%	9,616	3.064%	0.956%	45.366%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,143	1.912%	155	0.049%	-1.863%	-97.417%
1543	ArcSight	Technical Skills	Security	1	4,295	0.221%	727	0.232%	0.011%	4.791%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	32,557	1.676%	10,782	3.436%	1.760%	105.026%
1432	Attribute-Based Access Control	Technical Skills	Security	2	254	0.013%	86	0.027%	0.014%	109.613%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	22	0.001%	10	0.003%	0.002%	181.404%
1265	Backup & Recovery	Technical Skills	Technical applications	16	160,149	8.244%	28,819	9.184%	0.940%	11.406%
1386	Biometric	Technical Skills	Information mgmt	2	4,588	0.236%	1,008	0.321%	0.085%	36.016%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,210	0.629%	603	0.192%	-0.436%	-69.426%
336	Borland Delphi	Technical Skills	Business applications	1	1,684	0.087%	158	0.050%	-0.036%	-41.914%
337	Borland JBuilder	Technical Skills	Business applications	1	891	0.046%	4	0.001%	-0.045%	-97.221%
338	Borland Paradox	Technical Skills	Business applications	1	159	0.008%	28	0.009%	0.001%	9.022%
1436	Bring Your Own Devices	Technical Skills	Security	1	744	0.038%	301	0.096%	0.058%	150.465%
72	Business Continuity Planning	Technical Skills	Hardware	2	52,446	2.700%	6,575	2.095%	-0.604%	-22.387%
352	Cadence Opus	Technical Skills	Business applications	1	1,185	0.061%	45	0.014%	-0.047%	-76.490%
868	Calculators	Technical Skills	Hardware	1	1,119	0.058%	294	0.094%	0.036%	62.656%
39	CASE Tools	Technical Skills	Software development	1	131,138	6.751%	19,100	6.087%	-0.664%	-9.831%
367	Categorization or classification software	Technical Skills	Business applications	1	5,404	0.278%	879	0.280%	0.002%	0.699%
1469	CCPA	Technical Skills	Security	1	661	0.034%	642	0.205%	0.171%	501.294%
1478	Center for Internet Security	Technical Skills	Security	1	15,358	0.791%	3,559	1.134%	0.344%	43.465%
1441	Certificate management	Technical Skills	Security	1	1,222	0.063%	437	0.139%	0.076%	121.393%
112	Certification	Technical Skills	Misc	3	489,826	25.215%	112,420	35.827%	10.612%	42.087%
78	Cisco	Technical Skills	Hardware	1	228,134	11.744%	16,046	5.114%	-6.630%	-56.456%
1009	Cisco Systems IOS	Technical Skills	Network	1	21,922	1.128%	5,383	1.715%	0.587%	52.019%
40	Client-Server	Technical Skills	Software development	1	39,159	2.016%	2,066	0.658%	-1.357%	-67.337%
1437	Cloud Access Security Broker	Technical Skills	Security	1	457	0.024%	297	0.095%	0.071%	302.341%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,396	0.072%	401	0.128%	0.056%	77.833%
1445	Cloud Migration	Technical Skills	Security	1	1,539	0.079%	1,129	0.360%	0.281%	354.160%
1455	cloud security	Technical Skills	Security	1	3,539	0.182%	2,145	0.684%	0.501%	275.232%
1456	Cloud Security Posture Management	Technical Skills	Security	1	82	0.004%	26	0.008%	0.004%	96.297%
1486	Cloud Services	Technical Skills	Security	1	12,789	0.658%	7,011	2.234%	1.576%	239.388%
1011	Cluster server software	Technical Skills	Network	9	24,998	1.287%	3,170	1.010%	-0.277%	-21.493%
1147	CMAKE	Technical Skills	Software development	1	143	0.007%	66	0.021%	0.014%	185.734%
1151	Compatibility testing	Technical Skills	Software development	1	509	0.026%	87	0.028%	0.002%	5.817%
1152	Compilers	Technical Skills	Software development	5	16,972	0.874%	4,456	1.420%	0.546%	62.542%
1255	Compliance software	Technical Skills	Technical applications	4	15,186	0.782%	3,309	1.055%	0.273%	34.898%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	55,236	2.843%	3,087	0.984%	-1.860%	-65.401%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,281	0.169%	454	0.145%	-0.024%	-14.335%
875	Computer diagnostics	Technical Skills	Hardware	5	82,100	4.226%	21,083	6.719%	2.493%	58.980%
1107	Computer forensics	Technical Skills	Security	1	5,332	0.274%	889	0.283%	0.009%	3.220%
1266	Computer Hardware	Technical Skills	Hardware	15	57,367	2.953%	15,637	4.983%	2.030%	68.750%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,148	1.809%	144	0.046%	-1.763%	-97.464%
1015	Computer servers	Technical Skills	Network	6	160,684	8.271%	29,057	9.260%	0.989%	11.952%
1267	Computer Utilities	Technical Skills	Misc	2	406	0.021%	70	0.022%	0.001%	6.740%
1447	Configuration Management Database	Technical Skills	Security	1	5,139	0.265%	1,194	0.381%	0.116%	43.840%
1448	Container security	Technical Skills	Security	1	87	0.004%	79	0.025%	0.021%	462.162%
1449	Containers	Technical Skills	Security	1	10,479	0.539%	4,872	1.553%	1.013%	187.833%
59	Content Manager	Technical Skills	Business applications	1	1,844	0.095%	206	0.066%	-0.029%	-30.839%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,695	0.087%	732	0.233%	0.146%	167.359%
1396	Continuous Improvement	Technical Skills	Software development	1	55,473	2.856%	22,553	7.187%	4.332%	151.696%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	25,426	1.309%	11,328	3.610%	2.301%	175.822%
1453	Control Plane	Technical Skills	Security	1	105	0.005%	41	0.013%	0.008%	141.740%
878	Controllers	Technical Skills	Hardware	3	11,071	0.570%	2,413	0.769%	0.199%	34.935%
1454	Crown Jewels	Technical Skills	Security	1	49	0.003%	23	0.007%	0.005%	190.593%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,347	0.121%	294	0.094%	-0.027%	-22.449%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,743	0.347%	623	0.199%	-0.149%	-42.801%
53	Customer Relationship Management	Technical Skills	Business applications	9	127,423	6.559%	13,545	4.317%	-2.243%	-34.191%
1368	Cyber Security	Technical Skills	Information mgmt	3	67,791	3.490%	35,248	11.233%	7.743%	221.896%
1479	Cybersecurity Framework	Technical Skills	Security	2	2,500	0.129%	1,612	0.514%	0.385%	299.189%
1492	Data Access Governance	Technical Skills	Security	1	348	0.018%	125	0.040%	0.022%	122.374%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,364	0.379%	1,618	0.516%	0.137%	36.025%
1434	Data classification	Technical Skills	Security	1	1,620	0.083%	439	0.140%	0.057%	67.766%
955	Data compression software	Technical Skills	Information mgmt	1	2,632	0.135%	367	0.117%	-0.019%	-13.676%
956	Data conversion software	Technical Skills	Information mgmt	1	8,187	0.421%	996	0.317%	-0.104%	-24.684%
958	Data dictionary	Technical Skills	Information mgmt	1	4,340	0.223%	561	0.179%	-0.045%	-19.975%
1495	Data discovery	Technical Skills	Security	1	1,466	0.075%	399	0.127%	0.052%	68.497%
959	Data entry	Technical Skills	Information mgmt	1	183,825	9.463%	4,050	1.291%	-8.172%	-86.360%
1502	Data Loss Prevention	Technical Skills	Security	1	6,874	0.354%	2,228	0.710%	0.356%	100.659%
962	Data mapping	Technical Skills	Information mgmt	1	8,891	0.458%	1,348	0.430%	-0.028%	-6.137%
67	Data Mining	Technical Skills	Information mgmt	5	57,417	2.956%	4,143	1.320%	-1.635%	-55.329%
963	Data modeling	Technical Skills	Information mgmt	1	43,133	2.220%	5,189	1.654%	-0.567%	-25.522%
1496	Data retention	Technical Skills	Security	1	1,364	0.070%	306	0.098%	0.027%	38.887%
1494	Data tagging	Technical Skills	Security	1	131	0.007%	69	0.022%	0.015%	226.085%
68	Data Warehousing	Technical Skills	Information mgmt	2	72,210	3.717%	8,325	2.653%	-1.064%	-28.626%
69	Database Administration	Technical Skills	Information mgmt	12	99,747	5.135%	13,059	4.162%	-0.973%	-18.948%
969	Database design software	Technical Skills	Information mgmt	16	65,405	3.367%	7,969	2.540%	-0.827%	-24.570%
1268	Database Reporting	Technical Skills	Information mgmt	3	21,080	1.085%	1,750	0.558%	-0.527%	-48.605%
1373	Database Security	Technical Skills	Information mgmt	1	557	0.029%	77	0.025%	-0.004%	-14.417%
1269	Database Security	Technical Skills	Information mgmt	2	157	0.008%	42	0.013%	0.005%	65.616%
1270	Database Servers	Technical Skills	Information mgmt	3	15,065	0.775%	763	0.243%	-0.532%	-68.645%
1271	Database Testing	Technical Skills	Information mgmt	1	1,039	0.053%	122	0.039%	-0.015%	-27.306%
1160	Debugging	Technical Skills	Software development	7	85,124	4.382%	14,895	4.747%	0.365%	8.328%
1385	Decryption	Technical Skills	Information mgmt	2	757	0.039%	143	0.046%	0.007%	16.948%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,623	0.289%	336	0.107%	-0.182%	-63.007%
418	Desktop publishing software	Technical Skills	Business applications	13	34,966	1.800%	10,278	3.275%	1.476%	81.977%
1272	Development Environment	Technical Skills	Software development	13	58,492	3.011%	11,748	3.744%	0.733%	24.343%
1498	Device Management	Technical Skills	Security	1	4,713	0.243%	1,692	0.539%	0.297%	122.258%
1273	Digital Imaging	Technical Skills	Hardware	1	423	0.022%	88	0.028%	0.006%	28.794%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,881	0.097%	295	0.094%	-0.003%	-2.907%
1446	Digital Transformation	Technical Skills	Security	1	8,668	0.446%	6,706	2.137%	1.691%	378.959%
1472	DISA	Technical Skills	Security	1	10,898	0.561%	4,556	1.452%	0.891%	158.816%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,530	0.233%	821	0.262%	0.028%	12.201%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,114	0.057%	365	0.116%	0.059%	102.844%
1504	DMZ	Technical Skills	Network	1	3,109	0.160%	403	0.128%	-0.032%	-19.751%
1451	Docker	Technical Skills	Security	1	7,886	0.406%	5,463	1.741%	1.335%	328.872%
1307	Doctor of Philosophy	Technical Skills	Misc	3	81,837	4.213%	11,873	3.784%	-0.429%	-10.182%
973	Document management software	Technical Skills	Information mgmt	4	20,565	1.059%	4,763	1.518%	0.459%	43.386%
1020	Domain name system (DNS)	Technical Skills	Network	3	54,921	2.827%	10,307	3.285%	0.458%	16.184%
61	Dreamweaver	Technical Skills	Software development	1	7,958	0.410%	295	0.094%	-0.316%	-77.051%
54	DSS/GDSS	Technical Skills	Business applications	5	24,407	1.256%	3,405	1.085%	-0.171%	-13.631%
425	Dynamic modeling software	Technical Skills	Business applications	1	56	0.003%	8	0.003%	-0.000%	-11.559%
62	Eclipse	Technical Skills	Software development	1	20,320	1.046%	1,721	0.548%	-0.498%	-47.566%
1308	Electronic Commerce	Technical Skills	Business applications	2	57,280	2.949%	4,070	1.297%	-1.652%	-56.011%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	14,645	0.754%	1,700	0.542%	-0.212%	-28.136%
1023	Electronic mail software	Technical Skills	Network	8	31,932	1.644%	5,224	1.665%	0.021%	1.282%
1384	Encryption	Technical Skills	Information mgmt	1	115	0.006%	51	0.016%	0.010%	174.553%
1507	Endpoint	Technical Skills	Security	1	9,115	0.469%	4,238	1.351%	0.881%	187.844%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	97,768	5.033%	13,663	4.354%	-0.679%	-13.483%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	121,770	6.268%	12,280	3.913%	-2.355%	-37.567%
1321	Environmental Certification	Technical Skills	Environmental	1	434	0.022%	254	0.081%	0.059%	262.324%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,431	0.074%	62	0.020%	-0.054%	-73.177%
1329	Environmental Energy	Technical Skills	Environmental	25	7,779	0.400%	2,196	0.700%	0.299%	74.768%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	7,142	0.368%	1,588	0.506%	0.138%	37.653%
1327	Environmental Pollution	Technical Skills	Environmental	24	39,600	2.038%	2,792	0.890%	-1.149%	-56.351%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,406	0.227%	1,096	0.349%	0.122%	54.000%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,356	0.070%	475	0.151%	0.082%	116.864%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	48,806	2.512%	1,699	0.541%	-1.971%	-78.449%
1331	Environmental Science	Technical Skills	Environmental	2	236	0.012%	33	0.011%	-0.002%	-13.432%
1322	Environmental Technology	Technical Skills	Environmental	2	405	0.021%	159	0.051%	0.030%	143.050%
1470	EPRI	Technical Skills	Security	1	82	0.004%	15	0.005%	0.001%	13.248%
1551	Exabeam	Technical Skills	Security	1	39	0.002%	24	0.008%	0.006%	280.978%
461	Expert system software	Technical Skills	Business applications	1	695	0.036%	166	0.053%	0.017%	47.869%
1359	Facebook	Technical Skills	Social Networking	1	154,873	7.972%	3,845	1.225%	-6.747%	-84.630%
463	Facilities management software	Technical Skills	Business applications	4	11,942	0.615%	2,749	0.876%	0.261%	42.512%
1476	FedRAMP	Technical Skills	Security	1	2,264	0.117%	1,433	0.457%	0.340%	291.853%
1467	FINRA	Technical Skills	Security	1	1,310	0.067%	243	0.077%	0.010%	14.839%
1556	FireEye	Technical Skills	Security	1	1,441	0.074%	559	0.178%	0.104%	140.160%
1464	FISMA	Technical Skills	Security	1	10,616	0.546%	3,132	0.998%	0.452%	82.648%
468	Flight control software	Technical Skills	Business applications	1	244	0.013%	70	0.022%	0.010%	77.608%
1508	Flow analysis	Technical Skills	Security	1	2,782	0.143%	507	0.162%	0.018%	12.825%
469	Flowchart software	Technical Skills	Business applications	5	5,356	0.276%	644	0.205%	-0.070%	-25.561%
1367	Forensic	Technical Skills	Information mgmt	2	55,809	2.873%	5,718	1.822%	-1.051%	-36.570%
1552	Fortinet	Technical Skills	Security	1	1,825	0.094%	670	0.214%	0.120%	127.282%
1112	Fraud Detection	Technical Skills	Security	1	10,489	0.540%	3,220	1.026%	0.486%	90.053%
63	FrontPage	Technical Skills	Software development	1	911	0.047%	15	0.005%	-0.042%	-89.806%
475	Fund accounting software	Technical Skills	Business applications	1	769	0.040%	157	0.050%	0.010%	26.394%
1260	Gaming	Technical Skills	Misc	2	33,773	1.739%	3,764	1.200%	-0.539%	-31.002%
1468	GDPR	Technical Skills	Security	1	1,943	0.100%	1,501	0.478%	0.378%	378.257%
113	Generic databases	Technical Skills	Information mgmt	2	206,926	10.652%	35,752	11.394%	0.742%	6.964%
1365	Google Apps	Technical Skills	Business applications	4	4,011	0.206%	1,043	0.332%	0.126%	60.985%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.002%	14	0.004%	0.003%	128.086%
1512	Governance	Technical Skills	Security	1	79,728	4.104%	23,518	7.495%	3.391%	82.618%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	133,723	6.884%	18,276	5.824%	-1.059%	-15.389%
484	Graphic software	Technical Skills	Business applications	16	160,270	8.250%	18,564	5.916%	-2.334%	-28.291%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,246	0.836%	966	0.308%	-0.528%	-63.188%
1323	Green IT	Technical Skills	Environmental	9	4,212	0.217%	537	0.171%	-0.046%	-21.070%
893	Guidance systems	Technical Skills	Hardware	1	97	0.005%	26	0.008%	0.003%	65.942%
1371	Hacking	Technical Skills	Information mgmt	5	10,468	0.539%	2,566	0.818%	0.279%	51.756%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	217	0.011%	87	0.028%	0.017%	148.206%
1277	Hardware Design	Technical Skills	Hardware	21	9,109	0.469%	2,017	0.643%	0.174%	37.085%
1278	Hardware Testing	Technical Skills	Hardware	4	2,490	0.128%	531	0.169%	0.041%	32.023%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,349	0.069%	494	0.157%	0.088%	126.709%
492	Helpdesk or call center	Technical Skills	Business applications	2	172,064	8.857%	19,922	6.349%	-2.508%	-28.320%
1465	HIPAA	Technical Skills	Security	1	30,592	1.575%	7,811	2.489%	0.914%	58.071%
1473	HITRUST	Technical Skills	Security	1	1,699	0.087%	876	0.279%	0.192%	219.201%
1377	Homeland Security	Technical Skills	Information mgmt	1	84,868	4.369%	17,805	5.674%	1.305%	29.883%
1487	IaaS	Technical Skills	Security	1	6,400	0.329%	3,328	1.061%	0.731%	221.927%
114	IBM databases	Technical Skills	Information mgmt	2	35,042	1.804%	2,823	0.900%	-0.904%	-50.126%
121	IBM operating systems	Technical Skills	Business applications	4	32,752	1.686%	1,616	0.515%	-1.171%	-69.454%
1513	Identity Access Management	Technical Skills	Security	2	19,175	0.987%	7,222	2.302%	1.314%	133.172%
1511	Identity Governance and Administration	Technical Skills	Security	1	213	0.011%	107	0.034%	0.023%	210.998%
898	Image capture devices	Technical Skills	Hardware	9	11,549	0.595%	3,811	1.215%	0.620%	104.290%
524	Industrial control software	Technical Skills	Business applications	3	7,485	0.385%	1,933	0.616%	0.231%	59.880%
1485	Industrial Control Systems	Technical Skills	Security	1	4,565	0.235%	1,171	0.373%	0.138%	58.807%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	20,463	1.053%	3,614	1.152%	0.098%	9.338%
1375	Information Security	Technical Skills	Information mgmt	3	112,050	5.768%	30,430	9.698%	3.930%	68.129%
899	Infrared	Technical Skills	Hardware	1	3,488	0.180%	321	0.102%	-0.077%	-43.025%
1491	Infrastructure as Code	Technical Skills	Security	1	2,465	0.127%	1,846	0.588%	0.461%	363.627%
1180	Installation	Technical Skills	Software development	1	169,561	8.728%	33,892	10.801%	2.073%	23.744%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	324	0.017%	92	0.029%	0.013%	75.791%
536	Internet browser software	Technical Skills	Business applications	4	9,387	0.483%	1,505	0.480%	-0.004%	-0.743%
1483	Internet of Things	Technical Skills	Security	1	4,819	0.248%	3,106	0.990%	0.742%	299.023%
1578	Internet proxy	Technical Skills	Security	1	270	0.014%	35	0.011%	-0.003%	-19.748%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	24,619	1.267%	4,755	1.515%	0.248%	19.573%
541	Inventory management software	Technical Skills	Business applications	3	11,801	0.607%	3,799	1.211%	0.603%	99.299%
1463	ISO 22301	Technical Skills	Security	1	60	0.003%	33	0.011%	0.007%	240.499%
1459	ISO 27000	Technical Skills	Security	1	1,496	0.077%	445	0.142%	0.065%	84.154%
1460	ISO 27001	Technical Skills	Security	1	7,629	0.393%	2,559	0.816%	0.423%	107.662%
1461	ISO 27002	Technical Skills	Security	1	1,044	0.054%	284	0.091%	0.037%	68.411%
1414	ISO 9000	Technical Skills	Software development	1	1,894	0.097%	173	0.055%	-0.042%	-43.452%
73	IT Architecture/Standards	Technical Skills	Hardware	2	22,344	1.150%	3,799	1.211%	0.060%	5.260%
1515	IT Service Management	Technical Skills	Security	1	20,706	1.066%	6,737	2.147%	1.081%	101.430%
1481	ITIL	Technical Skills	Security	1	80,155	4.126%	18,479	5.889%	1.763%	42.725%
1357	Java ME	Technical Skills	Mobile Platforms	2	406	0.021%	3	0.001%	-0.020%	-95.425%
1035	Kernel	Technical Skills	Network	1	5,367	0.276%	435	0.139%	-0.138%	-49.822%
1442	Key management	Technical Skills	Security	1	4,386	0.226%	844	0.269%	0.043%	19.132%
1450	Kubernetes	Technical Skills	Security	1	4,629	0.238%	3,833	1.222%	0.983%	412.631%
907	Lasers	Technical Skills	Hardware	1	541	0.028%	138	0.044%	0.016%	57.919%
1516	Least Privilege	Technical Skills	Security	1	546	0.028%	247	0.079%	0.051%	180.064%
1038	License management software	Technical Skills	Network	1	1,716	0.088%	554	0.177%	0.088%	99.869%
1361	LinkedIn	Technical Skills	Social Networking	1	20,088	1.034%	4,597	1.465%	0.431%	41.674%
1544	LogRhythm	Technical Skills	Security	1	487	0.025%	196	0.062%	0.037%	149.161%
908	Mainframe computers	Technical Skills	Hardware	2	73,689	3.793%	4,176	1.331%	-2.462%	-64.916%
124	Mainframe operating systems	Technical Skills	Business applications	8	26,991	1.389%	4,478	1.427%	0.038%	2.711%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	36,868	1.898%	5,093	1.623%	-0.275%	-14.478%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,060	0.518%	1,342	0.428%	-0.090%	-17.414%
1549	McAfee Enterprise Security	Technical Skills	Security	1	112	0.006%	73	0.023%	0.017%	303.514%
1281	Medical software	Technical Skills	Business applications	9	17,737	0.913%	4,029	1.284%	0.371%	40.628%
1452	Mesos	Technical Skills	Security	1	349	0.018%	99	0.032%	0.014%	75.616%
1517	Metadata analysis	Technical Skills	Security	1	236	0.012%	31	0.010%	-0.002%	-18.679%
1555	Micro Focus	Technical Skills	Security	1	1,033	0.053%	275	0.088%	0.034%	64.811%
1433	Micro-segmentation	Technical Skills	Security	1	108	0.006%	77	0.025%	0.019%	341.388%
115	Microsoft databases	Technical Skills	Information mgmt	5	186,732	9.612%	19,557	6.233%	-3.380%	-35.161%
119	Microsoft operating systems	Technical Skills	Business applications	4	311,698	16.045%	50,819	16.195%	0.150%	0.936%
1518	MITRE	Technical Skills	Security	1	3,934	0.203%	723	0.230%	0.028%	13.778%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,291	0.221%	583	0.186%	-0.035%	-15.887%
1581	Mobile security	Technical Skills	Security	2	1,125	0.058%	295	0.094%	0.036%	62.339%
1431	Multi-Factor Authentication	Technical Skills	Security	3	2,703	0.139%	1,284	0.409%	0.270%	194.085%
625	Multimedia	Technical Skills	Business applications	1	127,982	6.588%	2,101	0.670%	-5.919%	-89.837%
1362	MySpace	Technical Skills	Social Networking	1	695	0.036%	8	0.003%	-0.033%	-92.874%
1471	NERC	Technical Skills	Security	1	2,941	0.151%	812	0.259%	0.107%	70.929%
1548	NetWitness	Technical Skills	Security	1	429	0.022%	166	0.053%	0.031%	139.555%
1499	Network Access Control	Technical Skills	Security	2	5,559	0.286%	1,040	0.331%	0.045%	15.822%
74	Network administration	Technical Skills	Hardware	17	272,837	14.045%	90,480	28.835%	14.790%	105.307%
1282	Network Administration software	Technical Skills	Network	18	112,333	5.783%	23,886	7.612%	1.830%	31.641%
1519	Network discovery	Technical Skills	Security	1	335	0.017%	114	0.036%	0.019%	110.675%
1283	Network Hardware	Technical Skills	Network	11	72,856	3.750%	13,065	4.164%	0.413%	11.019%
1284	Network Monitoring software	Technical Skills	Network	15	45,163	2.325%	9,100	2.900%	0.575%	24.742%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,372	0.174%	359	0.114%	-0.059%	-34.089%
1122	Network security	Technical Skills	Security	1	58,977	3.036%	10,591	3.375%	0.339%	11.175%
1369	Network Security	Technical Skills	Information mgmt	1	9,286	0.478%	1,426	0.454%	-0.024%	-4.930%
1285	Network Security software	Technical Skills	Security	37	157,327	8.099%	35,233	11.228%	3.130%	38.644%
1503	Network Segmentation	Technical Skills	Network	1	730	0.038%	259	0.083%	0.045%	119.650%
1286	Network software	Technical Skills	Network	6	87,171	4.487%	65,064	20.735%	16.248%	362.085%
1287	Network Testing	Technical Skills	Network	11	33,823	1.741%	4,364	1.391%	-0.350%	-20.122%
1521	Next Generation Firewall	Technical Skills	Security	2	819	0.042%	380	0.121%	0.079%	187.246%
1458	NIST	Technical Skills	Security	1	28,363	1.460%	10,776	3.434%	1.974%	135.212%
1065	Novell network software	Technical Skills	Network	2	1,974	0.102%	87	0.028%	-0.074%	-72.715%
643	Oberon	Technical Skills	Business applications	1	195	0.010%	1	0.000%	-0.010%	-96.825%
1413	Object Oriented Design	Technical Skills	Software development	2	20,104	1.035%	1,065	0.339%	-0.695%	-67.204%
41	Object Oriented Programming	Technical Skills	Software development	5	100,164	5.156%	8,022	2.557%	-2.600%	-50.418%
1288	Office Applications	Technical Skills	Business applications	13	357,886	18.423%	75,449	24.045%	5.622%	30.516%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,200	0.628%	746	0.238%	-0.390%	-62.144%
116	Open-source databases	Technical Skills	Information mgmt	4	52,146	2.684%	7,070	2.253%	-0.431%	-16.063%
118	Open-source operating systems	Technical Skills	Business applications	8	182,500	9.395%	30,327	9.665%	0.270%	2.877%
56	Operating Systems	Technical Skills	Business applications	3	154,268	7.941%	34,172	10.890%	2.949%	37.135%
1482	Operational Technology	Technical Skills	Security	1	4,948	0.255%	1,544	0.492%	0.237%	93.184%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,382	0.071%	415	0.132%	0.061%	85.906%
117	Oracle databases	Technical Skills	Information mgmt	1	269,681	13.882%	22,054	7.028%	-6.854%	-49.372%
1529	Orchestration & Automation	Technical Skills	Security	1	251	0.013%	145	0.046%	0.033%	257.641%
1488	PaaS	Technical Skills	Security	1	6,598	0.340%	3,367	1.073%	0.733%	215.925%
1354	Palm OS	Technical Skills	Mobile Platforms	3	289	0.015%	0	0.000%	-0.015%	-100.000%
1522	Panorama	Technical Skills	Security	1	393	0.020%	176	0.056%	0.036%	177.251%
1466	Payment Card Industry	Technical Skills	Security	1	22,308	1.148%	5,461	1.740%	0.592%	51.553%
1376	Penetration Testing	Technical Skills	Information mgmt	5	75,573	3.890%	22,457	7.157%	3.267%	83.966%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,812	0.145%	1,081	0.345%	0.200%	137.993%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,038	0.156%	1,131	0.360%	0.204%	130.477%
1289	Physical Tools	Technical Skills	Hardware	1	154	0.008%	75	0.024%	0.016%	201.505%
683	Point of sale (POS)	Technical Skills	Business applications	3	10,466	0.539%	1,936	0.617%	0.078%	14.519%
1525	Policy Decision Point	Technical Skills	Security	1	612	0.032%	121	0.039%	0.007%	22.402%
1526	Policy Enforcement Point	Technical Skills	Security	1	507	0.026%	132	0.042%	0.016%	61.183%
686	Polka	Technical Skills	Business applications	1	127	0.007%	107	0.034%	0.028%	421.595%
931	Printers	Technical Skills	Hardware	4	30,731	1.582%	10,411	3.318%	1.736%	109.734%
1430	Privileged Account Management	Technical Skills	Security	2	44,009	2.265%	802	0.256%	-2.010%	-88.718%
43	Programming	Technical Skills	Software development	1	300,852	15.487%	43,299	13.799%	-1.688%	-10.900%
700	Provisioning	Technical Skills	Business applications	1	27,610	1.421%	6,427	2.048%	0.627%	44.110%
1545	QRadar	Technical Skills	Security	1	1,164	0.060%	344	0.110%	0.050%	82.961%
1531	Quality of Service	Technical Skills	Security	1	15,106	0.778%	2,497	0.796%	0.018%	2.335%
1405	Rapid Application Development	Technical Skills	Software development	2	7,257	0.374%	422	0.134%	-0.239%	-63.999%
1553	Rapid7	Technical Skills	Security	1	438	0.023%	175	0.056%	0.033%	147.353%
1258	Rate Control	Technical Skills	Technical applications	1	23	0.001%	11	0.004%	0.002%	196.086%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,156	0.729%	368	0.117%	-0.611%	-83.906%
1077	Remote control software	Technical Skills	Network	2	3,022	0.156%	636	0.203%	0.047%	30.292%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,091	0.056%	152	0.048%	-0.008%	-13.747%
1379	Risk Analysis	Technical Skills	Information mgmt	1	14,249	0.733%	3,104	0.989%	0.256%	34.862%
1262	Robotics	Technical Skills	Hardware	3	7,089	0.365%	3,091	0.985%	0.620%	169.940%
1532	Role-Based Access Control	Technical Skills	Security	3	2,612	0.134%	765	0.244%	0.109%	81.318%
1318	RSA	Technical Skills	Security	1	6,541	0.337%	876	0.279%	-0.058%	-17.089%
1489	SaaS	Technical Skills	Security	1	21,272	1.095%	7,064	2.251%	1.156%	105.587%
1429	SASE	Technical Skills	Security	2	215	0.011%	105	0.033%	0.022%	202.346%
1533	SCCM	Technical Skills	Security	1	12,639	0.651%	4,438	1.414%	0.764%	117.384%
44	SDLC	Technical Skills	Software development	7	187,455	9.650%	27,559	8.783%	-0.867%	-8.984%
1500	SecOps	Technical Skills	Security	2	3,075	0.158%	2,715	0.865%	0.707%	446.611%
1537	Secure SDLC	Technical Skills	Security	1	6,099	0.314%	220	0.070%	-0.244%	-77.669%
1132	Secure shell (SSH)	Technical Skills	Security	1	136	0.007%	32	0.010%	0.003%	45.668%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	20,459	1.053%	2,811	0.896%	-0.157%	-14.939%
1569	Secure Web Gateway	Technical Skills	Security	1	2,848	0.147%	20	0.006%	-0.140%	-95.652%
76	Security	Technical Skills	Hardware	4	1,309,819	67.425%	156,718	49.944%	-17.481%	-25.927%
1382	Security Audit	Technical Skills	Information mgmt	1	2,398	0.123%	498	0.159%	0.035%	28.568%
1315	Security Clearance	Technical Skills	Misc	2	198,532	10.220%	51,128	16.294%	6.074%	59.434%
1477	Security Frameworks	Technical Skills	Security	1	4,838	0.249%	1,723	0.549%	0.300%	120.482%
1540	Security Information and Event Management	Technical Skills	Security	1	10,865	0.559%	4,099	1.306%	0.747%	133.562%
1584	Security Information Management	Technical Skills	Security	1	2,934	0.151%	338	0.108%	-0.043%	-28.680%
1567	Security Operations Center	Technical Skills	Security	1	12,684	0.653%	5,281	1.683%	1.030%	157.759%
1381	Security Plan	Technical Skills	Information mgmt	1	3,474	0.179%	1,211	0.386%	0.207%	115.808%
1380	Security Policy	Technical Skills	Information mgmt	2	45,890	2.362%	12,772	4.070%	1.708%	72.304%
1457	Security Standards	Technical Skills	Security	1	21,448	1.104%	6,165	1.965%	0.861%	77.951%
1135	Security testing software	Technical Skills	Security	1	5,994	0.309%	1,633	0.520%	0.212%	68.664%
1550	Securonix	Technical Skills	Security	1	39	0.002%	18	0.006%	0.004%	185.734%
1538	Segmentation	Technical Skills	Security	1	4,980	0.256%	1,430	0.456%	0.199%	77.771%
60	Sharepoint Server	Technical Skills	Business applications	1	5,601	0.288%	285	0.091%	-0.197%	-68.498%
1084	Signal generators	Technical Skills	Network	1	406	0.021%	106	0.034%	0.013%	61.634%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,139	0.625%	1,303	0.415%	-0.210%	-33.547%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	38,506	1.982%	5,103	1.626%	-0.356%	-17.955%
1220	Simulation software	Technical Skills	Software development	5	23,801	1.225%	6,062	1.932%	0.707%	57.679%
1568	Single Sign-On	Technical Skills	Security	3	11,132	0.573%	2,738	0.873%	0.300%	52.270%
1558	SOAR	Technical Skills	Security	1	898	0.046%	325	0.104%	0.057%	124.058%
1475	SOC 2	Technical Skills	Security	1	2,016	0.104%	1,072	0.342%	0.238%	229.198%
1366	Social Network	Technical Skills	Social Networking	1	3,344	0.172%	535	0.170%	-0.002%	-0.953%
1358	Social Networking	Technical Skills	Social Networking	1	11,561	0.595%	334	0.106%	-0.489%	-82.114%
1534	Software Defined Network	Technical Skills	Security	2	1,568	0.081%	816	0.260%	0.179%	222.179%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	940	0.048%	769	0.245%	0.197%	406.468%
42	Software Development	Technical Skills	Software development	2	420,574	21.650%	42,653	13.593%	-8.057%	-37.214%
1291	Software Development software	Technical Skills	Software development	3	2,558	0.132%	132	0.042%	-0.090%	-68.053%
1309	Software Engineering	Technical Skills	Software development	1	237,590	12.230%	17,575	5.601%	-6.629%	-54.205%
1292	Software Installation	Technical Skills	Software development	4	198,232	10.204%	41,070	13.088%	2.884%	28.264%
1223	Software libraries	Technical Skills	Software development	1	276	0.014%	27	0.009%	-0.006%	-39.437%
1293	Software Maintenance	Technical Skills	Software development	1	7,665	0.395%	760	0.242%	-0.152%	-38.616%
1294	Software Testing	Technical Skills	Software development	14	164,234	8.454%	33,184	10.575%	2.121%	25.089%
1225	Source code management (SCM)	Technical Skills	Software development	5	41,690	2.146%	6,652	2.120%	-0.026%	-1.219%
1541	Splunk	Technical Skills	Security	1	10,681	0.550%	5,536	1.764%	1.214%	220.876%
1229	Static analysis software	Technical Skills	Software development	1	812	0.042%	156	0.050%	0.008%	18.938%
772	Statistical analysis software	Technical Skills	Business applications	26	159,332	8.202%	28,402	9.051%	0.849%	10.357%
774	Statistical software	Technical Skills	Business applications	1	57,246	2.947%	12,952	4.128%	1.181%	40.070%
1230	Stress testing software	Technical Skills	Software development	1	2,890	0.149%	407	0.130%	-0.019%	-12.813%
1547	sumo logic	Technical Skills	Security	1	177	0.009%	107	0.034%	0.025%	274.252%
122	Sun operating systems	Technical Skills	Business applications	3	50,850	2.618%	3,338	1.064%	-1.554%	-59.360%
939	Surveillance systems	Technical Skills	Hardware	5	22,254	1.146%	5,315	1.694%	0.548%	47.859%
1564	Swimlane	Technical Skills	Security	1	97	0.005%	49	0.016%	0.011%	212.736%
791	Symantec software	Technical Skills	Business applications	1	12,962	0.667%	1,236	0.394%	-0.273%	-40.966%
1355	Symbian	Technical Skills	Mobile Platforms	1	21	0.001%	1	0.000%	-0.001%	-70.520%
1310	System Administration	Technical Skills	Network	4	125,697	6.470%	25,070	7.989%	1.519%	23.476%
45	System Testing	Technical Skills	Software development	5	30,839	1.587%	6,081	1.938%	0.350%	22.075%
46	Systems Analysis	Technical Skills	Software development	8	152,590	7.855%	26,785	8.536%	0.681%	8.672%
47	Systems Design	Technical Skills	Software development	1	23,966	1.234%	4,654	1.483%	0.249%	20.222%
1233	Systems Evaluation	Technical Skills	Software development	1	648	0.033%	148	0.047%	0.014%	41.397%
1234	Systems integration	Technical Skills	Software development	8	106,801	5.498%	8,063	2.570%	-2.928%	-53.261%
75	TCP/IP	Technical Skills	Hardware	3	75,801	3.902%	10,415	3.319%	-0.583%	-14.938%
1235	Technology Design	Technical Skills	Software development	1	2,364	0.122%	446	0.142%	0.020%	16.799%
1236	Templates	Technical Skills	Software development	1	32,084	1.652%	6,798	2.166%	0.515%	31.174%
1239	Test implementation	Technical Skills	Software development	1	738	0.038%	281	0.090%	0.052%	135.724%
1302	Testing	Technical Skills	Software development	1	494,774	25.469%	95,470	30.425%	4.956%	19.458%
1435	Threat Intelligence	Technical Skills	Security	1	3,926	0.202%	1,823	0.581%	0.379%	187.468%
1561	ThreatConnect	Technical Skills	Security	1	74	0.004%	41	0.013%	0.009%	243.009%
1571	Traffic Analysis	Technical Skills	Security	1	2,638	0.136%	626	0.199%	0.064%	46.911%
1570	Traffic Capture	Technical Skills	Security	1	92	0.005%	10	0.003%	-0.002%	-32.708%
1297	Training software	Technical Skills	Business applications	3	3,130	0.161%	622	0.198%	0.037%	23.027%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,537	0.131%	195	0.062%	-0.068%	-52.415%
1360	Twitter	Technical Skills	Social Networking	1	30,272	1.558%	3,577	1.140%	-0.418%	-26.847%
1411	Unified Process	Technical Skills	Software development	1	3,432	0.177%	87	0.028%	-0.149%	-84.306%
123	UNIX operating systems	Technical Skills	Business applications	5	207,015	10.656%	15,435	4.919%	-5.738%	-53.841%
1298	UNIX Shells	Technical Skills	Business applications	4	36,626	1.885%	4,225	1.346%	-0.539%	-28.585%
1410	Use Case	Technical Skills	Software development	1	12,172	0.627%	1,673	0.533%	-0.093%	-14.908%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	73	0.004%	56	0.018%	0.014%	374.918%
1572	User Behavior Analytics	Technical Skills	Security	1	177	0.009%	102	0.033%	0.023%	256.764%
48	User-Interface Design	Technical Skills	Software development	2	103,387	5.322%	8,490	2.706%	-2.616%	-49.161%
836	Video creation and editing software	Technical Skills	Business applications	3	2,436	0.125%	380	0.121%	-0.004%	-3.426%
1574	Virtual Machine	Technical Skills	Security	1	10,088	0.519%	2,266	0.722%	0.203%	39.062%
840	Visual Color Discrimination	Technical Skills	Business applications	2	155	0.008%	115	0.037%	0.029%	359.325%
64	Visual Studio	Technical Skills	Software development	1	38,801	1.997%	3,980	1.268%	-0.729%	-36.497%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,844	0.146%	306	0.098%	-0.049%	-33.389%
77	Voice/Data Telecom	Technical Skills	Hardware	10	196,874	10.134%	21,791	6.945%	-3.190%	-31.476%
1575	Vulnerability Management	Technical Skills	Security	1	11,255	0.579%	3,993	1.273%	0.693%	119.638%
1583	Vulnerability Testing	Technical Skills	Security	1	2,130	0.110%	681	0.217%	0.107%	97.934%
1577	Web Application Firewall	Technical Skills	Security	1	1,694	0.087%	637	0.203%	0.116%	132.798%
1299	Web Application Server	Technical Skills	Business applications	8	59,667	3.071%	3,206	1.022%	-2.050%	-66.735%
1248	Web platform development software	Technical Skills	Software development	5	3,083	0.159%	44	0.014%	-0.145%	-91.164%
65	web programmer	Technical Skills	Software development	4	62,044	3.194%	1,892	0.603%	-2.591%	-81.121%
1579	Web proxy	Technical Skills	Security	1	909	0.047%	193	0.062%	0.015%	31.446%
58	Web servers	Technical Skills	Business applications	6	95,267	4.904%	8,514	2.713%	-2.191%	-44.672%
49	Web-based Application Development	Technical Skills	Software development	2	60,631	3.121%	5,399	1.721%	-1.400%	-44.872%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,389	0.226%	119	0.038%	-0.188%	-83.214%
1102	Wireless	Technical Skills	Network	5	64,402	3.315%	12,077	3.849%	0.534%	16.095%
1363	YouTube	Technical Skills	Social Networking	2	3,502	0.180%	1,894	0.604%	0.423%	234.825%
1524	Zero Trust	Technical Skills	Security	1	262	0.013%	190	0.061%	0.047%	348.958%
79	.NET	Programming Skills	Current	1	160,472	8.261%	10,784	3.437%	-4.824%	-58.396%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	46	0.002%	1	0.000%	-0.002%	-86.542%
209	A programming language (APL)	Programming Skills	Legacy	2	2,323	0.120%	445	0.142%	0.022%	18.594%
99	Ada	Programming Skills	Legacy	1	12,148	0.625%	5,390	1.718%	1.092%	174.687%
80	AJAX	Programming Skills	Current	1	51,137	2.632%	2,076	0.662%	-1.971%	-74.867%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	67	0.003%	13	0.004%	0.001%	20.122%
192	Apple AppleScript	Programming Skills	Current	1	182	0.009%	26	0.008%	-0.001%	-11.559%
81	ASP	Programming Skills	Current	2	86,984	4.478%	6,834	2.178%	-2.300%	-51.360%
108	Assembly	Programming Skills	Legacy	2	1,792	0.092%	107	0.034%	-0.058%	-63.034%
211	AWK	Programming Skills	Legacy	1	1,721	0.089%	113	0.036%	-0.053%	-59.351%
212	B	Programming Skills	Legacy	1	56,240	2.895%	36,500	11.632%	8.737%	301.792%
83	C#	Programming Skills	Current	2	140,688	7.242%	11,177	3.562%	-3.680%	-50.816%
82	C/C++	Programming Skills	Current	3	226,685	11.669%	71,214	22.695%	11.026%	94.490%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	83,288	4.287%	10,527	3.355%	-0.933%	-21.752%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	513	0.026%	30	0.010%	-0.017%	-63.796%
84	CGI	Programming Skills	Current	2	15,213	0.783%	1,221	0.389%	-0.394%	-50.312%
217	Clipper	Programming Skills	Legacy	1	154	0.008%	6	0.002%	-0.006%	-75.880%
218	CLU	Programming Skills	Legacy	1	187	0.010%	21	0.007%	-0.003%	-30.477%
100	Cobol	Programming Skills	Legacy	1	11,674	0.601%	1,131	0.360%	-0.241%	-40.021%
85	ColdFusion	Programming Skills	Current	2	8,213	0.423%	474	0.151%	-0.272%	-64.270%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	185	0.010%	36	0.011%	0.002%	20.472%
195	Component object model (COM)	Programming Skills	Current	1	57	0.003%	1	0.000%	-0.003%	-89.139%
125	Database programming	Programming Skills	Current	3	23,860	1.228%	1,733	0.552%	-0.676%	-55.034%
1501	DevOps	Programming Skills	Misc	1	20,652	1.063%	13,448	4.286%	3.223%	303.134%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,017	0.052%	24	0.008%	-0.045%	-85.390%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,837	0.249%	233	0.074%	-0.175%	-70.178%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,504	0.129%	306	0.098%	-0.031%	-24.344%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,555	0.492%	423	0.135%	-0.357%	-72.593%
109	Forth	Programming Skills	Legacy	1	10,786	0.555%	4,292	1.368%	0.813%	146.350%
102	Fortran	Programming Skills	Legacy	1	1,387	0.071%	286	0.091%	0.020%	27.657%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	231,531	11.918%	19,154	6.104%	-5.814%	-48.784%
222	J	Programming Skills	Legacy	1	7,805	0.402%	1,515	0.483%	0.081%	20.169%
87	Java/J2EE/J2P	Programming Skills	Current	4	263,222	13.550%	26,103	8.319%	-5.231%	-38.607%
97	JavaScript	Programming Skills	Current	3	125,992	6.486%	17,350	5.529%	-0.956%	-14.747%
89	JavaServer Faces	Programming Skills	Current	3	9,852	0.507%	718	0.229%	-0.278%	-54.882%
88	JavaServer Pages	Programming Skills	Current	3	37,377	1.924%	1,958	0.624%	-1.300%	-67.569%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,403	0.484%	815	0.260%	-0.224%	-46.341%
126	LAMP	Programming Skills	Current	1	10,527	0.542%	342	0.109%	-0.433%	-79.887%
104	Lisp	Programming Skills	Legacy	1	568	0.029%	47	0.015%	-0.014%	-48.773%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	921	0.047%	288	0.092%	0.044%	93.592%
201	Microsoft ActiveX	Programming Skills	Current	1	1,013	0.052%	14	0.004%	-0.048%	-91.444%
107	Pascal	Programming Skills	Legacy	1	457	0.024%	27	0.009%	-0.015%	-63.424%
90	Perl	Programming Skills	Current	1	62,448	3.215%	6,117	1.949%	-1.265%	-39.358%
91	PHP	Programming Skills	Current	1	42,581	2.192%	4,892	1.559%	-0.633%	-28.875%
103	PL/1	Programming Skills	Legacy	3	343	0.018%	122	0.039%	0.021%	120.201%
105	Prolog	Programming Skills	Legacy	1	775	0.040%	57	0.018%	-0.022%	-54.467%
95	Python	Programming Skills	Current	1	59,779	3.077%	21,734	6.926%	3.849%	125.084%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,305	0.788%	147	0.047%	-0.741%	-94.054%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	21,529	1.108%	3,523	1.123%	0.014%	1.308%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	303	0.016%	50	0.016%	0.000%	2.160%
206	Scripting languages	Programming Skills	Current	1	21,940	1.129%	5,136	1.637%	0.507%	44.925%
101	Smalltalk	Programming Skills	Legacy	1	189	0.010%	6	0.002%	-0.008%	-80.346%
92	SQL	Programming Skills	Current	3	415,741	21.401%	47,819	15.239%	-6.162%	-28.792%
110	TCL	Programming Skills	Legacy	1	2,351	0.121%	274	0.087%	-0.034%	-27.847%
98	Unified Modeling Language	Programming Skills	Current	2	30,282	1.559%	1,523	0.485%	-1.073%	-68.864%
93	Visual Basic	Programming Skills	Current	6	80,427	4.140%	6,525	2.079%	-2.061%	-49.774%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,397	0.432%	570	0.182%	-0.251%	-57.975%
94	XML	Programming Skills	Current	2	125,668	6.469%	8,857	2.823%	-3.646%	-56.367%
1342	Computer Science	Majors	Computer Science	2	645,320	33.219%	118,978	37.917%	4.698%	14.142%
1344	Information Technology	Majors	Information Technology	3	1,806,687	93.002%	281,360	89.666%	-3.337%	-3.588%
1343	Management Information Systems	Majors	Management Information Systems	9	405,668	20.882%	83,343	26.560%	5.678%	27.190%

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