
	DOGS-IT.org Skill Frequencies: April, 2007 through 2019-02-22

All Degrees

All Degree Programs	2019-02-22	Jobs Found:	4,389,420	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	13,344	0.304%	2,397	0.711%	0.407%	134.007%
2	Attention to Details	Soft Skills	Problem-solving skills	1	15,923	0.363%	1,637	0.486%	0.123%	33.928%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	25,732	0.586%	2,970	0.881%	0.295%	50.359%
231	Cooperation	Soft Skills	Interpersonal skills	1	33,746	0.769%	3,699	1.098%	0.329%	42.794%
3	Creativity	Soft Skills	Problem-solving skills	4	137,631	3.136%	17,367	5.154%	2.019%	64.382%
4	Critical thinking	Soft Skills	Problem-solving skills	3	62,136	1.416%	11,687	3.469%	2.053%	145.023%
1300	Flexibility	Soft Skills	Work ethic	1	195,712	4.459%	17,857	5.300%	0.841%	18.861%
232	Independence	Soft Skills	Interpersonal skills	1	23,077	0.526%	3,334	0.989%	0.464%	88.206%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	540,108	12.305%	57,218	16.981%	4.677%	38.006%
256	Innovation	Soft Skills	Problem-solving skills	1	328,762	7.490%	51,077	15.159%	7.669%	102.391%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	430,907	9.817%	54,678	16.228%	6.411%	65.301%
1422	Internship	Soft Skills	Work ethic	3	98,908	2.253%	13,830	4.105%	1.851%	82.154%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,609	0.059%	509	0.151%	0.092%	154.150%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	298,341	6.797%	39,328	11.672%	4.875%	71.726%
10	Leadership	Soft Skills	Interpersonal skills	1	901,507	20.538%	91,010	27.010%	6.472%	31.512%
258	Learning	Soft Skills	Problem-solving skills	1	384,606	8.762%	56,350	16.724%	7.962%	90.864%
1	Learning Ability	Soft Skills	Problem-solving skills	3	78,461	1.788%	9,893	2.936%	1.149%	64.256%
236	Listening	Soft Skills	Language skills	1	97,363	2.218%	8,416	2.498%	0.280%	12.605%
260	Mathematics	Soft Skills	Problem-solving skills	3	241,767	5.508%	32,441	9.628%	4.120%	74.801%
261	Memorization	Soft Skills	Problem-solving skills	2	274	0.006%	116	0.034%	0.028%	451.511%
18	Negotiation Skills	Soft Skills	Language skills	1	37,437	0.853%	3,163	0.939%	0.086%	10.064%
262	Optimization	Soft Skills	Problem-solving skills	1	218,977	4.989%	21,177	6.285%	1.296%	25.983%
19	Oral Communications	Soft Skills	Language skills	5	71,671	1.633%	8,330	2.472%	0.839%	51.408%
273	Persistence	Soft Skills	Work ethic	1	16,299	0.371%	1,524	0.452%	0.081%	21.807%
239	Persuasion	Soft Skills	Language skills	1	6,834	0.156%	1,026	0.304%	0.149%	95.578%
1301	Physical Skill	Soft Skills	Work ethic	2	5,905	0.135%	2,035	0.604%	0.469%	348.943%
240	Presentations	Soft Skills	Language skills	1	209,608	4.775%	23,735	7.044%	2.269%	47.512%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	782,071	17.817%	75,529	22.416%	4.599%	25.810%
20	Questioning skills	Soft Skills	Language skills	1	1,278	0.029%	148	0.044%	0.015%	50.861%
241	Reading Comprehension	Soft Skills	Language skills	1	1,322	0.030%	341	0.101%	0.071%	236.024%
6	Research skills	Soft Skills	Problem-solving skills	1	7,644	0.174%	964	0.286%	0.112%	64.287%
15	Responsibility	Soft Skills	Work ethic	2	408,871	9.315%	41,233	12.237%	2.922%	31.373%
234	Self Control	Soft Skills	Interpersonal skills	1	492	0.011%	79	0.023%	0.012%	109.175%
11	Self-esteem	Soft Skills	Interpersonal skills	1	584	0.013%	335	0.099%	0.086%	647.272%
16	Self-management	Soft Skills	Work ethic	1	5,193	0.118%	678	0.201%	0.083%	70.082%
250	Stress Tolerance	Soft Skills	Physical skills	1	796	0.018%	190	0.056%	0.038%	210.948%
12	Teamwork	Soft Skills	Interpersonal skills	1	183,362	4.177%	21,346	6.335%	2.158%	51.654%
17	Time Management	Soft Skills	Work ethic	2	152,112	3.465%	16,683	4.951%	1.486%	42.875%
268	Visualization	Soft Skills	Problem-solving skills	1	52,558	1.197%	11,881	3.526%	2.329%	194.484%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,384	0.054%	352	0.104%	0.050%	92.346%
21	Written Communications	Soft Skills	Language skills	5	655,474	14.933%	58,503	17.363%	2.430%	16.270%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	344,311	7.844%	45,222	13.421%	5.577%	71.098%
172	Account management	Business Skills	Management skills	1	45,567	1.038%	3,881	1.152%	0.114%	10.953%
22	Accounting	Business Skills	Business processes	4	507,789	11.568%	27,512	8.165%	-3.403%	-29.419%
1263	Accounting software	Business Skills	Business processes	7	61,928	1.411%	3,768	1.118%	-0.293%	-20.737%
174	Administration	Business Skills	Management skills	3	1,068,112	24.334%	74,739	22.181%	-2.152%	-8.846%
1313	Analyst	Business Skills	Project management	1	740,529	16.871%	56,530	16.777%	-0.094%	-0.555%
175	Application management	Business Skills	Management skills	5	302,859	6.900%	22,838	6.778%	-0.122%	-1.765%
150	Asset management	Business Skills	Business processes	1	59,308	1.351%	6,113	1.814%	0.463%	34.273%
151	Auditing	Business Skills	Business processes	5	262,953	5.991%	23,834	7.074%	1.083%	18.077%
1264	Auditing software	Business Skills	Business processes	1	221	0.005%	7	0.002%	-0.003%	-58.738%
152	Billing	Business Skills	Business processes	1	116,117	2.645%	7,225	2.144%	-0.501%	-18.943%
153	Bills of Lading	Business Skills	Business processes	1	118	0.003%	26	0.008%	0.005%	187.037%
1314	Business Analyst	Business Skills	Project management	1	272,786	6.215%	14,001	4.155%	-2.059%	-33.137%
35	Business Intelligence	Business Skills	Strategy skills	1	182,475	4.157%	12,753	3.785%	-0.372%	-8.955%
155	Business performance management (BPM)	Business Skills	Business processes	2	26,496	0.604%	1,442	0.428%	-0.176%	-29.102%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	60,923	1.388%	1,491	0.443%	-0.945%	-68.118%
36	Business Strategy	Business Skills	Strategy skills	3	820,608	18.695%	87,716	26.033%	7.338%	39.248%
182	Calendar and scheduling	Business Skills	Project management	3	173,086	3.943%	16,044	4.762%	0.818%	20.753%
156	Capacity planning	Business Skills	Business processes	1	85,205	1.941%	4,403	1.307%	-0.634%	-32.682%
28	Change Management	Business Skills	Management skills	1	172,169	3.922%	16,614	4.931%	1.008%	25.709%
183	Content workflow	Business Skills	Project management	1	169	0.004%	8	0.002%	-0.001%	-38.333%
24	Contracting and legal	Business Skills	Business processes	2	299,568	6.825%	28,751	8.533%	1.708%	25.027%
176	Coordination	Business Skills	Management skills	1	209,916	4.782%	24,591	7.298%	2.516%	52.608%
157	Cost accounting	Business Skills	Business processes	1	6,738	0.154%	624	0.185%	0.032%	20.643%
158	Cost estimation	Business Skills	Business processes	1	3,338	0.076%	257	0.076%	0.000%	0.298%
1312	Customer Support	Business Skills	Business processes	6	850,233	19.370%	67,740	20.104%	0.734%	3.790%
1339	Education	Business Skills	Industry Segment	1	42,097	0.959%	7,155	2.123%	1.164%	121.414%
1333	Energy	Business Skills	Industry Segment	1	215,834	4.917%	21,481	6.375%	1.458%	29.653%
1340	Entertainment	Business Skills	Industry Segment	1	230,797	5.258%	7,773	2.307%	-2.951%	-56.126%
1319	Environmental	Business Skills	Environmental	16	180,781	4.119%	16,097	4.777%	0.659%	15.995%
1320	Environmental Strategy	Business Skills	Environmental	9	34,351	0.783%	10,319	3.063%	2.280%	291.332%
161	Financial	Business Skills	Business processes	2	1,074,927	24.489%	83,986	24.926%	0.437%	1.783%
1275	Financial Analysis software	Business Skills	Business processes	8	5,243	0.119%	428	0.127%	0.008%	6.343%
1332	Health Care	Business Skills	Industry Segment	2	713,432	16.253%	50,080	14.863%	-1.391%	-8.555%
177	Human resources	Business Skills	Management skills	2	341,763	7.786%	21,179	6.286%	-1.500%	-19.271%
1336	Insurance	Business Skills	Industry Segment	1	24,728	0.563%	1,829	0.543%	-0.021%	-3.646%
1316	Managing/Supervision	Business Skills	Management skills	5	1,744,662	39.747%	129,056	38.302%	-1.445%	-3.636%
1334	Manufacturing	Business Skills	Industry Segment	2	375,552	8.556%	25,440	7.550%	-1.006%	-11.754%
26	Marketing	Business Skills	Business processes	1	546,381	12.448%	33,334	9.893%	-2.555%	-20.524%
185	Monitoring	Business Skills	Project management	1	492,131	11.212%	50,529	14.996%	3.784%	33.754%
179	Negotiation	Business Skills	Management skills	1	148,595	3.385%	13,646	4.050%	0.665%	19.632%
163	Operation and Control	Business Skills	Business processes	2	2,832	0.065%	720	0.214%	0.149%	231.197%
29	Outsourcing Management	Business Skills	Management skills	3	154,166	3.512%	3,269	0.970%	-2.542%	-72.377%
167	Procurement	Business Skills	Business processes	1	123,592	2.816%	9,721	2.885%	0.069%	2.463%
1290	Project Management software	Business Skills	Project management	3	116,591	2.656%	6,047	1.795%	-0.862%	-32.435%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	761,277	17.343%	60,069	17.827%	0.484%	2.791%
168	Quality	Business Skills	Business processes	1	1,285,715	29.291%	121,644	36.102%	6.811%	23.252%
1337	Real Estate	Business Skills	Industry Segment	2	190,326	4.336%	3,884	1.153%	-3.183%	-73.416%
1335	Retail	Business Skills	Industry Segment	2	847,183	19.301%	47,225	14.016%	-5.285%	-27.382%
34	Risk Management	Business Skills	Project management	1	135,370	3.084%	18,624	5.527%	2.443%	79.224%
169	Service Orientation	Business Skills	Business processes	1	31,099	0.708%	3,189	0.946%	0.238%	33.584%
27	Supply Chain Management	Business Skills	Business processes	3	161,855	3.687%	12,145	3.604%	-0.083%	-2.250%
1295	Supply Chain Management software	Business Skills	Business processes	4	8,391	0.191%	559	0.166%	-0.025%	-13.215%
178	Teaching	Business Skills	Management skills	7	293,979	6.697%	18,393	5.459%	-1.239%	-18.495%
190	Timekeeping	Business Skills	Project management	3	117,865	2.685%	6,724	1.996%	-0.690%	-25.683%
1296	Timekeeping software	Business Skills	Project management	1	5,184	0.118%	683	0.203%	0.085%	71.634%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,756	0.108%	244	0.072%	-0.036%	-33.166%
180	Troubleshooting	Business Skills	Management skills	1	556,411	12.676%	48,216	14.310%	1.634%	12.887%
181	Verification	Business Skills	Management skills	1	273,484	6.231%	18,637	5.531%	-0.699%	-11.225%
1338	Waste Management	Business Skills	Industry Segment	1	4,494	0.102%	218	0.065%	-0.038%	-36.807%
191	Workflow	Business Skills	Project management	1	188,404	4.292%	16,884	5.011%	0.719%	16.743%
31	Working Globally	Business Skills	Management skills	3	24,012	0.547%	584	0.173%	-0.374%	-68.317%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,998	0.182%	785	0.233%	0.051%	27.860%
51	4GL	Technical Skills	Software development	3	5,989	0.136%	284	0.084%	-0.052%	-38.225%
987	Access servers & software	Technical Skills	Network	10	134,431	3.063%	10,118	3.003%	-0.060%	-1.951%
38	Agile Development Methods	Technical Skills	Software development	13	270,492	6.162%	35,291	10.474%	4.311%	69.964%
304	Algorithmic software	Technical Skills	Business applications	1	112	0.003%	2	0.001%	-0.002%	-76.737%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,727	0.108%	474	0.141%	0.033%	30.629%
1352	Android	Technical Skills	Mobile Platforms	3	77,666	1.769%	9,893	2.936%	1.167%	65.937%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	56,248	1.281%	4,252	1.262%	-0.020%	-1.523%
120	Apple operating systems	Technical Skills	Business applications	6	116,498	2.654%	12,754	3.785%	1.131%	42.618%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	43,134	0.983%	715	0.212%	-0.770%	-78.406%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	84,677	1.929%	23,580	6.998%	5.069%	262.765%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	183	0.004%	23	0.007%	0.003%	63.728%
1265	Backup & Recovery	Technical Skills	Technical applications	16	332,992	7.586%	21,950	6.514%	-1.072%	-14.129%
1386	Biometric	Technical Skills	Information mgmt	2	11,298	0.257%	887	0.263%	0.006%	2.275%
1353	Blackberry	Technical Skills	Mobile Platforms	2	32,663	0.744%	554	0.164%	-0.580%	-77.905%
336	Borland Delphi	Technical Skills	Business applications	1	6,292	0.143%	262	0.078%	-0.066%	-45.755%
337	Borland JBuilder	Technical Skills	Business applications	1	4,135	0.094%	32	0.009%	-0.085%	-89.919%
338	Borland Paradox	Technical Skills	Business applications	1	377	0.009%	29	0.009%	0.000%	0.208%
72	Business Continuity Planning	Technical Skills	Hardware	2	72,516	1.652%	4,487	1.332%	-0.320%	-19.394%
352	Cadence Opus	Technical Skills	Business applications	1	2,112	0.048%	111	0.033%	-0.015%	-31.534%
868	Calculators	Technical Skills	Hardware	1	3,920	0.089%	299	0.089%	-0.001%	-0.635%
39	CASE Tools	Technical Skills	Software development	1	228,652	5.209%	17,875	5.305%	0.096%	1.840%
367	Categorization or classification software	Technical Skills	Business applications	1	17,648	0.402%	1,311	0.389%	-0.013%	-3.227%
112	Certification	Technical Skills	Misc	3	814,435	18.555%	79,526	23.602%	5.048%	27.204%
78	Cisco	Technical Skills	Hardware	1	336,359	7.663%	14,790	4.389%	-3.274%	-42.719%
1009	Cisco Systems IOS	Technical Skills	Network	1	81,142	1.849%	9,737	2.890%	1.041%	56.324%
40	Client-Server	Technical Skills	Software development	1	91,513	2.085%	2,352	0.698%	-1.387%	-66.519%
1011	Cluster server software	Technical Skills	Network	8	66,926	1.525%	4,457	1.323%	-0.202%	-13.245%
1147	CMAKE	Technical Skills	Software development	1	925	0.021%	266	0.079%	0.058%	274.616%
1151	Compatibility testing	Technical Skills	Software development	1	1,992	0.045%	112	0.033%	-0.012%	-26.755%
1152	Compilers	Technical Skills	Software development	5	43,077	0.981%	5,057	1.501%	0.519%	52.931%
1255	Compliance software	Technical Skills	Technical applications	3	24,594	0.560%	2,605	0.773%	0.213%	37.983%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	77,878	1.774%	4,363	1.295%	-0.479%	-27.018%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	7,029	0.160%	537	0.159%	-0.001%	-0.476%
875	Computer diagnostics	Technical Skills	Hardware	5	181,194	4.128%	19,034	5.649%	1.521%	36.846%
1107	Computer forensics	Technical Skills	Security	1	9,792	0.223%	741	0.220%	-0.003%	-1.419%
1266	Computer Hardware	Technical Skills	Hardware	15	101,704	2.317%	11,200	3.324%	1.007%	43.459%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,262	0.849%	229	0.068%	-0.781%	-91.994%
1015	Computer servers	Technical Skills	Network	6	388,965	8.861%	24,263	7.201%	-1.661%	-18.739%
1267	Computer Utilities	Technical Skills	Misc	1	2,714	0.062%	387	0.115%	0.053%	85.758%
59	Content Manager	Technical Skills	Business applications	1	4,284	0.098%	152	0.045%	-0.052%	-53.779%
1396	Continuous Improvement	Technical Skills	Software development	1	84,277	1.920%	16,550	4.912%	2.992%	155.821%
878	Controllers	Technical Skills	Hardware	3	28,069	0.639%	3,133	0.930%	0.290%	45.405%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	5,171	0.118%	485	0.144%	0.026%	22.184%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	16,099	0.367%	535	0.159%	-0.208%	-56.709%
53	Customer Relationship Management	Technical Skills	Business applications	9	251,345	5.726%	14,825	4.400%	-1.326%	-23.163%
1368	Cyber Security	Technical Skills	Information mgmt	3	81,419	1.855%	21,423	6.358%	4.503%	242.769%
953	Data acquisition systems	Technical Skills	Information mgmt	1	21,717	0.495%	2,330	0.692%	0.197%	39.766%
955	Data compression software	Technical Skills	Information mgmt	1	13,446	0.306%	768	0.228%	-0.078%	-25.593%
956	Data conversion software	Technical Skills	Information mgmt	1	19,106	0.435%	1,061	0.315%	-0.120%	-27.658%
958	Data dictionary	Technical Skills	Information mgmt	1	11,093	0.253%	614	0.182%	-0.070%	-27.895%
959	Data entry	Technical Skills	Information mgmt	1	191,641	4.366%	3,103	0.921%	-3.445%	-78.907%
962	Data mapping	Technical Skills	Information mgmt	1	21,579	0.492%	1,535	0.456%	-0.036%	-7.333%
67	Data Mining	Technical Skills	Information mgmt	5	112,436	2.562%	8,460	2.511%	-0.051%	-1.981%
963	Data modeling	Technical Skills	Information mgmt	1	131,311	2.992%	7,877	2.338%	-0.654%	-21.854%
68	Data Warehousing	Technical Skills	Information mgmt	2	202,799	4.620%	11,421	3.390%	-1.231%	-26.636%
69	Database Administration	Technical Skills	Information mgmt	12	261,367	5.954%	13,220	3.923%	-2.031%	-34.109%
969	Database design software	Technical Skills	Information mgmt	15	210,300	4.791%	10,314	3.061%	-1.730%	-36.110%
1268	Database Reporting	Technical Skills	Information mgmt	3	61,999	1.412%	2,015	0.598%	-0.814%	-57.661%
1269	Database Security	Technical Skills	Information mgmt	2	714	0.016%	70	0.021%	0.005%	27.716%
1373	Database Security	Technical Skills	Information mgmt	1	1,002	0.023%	117	0.035%	0.012%	52.113%
1270	Database Servers	Technical Skills	Information mgmt	3	51,546	1.174%	1,105	0.328%	-0.846%	-72.074%
1271	Database Testing	Technical Skills	Information mgmt	1	3,606	0.082%	240	0.071%	-0.011%	-13.297%
1160	Debugging	Technical Skills	Software development	7	287,432	6.548%	23,471	6.966%	0.418%	6.376%
1385	Decryption	Technical Skills	Information mgmt	2	1,447	0.033%	127	0.038%	0.005%	14.336%
418	Desktop publishing software	Technical Skills	Business applications	13	62,735	1.429%	9,962	2.957%	1.527%	106.863%
1272	Development Environment	Technical Skills	Software development	13	192,606	4.388%	13,186	3.913%	-0.475%	-10.815%
1273	Digital Imaging	Technical Skills	Hardware	1	2,126	0.048%	61	0.018%	-0.030%	-62.622%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	12,121	0.276%	1,098	0.326%	0.050%	18.008%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	11,702	0.267%	730	0.217%	-0.050%	-18.734%
1307	Doctor of Philosophy	Technical Skills	Misc	3	195,748	4.460%	19,324	5.735%	1.276%	28.602%
973	Document management software	Technical Skills	Information mgmt	4	39,135	0.892%	3,489	1.035%	0.144%	16.140%
1020	Domain name system (DNS)	Technical Skills	Network	3	131,248	2.990%	9,332	2.770%	-0.221%	-7.375%
61	Dreamweaver	Technical Skills	Software development	1	20,239	0.461%	391	0.116%	-0.345%	-74.833%
54	DSS/GDSS	Technical Skills	Business applications	5	50,966	1.161%	3,002	0.891%	-0.270%	-23.268%
425	Dynamic modeling software	Technical Skills	Business applications	1	163	0.004%	25	0.007%	0.004%	99.802%
62	Eclipse	Technical Skills	Software development	1	81,011	1.846%	3,588	1.065%	-0.781%	-42.303%
1308	Electronic Commerce	Technical Skills	Business applications	2	183,484	4.180%	8,784	2.607%	-1.573%	-37.635%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	36,368	0.829%	1,857	0.551%	-0.277%	-33.482%
1023	Electronic mail software	Technical Skills	Network	8	66,117	1.506%	4,917	1.459%	-0.047%	-3.120%
1384	Encryption	Technical Skills	Information mgmt	1	264	0.006%	75	0.022%	0.016%	270.087%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	205,003	4.670%	12,735	3.780%	-0.891%	-19.074%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	243,645	5.551%	14,263	4.233%	-1.318%	-23.739%
1321	Environmental Certification	Technical Skills	Environmental	1	450	0.010%	120	0.036%	0.025%	247.389%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,389	0.032%	21	0.006%	-0.025%	-80.305%
1329	Environmental Energy	Technical Skills	Environmental	21	15,667	0.357%	2,648	0.786%	0.429%	120.181%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	14,793	0.337%	1,678	0.498%	0.161%	47.769%
1327	Environmental Pollution	Technical Skills	Environmental	21	43,759	0.997%	2,276	0.675%	-0.321%	-32.243%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	7,253	0.165%	1,113	0.330%	0.165%	99.905%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,505	0.057%	444	0.132%	0.075%	130.899%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	52,389	1.194%	1,537	0.456%	-0.737%	-61.781%
1331	Environmental Science	Technical Skills	Environmental	2	1,567	0.036%	64	0.019%	-0.017%	-46.794%
1322	Environmental Technology	Technical Skills	Environmental	2	824	0.019%	148	0.044%	0.025%	133.981%
461	Expert system software	Technical Skills	Business applications	1	1,540	0.035%	136	0.040%	0.005%	15.044%
1359	Facebook	Technical Skills	Social Networking	1	527,237	12.012%	8,117	2.409%	-9.603%	-79.944%
463	Facilities management software	Technical Skills	Business applications	4	13,673	0.311%	1,547	0.459%	0.148%	47.392%
468	Flight control software	Technical Skills	Business applications	1	1,254	0.029%	180	0.053%	0.025%	86.991%
469	Flowchart software	Technical Skills	Business applications	5	12,605	0.287%	803	0.238%	-0.049%	-17.011%
1367	Forensic	Technical Skills	Information mgmt	2	71,676	1.633%	4,695	1.393%	-0.240%	-14.669%
1112	Fraud Detection	Technical Skills	Security	1	23,366	0.532%	3,452	1.024%	0.492%	92.457%
63	FrontPage	Technical Skills	Software development	1	3,305	0.075%	27	0.008%	-0.067%	-89.358%
475	Fund accounting software	Technical Skills	Business applications	1	2,001	0.046%	175	0.052%	0.006%	13.930%
1260	Gaming	Technical Skills	Misc	2	93,433	2.129%	8,744	2.595%	0.466%	21.915%
113	Generic databases	Technical Skills	Information mgmt	2	621,306	14.155%	47,458	14.085%	-0.070%	-0.494%
1365	Google Apps	Technical Skills	Business applications	4	14,250	0.325%	1,075	0.319%	-0.006%	-1.726%
1364	Google Plus	Technical Skills	Social Networking	1	1,461	0.033%	153	0.045%	0.012%	36.423%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	253,818	5.782%	17,756	5.270%	-0.513%	-8.868%
484	Graphic software	Technical Skills	Business applications	16	348,223	7.933%	23,336	6.926%	-1.007%	-12.700%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	72,898	1.661%	2,626	0.779%	-0.881%	-53.073%
1323	Green IT	Technical Skills	Environmental	9	11,963	0.273%	1,222	0.363%	0.090%	33.069%
893	Guidance systems	Technical Skills	Hardware	1	185	0.004%	16	0.005%	0.001%	12.667%
1371	Hacking	Technical Skills	Information mgmt	5	20,790	0.474%	2,866	0.851%	0.377%	79.584%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,247	0.028%	243	0.072%	0.044%	153.856%
1277	Hardware Design	Technical Skills	Hardware	20	32,196	0.733%	4,095	1.215%	0.482%	65.691%
1278	Hardware Testing	Technical Skills	Hardware	4	10,698	0.244%	937	0.278%	0.034%	14.100%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	2,083	0.047%	505	0.150%	0.102%	215.827%
492	Helpdesk or call center	Technical Skills	Business applications	2	245,314	5.589%	14,170	4.205%	-1.383%	-24.752%
1377	Homeland Security	Technical Skills	Information mgmt	1	110,791	2.524%	4,969	1.475%	-1.049%	-41.573%
114	IBM databases	Technical Skills	Information mgmt	2	105,209	2.397%	3,490	1.036%	-1.361%	-56.787%
121	IBM operating systems	Technical Skills	Business applications	4	82,174	1.872%	1,848	0.548%	-1.324%	-70.704%
898	Image capture devices	Technical Skills	Hardware	9	20,489	0.467%	2,621	0.778%	0.311%	66.645%
524	Industrial control software	Technical Skills	Business applications	3	17,288	0.394%	2,412	0.716%	0.322%	81.752%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	59,271	1.350%	5,318	1.578%	0.228%	16.883%
1375	Information Security	Technical Skills	Information mgmt	3	172,089	3.921%	21,227	6.300%	2.379%	60.688%
899	Infrared	Technical Skills	Hardware	1	5,390	0.123%	435	0.129%	0.006%	5.135%
1180	Installation	Technical Skills	Software development	1	354,407	8.074%	25,564	7.587%	-0.487%	-6.033%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,380	0.031%	121	0.036%	0.004%	14.223%
536	Internet browser software	Technical Skills	Business applications	4	24,952	0.568%	1,728	0.513%	-0.056%	-9.784%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	44,975	1.025%	3,440	1.021%	-0.004%	-0.360%
541	Inventory management software	Technical Skills	Business applications	3	22,195	0.506%	2,799	0.831%	0.325%	64.284%
1414	ISO 9000	Technical Skills	Software development	1	6,433	0.147%	210	0.062%	-0.084%	-57.474%
73	IT Architecture/Standards	Technical Skills	Hardware	2	34,628	0.789%	2,507	0.744%	-0.045%	-5.687%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,456	0.033%	9	0.003%	-0.030%	-91.948%
1035	Kernel	Technical Skills	Network	1	39,047	0.890%	2,271	0.674%	-0.216%	-24.234%
907	Lasers	Technical Skills	Hardware	1	1,297	0.030%	254	0.075%	0.046%	155.118%
1038	License management software	Technical Skills	Network	1	2,929	0.067%	348	0.103%	0.037%	54.777%
1361	LinkedIn	Technical Skills	Social Networking	1	39,454	0.899%	5,690	1.689%	0.790%	87.875%
908	Mainframe computers	Technical Skills	Hardware	2	127,155	2.897%	3,818	1.133%	-1.764%	-60.884%
124	Mainframe operating systems	Technical Skills	Business applications	8	57,479	1.309%	3,656	1.085%	-0.224%	-17.140%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	92,572	2.109%	4,652	1.381%	-0.728%	-34.535%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	21,607	0.492%	1,268	0.376%	-0.116%	-23.551%
1281	Medical software	Technical Skills	Business applications	9	31,756	0.723%	4,031	1.196%	0.473%	65.361%
115	Microsoft databases	Technical Skills	Information mgmt	5	582,318	13.266%	27,146	8.056%	-5.210%	-39.272%
119	Microsoft operating systems	Technical Skills	Business applications	4	831,691	18.948%	48,390	14.361%	-4.586%	-24.205%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	21,920	0.499%	1,572	0.467%	-0.033%	-6.576%
625	Multimedia	Technical Skills	Business applications	1	148,447	3.382%	2,093	0.621%	-2.761%	-81.633%
1362	MySpace	Technical Skills	Social Networking	1	5,216	0.119%	46	0.014%	-0.105%	-88.511%
74	Network administration	Technical Skills	Hardware	17	456,327	10.396%	30,296	8.991%	-1.405%	-13.512%
1282	Network Administration software	Technical Skills	Network	18	217,136	4.947%	17,317	5.139%	0.193%	3.893%
1283	Network Hardware	Technical Skills	Network	11	160,396	3.654%	9,950	2.953%	-0.701%	-19.188%
1284	Network Monitoring software	Technical Skills	Network	15	109,708	2.499%	8,379	2.487%	-0.013%	-0.505%
1059	Network operation system software (NOS)	Technical Skills	Network	2	5,178	0.118%	264	0.078%	-0.040%	-33.582%
1122	Network security	Technical Skills	Security	1	134,061	3.054%	8,284	2.459%	-0.596%	-19.502%
1369	Network Security	Technical Skills	Information mgmt	1	25,236	0.575%	1,477	0.438%	-0.137%	-23.756%
1285	Network Security software	Technical Skills	Security	36	309,494	7.051%	29,160	8.654%	1.603%	22.739%
1286	Network software	Technical Skills	Network	6	69,757	1.589%	4,009	1.190%	-0.399%	-25.132%
1287	Network Testing	Technical Skills	Network	11	70,947	1.616%	4,088	1.213%	-0.403%	-24.937%
1065	Novell network software	Technical Skills	Network	2	5,752	0.131%	85	0.025%	-0.106%	-80.749%
643	Oberon	Technical Skills	Business applications	1	557	0.013%	23	0.007%	-0.006%	-46.208%
1413	Object Oriented Design	Technical Skills	Software development	2	105,444	2.402%	3,652	1.084%	-1.318%	-54.881%
41	Object Oriented Programming	Technical Skills	Software development	5	490,172	11.167%	24,068	7.143%	-4.024%	-36.036%
1288	Office Applications	Technical Skills	Business applications	13	651,108	14.834%	64,079	19.018%	4.184%	28.206%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	44,956	1.024%	1,447	0.429%	-0.595%	-58.070%
116	Open-source databases	Technical Skills	Information mgmt	4	228,163	5.198%	14,286	4.240%	-0.958%	-18.433%
118	Open-source operating systems	Technical Skills	Business applications	8	658,107	14.993%	45,213	13.418%	-1.575%	-10.502%
56	Operating Systems	Technical Skills	Business applications	3	376,958	8.588%	30,132	8.943%	0.355%	4.131%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,792	0.064%	281	0.083%	0.020%	31.111%
117	Oracle databases	Technical Skills	Information mgmt	1	723,551	16.484%	29,222	8.673%	-7.811%	-47.388%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,358	0.077%	12	0.004%	-0.073%	-95.345%
1376	Penetration Testing	Technical Skills	Information mgmt	5	116,563	2.656%	16,340	4.849%	2.194%	82.616%
1289	Physical Tools	Technical Skills	Hardware	1	307	0.007%	78	0.023%	0.016%	230.981%
683	Point of sale (POS)	Technical Skills	Business applications	3	25,470	0.580%	2,756	0.818%	0.238%	40.960%
686	Polka	Technical Skills	Business applications	1	285	0.006%	283	0.084%	0.077%	1,193.565%
931	Printers	Technical Skills	Hardware	3	43,391	0.989%	6,754	2.004%	1.016%	102.772%
43	Programming	Technical Skills	Software development	1	1,064,922	24.261%	73,961	21.950%	-2.311%	-9.524%
700	Provisioning	Technical Skills	Business applications	1	60,843	1.386%	5,600	1.662%	0.276%	19.901%
1405	Rapid Application Development	Technical Skills	Software development	2	21,975	0.501%	757	0.225%	-0.276%	-55.124%
1258	Rate Control	Technical Skills	Technical applications	1	194	0.004%	2	0.001%	-0.004%	-86.570%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	47,480	1.082%	614	0.182%	-0.899%	-83.154%
1077	Remote control software	Technical Skills	Network	2	4,883	0.111%	518	0.154%	0.042%	38.194%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,535	0.058%	146	0.043%	-0.014%	-24.972%
1379	Risk Analysis	Technical Skills	Information mgmt	1	27,303	0.622%	2,943	0.873%	0.251%	40.419%
1262	Robotics	Technical Skills	Hardware	3	20,695	0.471%	5,530	1.641%	1.170%	248.102%
1318	RSA	Technical Skills	Security	1	18,463	0.421%	838	0.249%	-0.172%	-40.873%
44	SDLC	Technical Skills	Software development	7	519,650	11.839%	33,299	9.883%	-1.956%	-16.523%
1132	Secure shell (SSH)	Technical Skills	Security	1	392	0.009%	14	0.004%	-0.005%	-53.475%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	55,342	1.261%	3,229	0.958%	-0.302%	-23.992%
76	Security	Technical Skills	Hardware	4	3,024,845	68.912%	122,306	36.298%	-32.614%	-47.327%
1382	Security Audit	Technical Skills	Information mgmt	1	4,434	0.101%	377	0.112%	0.011%	10.762%
1315	Security Clearance	Technical Skills	Misc	2	352,357	8.027%	32,886	9.760%	1.733%	21.584%
1381	Security Plan	Technical Skills	Information mgmt	1	3,886	0.089%	585	0.174%	0.085%	96.110%
1380	Security Policy	Technical Skills	Information mgmt	2	70,478	1.606%	8,418	2.498%	0.893%	55.597%
1135	Security testing software	Technical Skills	Security	1	11,805	0.269%	1,701	0.505%	0.236%	87.709%
60	Sharepoint Server	Technical Skills	Business applications	1	14,751	0.336%	294	0.087%	-0.249%	-74.036%
1084	Signal generators	Technical Skills	Network	1	981	0.022%	164	0.049%	0.026%	117.782%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	36,144	0.823%	1,412	0.419%	-0.404%	-49.108%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	151,787	3.458%	8,178	2.427%	-1.031%	-29.813%
1220	Simulation software	Technical Skills	Software development	5	67,000	1.526%	9,092	2.698%	1.172%	76.779%
1366	Social Network	Technical Skills	Social Networking	1	12,940	0.295%	540	0.160%	-0.135%	-45.637%
1358	Social Networking	Technical Skills	Social Networking	1	23,773	0.542%	579	0.172%	-0.370%	-68.272%
42	Software Development	Technical Skills	Software development	2	1,107,249	25.225%	65,841	19.541%	-5.685%	-22.536%
1291	Software Development software	Technical Skills	Software development	3	7,286	0.166%	134	0.040%	-0.126%	-76.041%
1309	Software Engineering	Technical Skills	Software development	1	670,066	15.265%	42,505	12.615%	-2.651%	-17.364%
1292	Software Installation	Technical Skills	Software development	4	485,371	11.058%	42,977	12.755%	1.697%	15.348%
1223	Software libraries	Technical Skills	Software development	1	1,459	0.033%	289	0.086%	0.053%	158.041%
1293	Software Maintenance	Technical Skills	Software development	1	30,078	0.685%	1,340	0.398%	-0.288%	-41.963%
1294	Software Testing	Technical Skills	Software development	14	469,893	10.705%	39,212	11.637%	0.932%	8.709%
1225	Source code management (SCM)	Technical Skills	Software development	5	153,272	3.492%	11,649	3.457%	-0.035%	-0.991%
1229	Static analysis software	Technical Skills	Software development	1	3,558	0.081%	393	0.117%	0.036%	43.891%
772	Statistical analysis software	Technical Skills	Business applications	26	358,443	8.166%	40,834	12.119%	3.953%	48.405%
774	Statistical software	Technical Skills	Business applications	1	156,654	3.569%	21,254	6.308%	2.739%	76.745%
1230	Stress testing software	Technical Skills	Software development	1	10,494	0.239%	696	0.207%	-0.033%	-13.600%
122	Sun operating systems	Technical Skills	Business applications	3	165,907	3.780%	3,634	1.079%	-2.701%	-71.466%
939	Surveillance systems	Technical Skills	Hardware	5	43,255	0.985%	6,158	1.828%	0.842%	85.460%
791	Symantec software	Technical Skills	Business applications	1	32,034	0.730%	1,544	0.458%	-0.272%	-37.211%
1355	Symbian	Technical Skills	Mobile Platforms	1	117	0.003%	3	0.001%	-0.002%	-66.597%
1310	System Administration	Technical Skills	Network	4	276,729	6.304%	18,000	5.342%	-0.962%	-15.265%
45	System Testing	Technical Skills	Software development	5	89,256	2.033%	6,718	1.994%	-0.040%	-1.950%
46	Systems Analysis	Technical Skills	Software development	8	355,927	8.109%	25,488	7.564%	-0.544%	-6.713%
47	Systems Design	Technical Skills	Software development	1	58,607	1.335%	4,347	1.290%	-0.045%	-3.376%
1233	Systems Evaluation	Technical Skills	Software development	1	767	0.017%	139	0.041%	0.024%	136.084%
1234	Systems integration	Technical Skills	Software development	8	235,415	5.363%	6,854	2.034%	-3.329%	-62.072%
75	TCP/IP	Technical Skills	Hardware	3	229,604	5.231%	12,097	3.590%	-1.641%	-31.365%
1235	Technology Design	Technical Skills	Software development	1	4,425	0.101%	436	0.129%	0.029%	28.357%
1236	Templates	Technical Skills	Software development	1	69,788	1.590%	5,517	1.637%	0.047%	2.984%
1239	Test implementation	Technical Skills	Software development	1	1,873	0.043%	410	0.122%	0.079%	185.163%
1302	Testing	Technical Skills	Software development	1	1,315,612	29.972%	107,643	31.947%	1.974%	6.587%
1297	Training software	Technical Skills	Business applications	3	4,684	0.107%	419	0.124%	0.018%	16.532%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,921	0.135%	270	0.080%	-0.055%	-40.596%
1360	Twitter	Technical Skills	Social Networking	1	63,248	1.441%	6,776	2.011%	0.570%	39.564%
1411	Unified Process	Technical Skills	Software development	1	10,752	0.245%	94	0.028%	-0.217%	-88.611%
123	UNIX operating systems	Technical Skills	Business applications	5	644,689	14.687%	22,954	6.812%	-7.875%	-53.617%
1298	UNIX Shells	Technical Skills	Business applications	4	137,868	3.141%	6,622	1.965%	-1.176%	-37.429%
1410	Use Case	Technical Skills	Software development	1	31,227	0.711%	1,911	0.567%	-0.144%	-20.278%
48	User-Interface Design	Technical Skills	Software development	2	291,143	6.633%	17,433	5.174%	-1.459%	-21.997%
836	Video creation and editing software	Technical Skills	Business applications	3	16,027	0.365%	1,122	0.333%	-0.032%	-8.802%
64	Visual Studio	Technical Skills	Software development	1	140,112	3.192%	6,784	2.013%	-1.179%	-36.925%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,576	0.150%	662	0.196%	0.047%	31.142%
77	Voice/Data Telecom	Technical Skills	Hardware	10	376,918	8.587%	17,667	5.243%	-3.344%	-38.939%
1299	Web Application Server	Technical Skills	Business applications	8	185,702	4.231%	4,156	1.233%	-2.997%	-70.845%
1248	Web platform development software	Technical Skills	Software development	5	11,112	0.253%	82	0.024%	-0.229%	-90.387%
65	web programmer	Technical Skills	Software development	4	92,124	2.099%	2,089	0.620%	-1.479%	-70.460%
58	Web servers	Technical Skills	Business applications	6	290,914	6.628%	12,288	3.647%	-2.981%	-44.975%
49	Web-based Application Development	Technical Skills	Software development	2	214,855	4.895%	8,775	2.604%	-2.291%	-46.795%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,930	0.522%	327	0.097%	-0.425%	-81.422%
1102	Wireless	Technical Skills	Network	5	174,940	3.985%	12,098	3.590%	-0.395%	-9.911%
1363	YouTube	Technical Skills	Social Networking	2	9,704	0.221%	2,736	0.812%	0.591%	267.293%
79	.NET	Programming Skills	Current	1	481,713	10.974%	19,782	5.871%	-5.103%	-46.503%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	138	0.003%	11	0.003%	0.000%	3.839%
209	A programming language (APL)	Programming Skills	Legacy	2	6,376	0.145%	904	0.268%	0.123%	84.700%
99	Ada	Programming Skills	Legacy	1	18,107	0.413%	3,895	1.156%	0.743%	180.226%
80	AJAX	Programming Skills	Current	1	235,592	5.367%	5,225	1.551%	-3.817%	-71.108%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	110	0.003%	7	0.002%	-0.000%	-17.100%
192	Apple AppleScript	Programming Skills	Current	1	668	0.015%	35	0.010%	-0.005%	-31.744%
81	ASP	Programming Skills	Current	2	305,780	6.966%	9,781	2.903%	-4.063%	-58.330%
108	Assembly	Programming Skills	Legacy	2	10,443	0.238%	434	0.129%	-0.109%	-45.861%
211	AWK	Programming Skills	Legacy	1	8,352	0.190%	257	0.076%	-0.114%	-59.914%
212	B	Programming Skills	Legacy	1	58,979	1.344%	6,491	1.926%	0.583%	43.371%
83	C#	Programming Skills	Current	2	471,567	10.743%	26,388	7.832%	-2.912%	-27.103%
82	C/C++	Programming Skills	Current	3	694,092	15.813%	44,040	13.070%	-2.742%	-17.343%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	342,249	7.797%	22,046	6.543%	-1.254%	-16.086%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,162	0.026%	31	0.009%	-0.017%	-65.246%
84	CGI	Programming Skills	Current	2	34,001	0.775%	1,896	0.563%	-0.212%	-27.357%
217	Clipper	Programming Skills	Legacy	1	734	0.017%	50	0.015%	-0.002%	-11.260%
218	CLU	Programming Skills	Legacy	1	379	0.009%	17	0.005%	-0.004%	-41.567%
100	Cobol	Programming Skills	Legacy	1	31,990	0.729%	1,155	0.343%	-0.386%	-52.966%
85	ColdFusion	Programming Skills	Current	2	25,280	0.576%	584	0.173%	-0.403%	-69.906%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	570	0.013%	45	0.013%	0.000%	2.845%
195	Component object model (COM)	Programming Skills	Current	1	565	0.013%	7	0.002%	-0.011%	-83.860%
125	Database programming	Programming Skills	Current	3	96,269	2.193%	2,679	0.795%	-1.398%	-63.748%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,897	0.134%	58	0.017%	-0.117%	-87.187%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,802	0.542%	691	0.205%	-0.337%	-62.181%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,403	0.169%	483	0.143%	-0.025%	-15.006%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	41,144	0.937%	781	0.232%	-0.706%	-75.272%
109	Forth	Programming Skills	Legacy	1	14,283	0.325%	2,883	0.856%	0.530%	162.949%
102	Fortran	Programming Skills	Legacy	1	6,441	0.147%	478	0.142%	-0.005%	-3.323%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	755,072	17.202%	31,637	9.389%	-7.813%	-45.417%
222	J	Programming Skills	Legacy	1	16,049	0.366%	1,439	0.427%	0.061%	16.805%
87	Java/J2EE/J2P	Programming Skills	Current	4	973,992	22.190%	58,527	17.370%	-4.820%	-21.721%
97	JavaScript	Programming Skills	Current	3	547,874	12.482%	37,699	11.188%	-1.293%	-10.361%
89	JavaServer Faces	Programming Skills	Current	3	35,118	0.800%	661	0.196%	-0.604%	-75.480%
88	JavaServer Pages	Programming Skills	Current	3	149,818	3.413%	2,722	0.808%	-2.605%	-76.331%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,960	0.478%	730	0.217%	-0.261%	-54.629%
126	LAMP	Programming Skills	Current	1	43,121	0.982%	878	0.261%	-0.722%	-73.475%
104	Lisp	Programming Skills	Legacy	1	2,595	0.059%	144	0.043%	-0.016%	-27.711%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,826	0.064%	553	0.164%	0.100%	154.918%
201	Microsoft ActiveX	Programming Skills	Current	1	5,559	0.127%	48	0.014%	-0.112%	-88.752%
107	Pascal	Programming Skills	Legacy	1	1,979	0.045%	65	0.019%	-0.026%	-57.213%
90	Perl	Programming Skills	Current	1	291,743	6.647%	12,047	3.575%	-3.071%	-46.207%
91	PHP	Programming Skills	Current	1	173,454	3.952%	8,451	2.508%	-1.444%	-36.530%
103	PL/1	Programming Skills	Legacy	3	700	0.016%	45	0.013%	-0.003%	-16.255%
105	Prolog	Programming Skills	Legacy	1	1,741	0.040%	74	0.022%	-0.018%	-44.629%
95	Python	Programming Skills	Current	1	269,059	6.130%	48,052	14.261%	8.131%	132.654%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	53,460	1.218%	554	0.164%	-1.054%	-86.500%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	110,757	2.523%	9,773	2.900%	0.377%	14.949%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,875	0.043%	134	0.040%	-0.003%	-6.900%
206	Scripting languages	Programming Skills	Current	1	89,417	2.037%	8,059	2.392%	0.355%	17.411%
101	Smalltalk	Programming Skills	Legacy	1	1,072	0.024%	16	0.005%	-0.020%	-80.557%
92	SQL	Programming Skills	Current	3	1,297,571	29.561%	71,675	21.272%	-8.289%	-28.041%
110	TCL	Programming Skills	Legacy	1	18,134	0.413%	876	0.260%	-0.153%	-37.070%
98	Unified Modeling Language	Programming Skills	Current	2	113,783	2.592%	2,675	0.794%	-1.798%	-69.374%
93	Visual Basic	Programming Skills	Current	6	269,297	6.135%	9,667	2.869%	-3.266%	-53.236%
207	Web service definition language (WSDL)	Programming Skills	Current	2	31,489	0.717%	1,004	0.298%	-0.419%	-58.464%
94	XML	Programming Skills	Current	2	494,556	11.267%	15,078	4.475%	-6.792%	-60.283%
1342	Computer Science	Majors	Computer Science	2	3,126,534	71.229%	235,795	69.980%	-1.249%	-1.753%
1344	Information Technology	Majors	Information Technology	3	1,893,076	43.128%	129,642	38.476%	-4.653%	-10.788%
1343	Management Information Systems	Majors	Management Information Systems	9	1,168,517	26.621%	106,131	31.498%	4.877%	18.319%

mis Degrees

Management Information Systems	2019-02-22	Jobs Found:	1,168,282	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	4,701	0.402%	985	0.928%	0.526%	130.649%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,726	0.405%	526	0.496%	0.091%	22.517%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	8,251	0.706%	1,033	0.973%	0.267%	37.816%
231	Cooperation	Soft Skills	Interpersonal skills	1	12,698	1.087%	1,357	1.279%	0.192%	17.639%
3	Creativity	Soft Skills	Problem-solving skills	4	35,858	3.069%	5,433	5.119%	2.050%	66.786%
4	Critical thinking	Soft Skills	Problem-solving skills	3	21,444	1.836%	4,437	4.181%	2.345%	127.766%
1300	Flexibility	Soft Skills	Work ethic	1	44,005	3.767%	6,216	5.857%	2.090%	55.494%
232	Independence	Soft Skills	Interpersonal skills	1	7,023	0.601%	1,109	1.045%	0.444%	73.826%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	168,816	14.450%	19,034	17.934%	3.485%	24.114%
256	Innovation	Soft Skills	Problem-solving skills	1	100,461	8.599%	14,949	14.085%	5.486%	63.802%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	150,857	12.913%	20,452	19.271%	6.358%	49.237%
1422	Internship	Soft Skills	Work ethic	3	19,956	1.708%	4,086	3.850%	2.142%	125.388%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	996	0.085%	159	0.150%	0.065%	75.729%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	102,889	8.807%	14,829	13.972%	5.165%	58.653%
10	Leadership	Soft Skills	Interpersonal skills	1	284,632	24.363%	31,680	29.850%	5.487%	22.520%
258	Learning	Soft Skills	Problem-solving skills	1	75,623	6.473%	14,662	13.815%	7.342%	113.425%
1	Learning Ability	Soft Skills	Problem-solving skills	3	22,620	1.936%	3,050	2.874%	0.938%	48.427%
236	Listening	Soft Skills	Language skills	1	23,075	1.975%	3,294	3.104%	1.129%	57.140%
260	Mathematics	Soft Skills	Problem-solving skills	3	72,187	6.179%	9,104	8.578%	2.399%	38.829%
261	Memorization	Soft Skills	Problem-solving skills	2	123	0.011%	69	0.065%	0.054%	517.518%
18	Negotiation Skills	Soft Skills	Language skills	1	13,594	1.164%	1,326	1.249%	0.086%	7.375%
262	Optimization	Soft Skills	Problem-solving skills	1	52,371	4.483%	6,051	5.701%	1.219%	27.187%
19	Oral Communications	Soft Skills	Language skills	5	21,235	1.818%	3,180	2.996%	1.179%	64.847%
273	Persistence	Soft Skills	Work ethic	1	4,223	0.361%	444	0.418%	0.057%	15.736%
239	Persuasion	Soft Skills	Language skills	1	2,651	0.227%	483	0.455%	0.228%	100.559%
1301	Physical Skill	Soft Skills	Work ethic	2	2,693	0.231%	957	0.902%	0.671%	291.184%
240	Presentations	Soft Skills	Language skills	1	69,564	5.954%	8,692	8.190%	2.235%	37.544%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	251,829	21.555%	26,262	24.745%	3.189%	14.796%
20	Questioning skills	Soft Skills	Language skills	1	309	0.026%	50	0.047%	0.021%	78.122%
241	Reading Comprehension	Soft Skills	Language skills	1	443	0.038%	215	0.203%	0.165%	434.245%
6	Research skills	Soft Skills	Problem-solving skills	1	2,310	0.198%	350	0.330%	0.132%	66.787%
15	Responsibility	Soft Skills	Work ethic	2	137,676	11.784%	15,887	14.969%	3.185%	27.025%
234	Self Control	Soft Skills	Interpersonal skills	1	247	0.021%	29	0.027%	0.006%	29.243%
11	Self-esteem	Soft Skills	Interpersonal skills	1	62	0.005%	21	0.020%	0.014%	272.849%
16	Self-management	Soft Skills	Work ethic	1	1,557	0.133%	200	0.188%	0.055%	41.399%
250	Stress Tolerance	Soft Skills	Physical skills	1	336	0.029%	101	0.095%	0.066%	230.893%
12	Teamwork	Soft Skills	Interpersonal skills	1	65,768	5.629%	7,189	6.774%	1.144%	20.326%
17	Time Management	Soft Skills	Work ethic	2	51,313	4.392%	6,502	6.126%	1.734%	39.484%
268	Visualization	Soft Skills	Problem-solving skills	1	12,645	1.082%	3,475	3.274%	2.192%	202.511%
7	Working under pressure	Soft Skills	Problem-solving skills	1	740	0.063%	137	0.129%	0.066%	103.795%
21	Written Communications	Soft Skills	Language skills	5	190,291	16.288%	19,631	18.497%	2.209%	13.561%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	58,596	5.016%	14,379	13.548%	8.533%	170.126%
172	Account management	Business Skills	Management skills	1	14,827	1.269%	1,488	1.402%	0.133%	10.473%
22	Accounting	Business Skills	Business processes	4	143,387	12.273%	12,858	12.115%	-0.158%	-1.288%
1263	Accounting software	Business Skills	Business processes	7	7,424	0.635%	956	0.901%	0.265%	41.751%
174	Administration	Business Skills	Management skills	3	343,416	29.395%	32,550	30.670%	1.275%	4.336%
1313	Analyst	Business Skills	Project management	1	291,411	24.944%	25,187	23.732%	-1.212%	-4.857%
175	Application management	Business Skills	Management skills	5	100,474	8.600%	8,700	8.197%	-0.403%	-4.683%
150	Asset management	Business Skills	Business processes	1	23,182	1.984%	2,395	2.257%	0.272%	13.726%
151	Auditing	Business Skills	Business processes	5	112,786	9.654%	12,994	12.243%	2.589%	26.822%
1264	Auditing software	Business Skills	Business processes	1	193	0.017%	3	0.003%	-0.014%	-82.889%
152	Billing	Business Skills	Business processes	1	32,292	2.764%	3,400	3.204%	0.440%	15.902%
153	Bills of Lading	Business Skills	Business processes	1	66	0.006%	20	0.019%	0.013%	233.573%
1314	Business Analyst	Business Skills	Project management	1	91,690	7.848%	6,668	6.283%	-1.565%	-19.947%
35	Business Intelligence	Business Skills	Strategy skills	1	62,119	5.317%	5,447	5.132%	-0.185%	-3.475%
155	Business performance management (BPM)	Business Skills	Business processes	2	7,266	0.622%	629	0.593%	-0.029%	-4.707%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	19,577	1.676%	743	0.700%	-0.976%	-58.222%
36	Business Strategy	Business Skills	Strategy skills	3	266,929	22.848%	30,899	29.114%	6.266%	27.425%
182	Calendar and scheduling	Business Skills	Project management	3	59,418	5.086%	6,229	5.869%	0.783%	15.400%
156	Capacity planning	Business Skills	Business processes	1	26,689	2.284%	1,563	1.473%	-0.812%	-35.534%
28	Change Management	Business Skills	Management skills	1	67,211	5.753%	7,615	7.175%	1.422%	24.720%
183	Content workflow	Business Skills	Project management	1	71	0.006%	2	0.002%	-0.004%	-68.992%
24	Contracting and legal	Business Skills	Business processes	2	77,681	6.649%	9,430	8.885%	2.236%	33.629%
176	Coordination	Business Skills	Management skills	1	80,832	6.919%	9,813	9.246%	2.327%	33.636%
157	Cost accounting	Business Skills	Business processes	1	3,352	0.287%	286	0.269%	-0.017%	-6.078%
158	Cost estimation	Business Skills	Business processes	1	1,256	0.108%	110	0.104%	-0.004%	-3.593%
1312	Customer Support	Business Skills	Business processes	6	277,694	23.769%	24,754	23.324%	-0.445%	-1.874%
1339	Education	Business Skills	Industry Segment	1	14,401	1.233%	2,800	2.638%	1.406%	114.028%
1333	Energy	Business Skills	Industry Segment	1	71,156	6.091%	6,405	6.035%	-0.056%	-0.914%
1340	Entertainment	Business Skills	Industry Segment	1	18,345	1.570%	1,747	1.646%	0.076%	4.829%
1319	Environmental	Business Skills	Environmental	16	32,534	2.785%	5,679	5.351%	2.566%	92.150%
1320	Environmental Strategy	Business Skills	Environmental	9	5,967	0.511%	2,221	2.093%	1.582%	309.730%
161	Financial	Business Skills	Business processes	2	315,042	26.966%	31,955	30.109%	3.143%	11.654%
1275	Financial Analysis software	Business Skills	Business processes	8	2,034	0.174%	165	0.155%	-0.019%	-10.703%
1332	Health Care	Business Skills	Industry Segment	2	189,645	16.233%	18,449	17.383%	1.150%	7.087%
177	Human resources	Business Skills	Management skills	2	67,121	5.745%	7,592	7.153%	1.408%	24.510%
1336	Insurance	Business Skills	Industry Segment	1	9,303	0.796%	724	0.682%	-0.114%	-14.332%
1316	Managing/Supervision	Business Skills	Management skills	5	520,617	44.563%	46,916	44.206%	-0.357%	-0.801%
1334	Manufacturing	Business Skills	Industry Segment	2	78,689	6.735%	6,793	6.401%	-0.335%	-4.972%
26	Marketing	Business Skills	Business processes	1	96,968	8.300%	9,341	8.801%	0.501%	6.040%
185	Monitoring	Business Skills	Project management	1	172,109	14.732%	19,828	18.683%	3.951%	26.818%
179	Negotiation	Business Skills	Management skills	1	53,831	4.608%	5,193	4.893%	0.285%	6.192%
163	Operation and Control	Business Skills	Business processes	2	1,317	0.113%	519	0.489%	0.376%	333.797%
29	Outsourcing Management	Business Skills	Management skills	3	34,855	2.983%	1,103	1.039%	-1.944%	-65.165%
167	Procurement	Business Skills	Business processes	1	31,598	2.705%	3,557	3.352%	0.647%	23.917%
1290	Project Management software	Business Skills	Project management	3	45,388	3.885%	2,646	2.493%	-1.392%	-35.827%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	278,221	23.815%	24,167	22.771%	-1.044%	-4.382%
168	Quality	Business Skills	Business processes	1	367,140	31.426%	39,567	37.281%	5.856%	18.633%
1337	Real Estate	Business Skills	Industry Segment	2	11,597	0.993%	1,193	1.124%	0.131%	13.240%
1335	Retail	Business Skills	Industry Segment	2	199,067	17.039%	14,817	13.961%	-3.078%	-18.066%
34	Risk Management	Business Skills	Project management	1	60,058	5.141%	9,161	8.632%	3.491%	67.910%
169	Service Orientation	Business Skills	Business processes	1	11,278	0.965%	1,370	1.291%	0.326%	33.719%
27	Supply Chain Management	Business Skills	Business processes	3	40,515	3.468%	4,236	3.991%	0.523%	15.092%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,028	0.259%	193	0.182%	-0.077%	-29.837%
178	Teaching	Business Skills	Management skills	7	41,246	3.530%	6,629	6.246%	2.716%	76.918%
190	Timekeeping	Business Skills	Project management	3	27,450	2.350%	2,397	2.259%	-0.091%	-3.876%
1296	Timekeeping software	Business Skills	Project management	1	2,184	0.187%	283	0.267%	0.080%	42.639%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,744	0.149%	103	0.097%	-0.052%	-34.988%
180	Troubleshooting	Business Skills	Management skills	1	171,959	14.719%	16,749	15.781%	1.062%	7.218%
181	Verification	Business Skills	Management skills	1	49,434	4.231%	5,624	5.299%	1.068%	25.235%
1338	Waste Management	Business Skills	Industry Segment	1	2,454	0.210%	71	0.067%	-0.143%	-68.151%
191	Workflow	Business Skills	Project management	1	67,393	5.769%	6,646	6.262%	0.494%	8.555%
31	Working Globally	Business Skills	Management skills	3	4,717	0.404%	171	0.161%	-0.243%	-60.094%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,438	0.209%	221	0.208%	-0.000%	-0.215%
51	4GL	Technical Skills	Software development	3	2,547	0.218%	107	0.101%	-0.117%	-53.755%
987	Access servers & software	Technical Skills	Network	10	47,037	4.026%	4,458	4.200%	0.174%	4.329%
38	Agile Development Methods	Technical Skills	Software development	13	52,884	4.527%	9,720	9.158%	4.632%	102.324%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.003%	0	0.000%	-0.003%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	944	0.081%	109	0.103%	0.022%	27.104%
1352	Android	Technical Skills	Mobile Platforms	3	8,904	0.762%	1,741	1.640%	0.878%	115.238%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,888	0.504%	766	0.722%	0.218%	43.208%
120	Apple operating systems	Technical Skills	Business applications	6	23,439	2.006%	3,290	3.100%	1.094%	54.512%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	782	0.067%	75	0.071%	0.004%	5.575%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	8,800	0.753%	3,336	3.143%	2.390%	317.300%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	120,013	10.273%	9,337	8.798%	-1.475%	-14.358%
1386	Biometric	Technical Skills	Information mgmt	2	4,447	0.381%	267	0.252%	-0.129%	-33.908%
1353	Blackberry	Technical Skills	Mobile Platforms	2	8,155	0.698%	199	0.188%	-0.511%	-73.138%
336	Borland Delphi	Technical Skills	Business applications	1	1,742	0.149%	44	0.041%	-0.108%	-72.196%
337	Borland JBuilder	Technical Skills	Business applications	1	1,033	0.088%	15	0.014%	-0.074%	-84.016%
338	Borland Paradox	Technical Skills	Business applications	1	156	0.013%	8	0.008%	-0.006%	-43.549%
72	Business Continuity Planning	Technical Skills	Hardware	2	21,769	1.863%	2,204	2.077%	0.213%	11.450%
352	Cadence Opus	Technical Skills	Business applications	1	397	0.034%	43	0.041%	0.007%	19.229%
868	Calculators	Technical Skills	Hardware	1	1,931	0.165%	191	0.180%	0.015%	8.882%
39	CASE Tools	Technical Skills	Software development	1	59,103	5.059%	6,361	5.994%	0.935%	18.474%
367	Categorization or classification software	Technical Skills	Business applications	1	4,896	0.419%	355	0.334%	-0.085%	-20.184%
112	Certification	Technical Skills	Misc	3	297,013	25.423%	34,464	32.473%	7.050%	27.731%
78	Cisco	Technical Skills	Hardware	1	63,300	5.418%	5,331	5.023%	-0.395%	-7.293%
1009	Cisco Systems IOS	Technical Skills	Network	1	13,791	1.180%	2,213	2.085%	0.905%	76.641%
40	Client-Server	Technical Skills	Software development	1	30,177	2.583%	922	0.869%	-1.714%	-66.367%
1011	Cluster server software	Technical Skills	Network	8	16,018	1.371%	1,291	1.216%	-0.155%	-11.280%
1147	CMAKE	Technical Skills	Software development	1	63	0.005%	23	0.022%	0.016%	301.877%
1151	Compatibility testing	Technical Skills	Software development	1	207	0.018%	26	0.024%	0.007%	38.264%
1152	Compilers	Technical Skills	Software development	5	10,744	0.920%	1,611	1.518%	0.598%	65.057%
1255	Compliance software	Technical Skills	Technical applications	3	14,645	1.254%	1,836	1.730%	0.476%	38.003%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	7,444	0.637%	939	0.885%	0.248%	38.856%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,496	0.128%	107	0.101%	-0.027%	-21.267%
875	Computer diagnostics	Technical Skills	Hardware	5	55,310	4.734%	6,125	5.771%	1.037%	21.901%
1107	Computer forensics	Technical Skills	Security	1	4,515	0.386%	357	0.336%	-0.050%	-12.961%
1266	Computer Hardware	Technical Skills	Hardware	15	35,304	3.022%	4,083	3.847%	0.825%	27.310%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	769	0.066%	52	0.049%	-0.017%	-25.564%
1015	Computer servers	Technical Skills	Network	6	120,476	10.312%	9,678	9.119%	-1.193%	-11.572%
1267	Computer Utilities	Technical Skills	Misc	1	172	0.015%	26	0.024%	0.010%	66.399%
59	Content Manager	Technical Skills	Business applications	1	1,695	0.145%	43	0.041%	-0.105%	-72.074%
1396	Continuous Improvement	Technical Skills	Software development	1	27,580	2.361%	5,377	5.066%	2.706%	114.611%
878	Controllers	Technical Skills	Hardware	3	6,948	0.595%	721	0.679%	0.085%	14.230%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	869	0.074%	113	0.106%	0.032%	43.141%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,993	0.513%	262	0.247%	-0.266%	-51.876%
53	Customer Relationship Management	Technical Skills	Business applications	9	81,943	7.014%	6,359	5.992%	-1.022%	-14.576%
1368	Cyber Security	Technical Skills	Information mgmt	3	36,019	3.083%	9,256	8.721%	5.638%	182.877%
953	Data acquisition systems	Technical Skills	Information mgmt	1	6,063	0.519%	552	0.520%	0.001%	0.221%
955	Data compression software	Technical Skills	Information mgmt	1	1,789	0.153%	138	0.130%	-0.023%	-15.087%
956	Data conversion software	Technical Skills	Information mgmt	1	7,978	0.683%	578	0.545%	-0.138%	-20.248%
958	Data dictionary	Technical Skills	Information mgmt	1	4,704	0.403%	264	0.249%	-0.154%	-38.221%
959	Data entry	Technical Skills	Information mgmt	1	7,908	0.677%	1,257	1.184%	0.507%	74.974%
962	Data mapping	Technical Skills	Information mgmt	1	7,908	0.677%	705	0.664%	-0.013%	-1.864%
67	Data Mining	Technical Skills	Information mgmt	5	19,108	1.636%	2,300	2.167%	0.532%	32.501%
963	Data modeling	Technical Skills	Information mgmt	1	44,269	3.789%	3,158	2.976%	-0.814%	-21.473%
68	Data Warehousing	Technical Skills	Information mgmt	2	66,997	5.735%	4,591	4.326%	-1.409%	-24.568%
69	Database Administration	Technical Skills	Information mgmt	12	89,610	7.670%	5,420	5.107%	-2.563%	-33.419%
969	Database design software	Technical Skills	Information mgmt	15	67,213	5.753%	4,112	3.874%	-1.879%	-32.655%
1268	Database Reporting	Technical Skills	Information mgmt	3	26,051	2.230%	1,061	1.000%	-1.230%	-55.167%
1269	Database Security	Technical Skills	Information mgmt	2	89	0.008%	19	0.018%	0.010%	135.001%
1373	Database Security	Technical Skills	Information mgmt	1	377	0.032%	35	0.033%	0.001%	2.196%
1270	Database Servers	Technical Skills	Information mgmt	3	16,045	1.373%	503	0.474%	-0.899%	-65.491%
1271	Database Testing	Technical Skills	Information mgmt	1	1,138	0.097%	88	0.083%	-0.014%	-14.877%
1160	Debugging	Technical Skills	Software development	7	65,342	5.593%	6,359	5.992%	0.399%	7.128%
1385	Decryption	Technical Skills	Information mgmt	2	291	0.025%	43	0.041%	0.016%	62.660%
418	Desktop publishing software	Technical Skills	Business applications	13	16,418	1.405%	3,423	3.225%	1.820%	129.505%
1272	Development Environment	Technical Skills	Software development	13	37,963	3.249%	3,279	3.090%	-0.160%	-4.921%
1273	Digital Imaging	Technical Skills	Hardware	1	1,203	0.103%	9	0.008%	-0.094%	-91.765%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	963	0.082%	157	0.148%	0.066%	79.465%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,816	0.327%	273	0.257%	-0.069%	-21.248%
1307	Doctor of Philosophy	Technical Skills	Misc	3	23,465	2.009%	3,174	2.991%	0.982%	48.899%
973	Document management software	Technical Skills	Information mgmt	4	15,250	1.305%	1,422	1.340%	0.035%	2.644%
1020	Domain name system (DNS)	Technical Skills	Network	3	40,156	3.437%	3,427	3.229%	-0.208%	-6.056%
61	Dreamweaver	Technical Skills	Software development	1	4,949	0.424%	102	0.096%	-0.328%	-77.312%
54	DSS/GDSS	Technical Skills	Business applications	5	20,866	1.786%	1,730	1.630%	-0.156%	-8.733%
425	Dynamic modeling software	Technical Skills	Business applications	1	35	0.003%	1	0.001%	-0.002%	-68.549%
62	Eclipse	Technical Skills	Software development	1	17,647	1.511%	983	0.926%	-0.584%	-38.682%
1308	Electronic Commerce	Technical Skills	Business applications	2	34,013	2.911%	2,240	2.111%	-0.801%	-27.505%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	13,368	1.144%	861	0.811%	-0.333%	-29.101%
1023	Electronic mail software	Technical Skills	Network	8	22,807	1.952%	1,979	1.865%	-0.088%	-4.482%
1384	Encryption	Technical Skills	Information mgmt	1	58	0.005%	22	0.021%	0.016%	317.542%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	83,098	7.113%	6,315	5.950%	-1.163%	-16.346%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	87,390	7.480%	6,740	6.351%	-1.130%	-15.101%
1321	Environmental Certification	Technical Skills	Environmental	1	134	0.011%	49	0.046%	0.035%	302.529%
1328	Environmental Cleanup	Technical Skills	Environmental	1	52	0.004%	6	0.006%	0.001%	27.015%
1329	Environmental Energy	Technical Skills	Environmental	21	5,996	0.513%	692	0.652%	0.139%	27.043%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,391	0.290%	348	0.328%	0.038%	12.968%
1327	Environmental Pollution	Technical Skills	Environmental	21	4,037	0.346%	662	0.624%	0.278%	80.511%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	2,508	0.215%	386	0.364%	0.149%	69.420%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	750	0.064%	135	0.127%	0.063%	98.143%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	4,410	0.377%	504	0.475%	0.097%	25.805%
1331	Environmental Science	Technical Skills	Environmental	2	1,171	0.100%	20	0.019%	-0.081%	-81.199%
1322	Environmental Technology	Technical Skills	Environmental	2	286	0.024%	35	0.033%	0.008%	34.712%
461	Expert system software	Technical Skills	Business applications	1	446	0.038%	56	0.053%	0.015%	38.216%
1359	Facebook	Technical Skills	Social Networking	1	134,278	11.494%	2,016	1.900%	-9.594%	-83.473%
463	Facilities management software	Technical Skills	Business applications	4	7,420	0.635%	564	0.531%	-0.104%	-16.328%
468	Flight control software	Technical Skills	Business applications	1	152	0.013%	18	0.017%	0.004%	30.357%
469	Flowchart software	Technical Skills	Business applications	5	4,410	0.377%	306	0.288%	-0.089%	-23.618%
1367	Forensic	Technical Skills	Information mgmt	2	18,586	1.591%	2,207	2.080%	0.489%	30.714%
1112	Fraud Detection	Technical Skills	Security	1	8,341	0.714%	1,552	1.462%	0.748%	104.823%
63	FrontPage	Technical Skills	Software development	1	1,364	0.117%	15	0.014%	-0.103%	-87.895%
475	Fund accounting software	Technical Skills	Business applications	1	1,209	0.103%	85	0.080%	-0.023%	-22.608%
1260	Gaming	Technical Skills	Misc	2	17,411	1.490%	1,506	1.419%	-0.071%	-4.785%
113	Generic databases	Technical Skills	Information mgmt	2	188,713	16.153%	16,601	15.642%	-0.511%	-3.164%
1365	Google Apps	Technical Skills	Business applications	4	3,424	0.293%	274	0.258%	-0.035%	-11.911%
1364	Google Plus	Technical Skills	Social Networking	1	70	0.006%	32	0.030%	0.024%	403.219%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	74,391	6.368%	7,487	7.054%	0.687%	10.788%
484	Graphic software	Technical Skills	Business applications	16	88,565	7.581%	7,419	6.990%	-0.590%	-7.788%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,698	1.172%	535	0.504%	-0.668%	-57.007%
1323	Green IT	Technical Skills	Environmental	9	2,720	0.233%	170	0.160%	-0.073%	-31.200%
893	Guidance systems	Technical Skills	Hardware	1	53	0.005%	6	0.006%	0.001%	24.618%
1371	Hacking	Technical Skills	Information mgmt	5	6,602	0.565%	1,218	1.148%	0.583%	103.085%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	75	0.006%	18	0.017%	0.011%	164.190%
1277	Hardware Design	Technical Skills	Hardware	20	4,576	0.392%	727	0.685%	0.293%	74.886%
1278	Hardware Testing	Technical Skills	Hardware	4	1,285	0.110%	241	0.227%	0.117%	106.452%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	809	0.069%	260	0.245%	0.176%	253.778%
492	Helpdesk or call center	Technical Skills	Business applications	2	60,367	5.167%	5,472	5.156%	-0.011%	-0.218%
1377	Homeland Security	Technical Skills	Information mgmt	1	52,780	4.518%	1,857	1.750%	-2.768%	-61.270%
114	IBM databases	Technical Skills	Information mgmt	2	35,904	3.073%	1,453	1.369%	-1.704%	-55.452%
121	IBM operating systems	Technical Skills	Business applications	4	25,828	2.211%	975	0.919%	-1.292%	-58.445%
898	Image capture devices	Technical Skills	Hardware	9	6,755	0.578%	1,117	1.052%	0.474%	82.026%
524	Industrial control software	Technical Skills	Business applications	3	4,077	0.349%	618	0.582%	0.233%	66.860%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	17,215	1.474%	1,817	1.712%	0.239%	16.186%
1375	Information Security	Technical Skills	Information mgmt	3	82,022	7.021%	11,481	10.818%	3.797%	54.083%
899	Infrared	Technical Skills	Hardware	1	789	0.068%	58	0.055%	-0.013%	-19.080%
1180	Installation	Technical Skills	Software development	1	124,648	10.669%	10,632	10.018%	-0.652%	-6.107%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	294	0.025%	30	0.028%	0.003%	12.326%
536	Internet browser software	Technical Skills	Business applications	4	8,355	0.715%	659	0.621%	-0.094%	-13.175%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	21,004	1.798%	1,766	1.664%	-0.134%	-7.446%
541	Inventory management software	Technical Skills	Business applications	3	8,021	0.687%	1,063	1.002%	0.315%	45.885%
1414	ISO 9000	Technical Skills	Software development	1	2,381	0.204%	77	0.073%	-0.131%	-64.401%
73	IT Architecture/Standards	Technical Skills	Hardware	2	11,484	0.983%	1,118	1.053%	0.070%	7.165%
1357	Java ME	Technical Skills	Mobile Platforms	2	115	0.010%	2	0.002%	-0.008%	-80.856%
1035	Kernel	Technical Skills	Network	1	3,004	0.257%	190	0.179%	-0.078%	-30.376%
907	Lasers	Technical Skills	Hardware	1	159	0.014%	46	0.043%	0.030%	218.468%
1038	License management software	Technical Skills	Network	1	1,197	0.102%	112	0.106%	0.003%	2.998%
1361	LinkedIn	Technical Skills	Social Networking	1	8,557	0.732%	1,934	1.822%	1.090%	148.794%
908	Mainframe computers	Technical Skills	Hardware	2	37,728	3.229%	1,607	1.514%	-1.715%	-53.112%
124	Mainframe operating systems	Technical Skills	Business applications	8	16,567	1.418%	1,059	0.998%	-0.420%	-29.635%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	25,399	2.174%	1,839	1.733%	-0.441%	-20.298%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,983	0.683%	489	0.461%	-0.223%	-32.571%
1281	Medical software	Technical Skills	Business applications	9	12,768	1.093%	1,348	1.270%	0.177%	16.218%
115	Microsoft databases	Technical Skills	Information mgmt	5	184,835	15.821%	11,726	11.049%	-4.772%	-30.165%
119	Microsoft operating systems	Technical Skills	Business applications	4	248,075	21.234%	17,271	16.273%	-4.961%	-23.363%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,013	0.172%	253	0.238%	0.066%	38.351%
625	Multimedia	Technical Skills	Business applications	1	5,650	0.484%	547	0.515%	0.032%	6.572%
1362	MySpace	Technical Skills	Social Networking	1	1,881	0.161%	25	0.024%	-0.137%	-85.370%
74	Network administration	Technical Skills	Hardware	17	127,780	10.937%	10,861	10.234%	-0.704%	-6.435%
1282	Network Administration software	Technical Skills	Network	18	78,054	6.681%	6,817	6.423%	-0.258%	-3.860%
1283	Network Hardware	Technical Skills	Network	11	48,648	4.164%	3,770	3.552%	-0.612%	-14.694%
1284	Network Monitoring software	Technical Skills	Network	15	34,230	2.930%	3,100	2.921%	-0.009%	-0.308%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,431	0.122%	119	0.112%	-0.010%	-8.460%
1122	Network security	Technical Skills	Security	1	50,627	4.333%	3,769	3.551%	-0.782%	-18.050%
1369	Network Security	Technical Skills	Information mgmt	1	7,229	0.619%	492	0.464%	-0.155%	-25.081%
1285	Network Security software	Technical Skills	Security	36	115,334	9.872%	12,626	11.897%	2.025%	20.507%
1286	Network software	Technical Skills	Network	6	22,496	1.926%	1,477	1.392%	-0.534%	-27.726%
1287	Network Testing	Technical Skills	Network	11	17,318	1.482%	1,364	1.285%	-0.197%	-13.299%
1065	Novell network software	Technical Skills	Network	2	2,393	0.205%	42	0.040%	-0.165%	-80.680%
643	Oberon	Technical Skills	Business applications	1	166	0.014%	7	0.007%	-0.008%	-53.581%
1413	Object Oriented Design	Technical Skills	Software development	2	14,891	1.275%	640	0.603%	-0.672%	-52.689%
41	Object Oriented Programming	Technical Skills	Software development	5	84,668	7.247%	4,803	4.526%	-2.722%	-37.555%
1288	Office Applications	Technical Skills	Business applications	13	236,946	20.282%	25,116	23.665%	3.384%	16.683%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	14,518	1.243%	655	0.617%	-0.626%	-50.336%
116	Open-source databases	Technical Skills	Information mgmt	4	35,203	3.013%	3,542	3.337%	0.324%	10.758%
118	Open-source operating systems	Technical Skills	Business applications	8	130,237	11.148%	12,272	11.563%	0.415%	3.726%
56	Operating Systems	Technical Skills	Business applications	3	130,208	11.145%	11,364	10.708%	-0.438%	-3.928%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	929	0.080%	97	0.091%	0.012%	14.937%
117	Oracle databases	Technical Skills	Information mgmt	1	219,050	18.750%	11,936	11.246%	-7.503%	-40.018%
1354	Palm OS	Technical Skills	Mobile Platforms	3	153	0.013%	1	0.001%	-0.012%	-92.805%
1376	Penetration Testing	Technical Skills	Information mgmt	5	56,552	4.841%	8,383	7.899%	3.058%	63.176%
1289	Physical Tools	Technical Skills	Hardware	1	42	0.004%	10	0.009%	0.006%	162.093%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,922	0.678%	1,202	1.133%	0.454%	67.023%
686	Polka	Technical Skills	Business applications	1	14	0.001%	14	0.013%	0.012%	1,000.792%
931	Printers	Technical Skills	Hardware	3	16,012	1.371%	2,636	2.484%	1.113%	81.220%
43	Programming	Technical Skills	Software development	1	263,469	22.552%	20,481	19.298%	-3.254%	-14.429%
700	Provisioning	Technical Skills	Business applications	1	19,624	1.680%	2,011	1.895%	0.215%	12.805%
1405	Rapid Application Development	Technical Skills	Software development	2	6,448	0.552%	216	0.204%	-0.348%	-63.125%
1258	Rate Control	Technical Skills	Technical applications	1	8	0.001%	2	0.002%	0.001%	175.198%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,211	1.131%	215	0.203%	-0.928%	-82.085%
1077	Remote control software	Technical Skills	Network	2	1,722	0.147%	136	0.128%	-0.019%	-13.062%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	842	0.072%	46	0.043%	-0.029%	-39.862%
1379	Risk Analysis	Technical Skills	Information mgmt	1	12,438	1.065%	1,559	1.469%	0.404%	37.975%
1262	Robotics	Technical Skills	Hardware	3	4,047	0.346%	1,091	1.028%	0.682%	196.754%
1318	RSA	Technical Skills	Security	1	8,028	0.687%	377	0.355%	-0.332%	-48.306%
44	SDLC	Technical Skills	Software development	7	160,541	13.742%	11,898	11.211%	-2.531%	-18.418%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	0	0.000%	-0.005%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	13,900	1.190%	1,137	1.071%	-0.118%	-9.957%
76	Security	Technical Skills	Hardware	4	807,784	69.143%	45,666	43.028%	-26.115%	-37.770%
1382	Security Audit	Technical Skills	Information mgmt	1	2,211	0.189%	279	0.263%	0.074%	38.906%
1315	Security Clearance	Technical Skills	Misc	2	143,656	12.296%	11,287	10.635%	-1.661%	-13.511%
1381	Security Plan	Technical Skills	Information mgmt	1	2,430	0.208%	375	0.353%	0.145%	69.875%
1380	Security Policy	Technical Skills	Information mgmt	2	37,375	3.199%	4,621	4.354%	1.155%	36.101%
1135	Security testing software	Technical Skills	Security	1	4,988	0.427%	903	0.851%	0.424%	99.281%
60	Sharepoint Server	Technical Skills	Business applications	1	5,282	0.452%	123	0.116%	-0.336%	-74.366%
1084	Signal generators	Technical Skills	Network	1	186	0.016%	15	0.014%	-0.002%	-11.226%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,322	0.798%	495	0.466%	-0.332%	-41.548%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	31,538	2.700%	2,811	2.649%	-0.051%	-1.886%
1220	Simulation software	Technical Skills	Software development	5	17,425	1.492%	1,529	1.441%	-0.051%	-3.408%
1366	Social Network	Technical Skills	Social Networking	1	1,567	0.134%	88	0.083%	-0.051%	-38.181%
1358	Social Networking	Technical Skills	Social Networking	1	7,993	0.684%	92	0.087%	-0.597%	-87.330%
42	Software Development	Technical Skills	Software development	2	233,094	19.952%	17,170	16.178%	-3.774%	-18.914%
1291	Software Development software	Technical Skills	Software development	3	2,476	0.212%	47	0.044%	-0.168%	-79.105%
1309	Software Engineering	Technical Skills	Software development	1	99,867	8.548%	8,549	8.055%	-0.493%	-5.768%
1292	Software Installation	Technical Skills	Software development	4	146,616	12.550%	14,281	13.456%	0.906%	7.222%
1223	Software libraries	Technical Skills	Software development	1	259	0.022%	40	0.038%	0.016%	70.007%
1293	Software Maintenance	Technical Skills	Software development	1	6,917	0.592%	345	0.325%	-0.267%	-45.096%
1294	Software Testing	Technical Skills	Software development	14	127,851	10.944%	11,923	11.234%	0.291%	2.657%
1225	Source code management (SCM)	Technical Skills	Software development	5	33,544	2.871%	3,050	2.874%	0.003%	0.090%
1229	Static analysis software	Technical Skills	Software development	1	351	0.030%	84	0.079%	0.049%	163.438%
772	Statistical analysis software	Technical Skills	Business applications	26	97,816	8.373%	12,497	11.775%	3.402%	40.638%
774	Statistical software	Technical Skills	Business applications	1	48,993	4.194%	5,909	5.568%	1.374%	32.766%
1230	Stress testing software	Technical Skills	Software development	1	2,630	0.225%	221	0.208%	-0.017%	-7.500%
122	Sun operating systems	Technical Skills	Business applications	3	53,711	4.597%	1,480	1.395%	-3.203%	-69.668%
939	Surveillance systems	Technical Skills	Hardware	5	11,333	0.970%	1,528	1.440%	0.470%	48.417%
791	Symantec software	Technical Skills	Business applications	1	10,128	0.867%	522	0.492%	-0.375%	-43.265%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	101,101	8.654%	7,413	6.985%	-1.669%	-19.287%
45	System Testing	Technical Skills	Software development	5	29,160	2.496%	2,375	2.238%	-0.258%	-10.344%
46	Systems Analysis	Technical Skills	Software development	8	147,050	12.587%	11,710	11.034%	-1.553%	-12.341%
47	Systems Design	Technical Skills	Software development	1	22,999	1.969%	1,896	1.786%	-0.182%	-9.252%
1233	Systems Evaluation	Technical Skills	Software development	1	275	0.024%	109	0.103%	0.079%	336.314%
1234	Systems integration	Technical Skills	Software development	8	86,954	7.443%	2,635	2.483%	-4.960%	-66.642%
75	TCP/IP	Technical Skills	Hardware	3	57,152	4.892%	3,963	3.734%	-1.158%	-23.670%
1235	Technology Design	Technical Skills	Software development	1	1,244	0.106%	154	0.145%	0.039%	36.272%
1236	Templates	Technical Skills	Software development	1	21,884	1.873%	2,053	1.934%	0.061%	3.268%
1239	Test implementation	Technical Skills	Software development	1	510	0.044%	156	0.147%	0.103%	236.713%
1302	Testing	Technical Skills	Software development	1	400,768	34.304%	37,111	34.967%	0.663%	1.933%
1297	Training software	Technical Skills	Business applications	3	1,690	0.145%	183	0.172%	0.028%	19.198%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,275	0.109%	66	0.062%	-0.047%	-43.018%
1360	Twitter	Technical Skills	Social Networking	1	16,242	1.390%	2,063	1.944%	0.554%	39.819%
1411	Unified Process	Technical Skills	Software development	1	3,566	0.305%	18	0.017%	-0.288%	-94.444%
123	UNIX operating systems	Technical Skills	Business applications	5	156,359	13.384%	7,471	7.039%	-6.344%	-47.403%
1298	UNIX Shells	Technical Skills	Business applications	4	35,786	3.063%	2,081	1.961%	-1.102%	-35.988%
1410	Use Case	Technical Skills	Software development	1	11,141	0.954%	666	0.628%	-0.326%	-34.196%
48	User-Interface Design	Technical Skills	Software development	2	39,626	3.392%	3,840	3.618%	0.226%	6.673%
836	Video creation and editing software	Technical Skills	Business applications	3	2,295	0.196%	82	0.077%	-0.119%	-60.669%
64	Visual Studio	Technical Skills	Software development	1	37,950	3.248%	2,377	2.240%	-1.009%	-31.052%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,414	0.121%	107	0.101%	-0.020%	-16.701%
77	Voice/Data Telecom	Technical Skills	Hardware	10	112,492	9.629%	6,539	6.161%	-3.468%	-36.013%
1299	Web Application Server	Technical Skills	Business applications	8	55,127	4.719%	1,716	1.617%	-3.102%	-65.734%
1248	Web platform development software	Technical Skills	Software development	5	2,390	0.205%	23	0.022%	-0.183%	-89.407%
65	web programmer	Technical Skills	Software development	4	11,964	1.024%	819	0.772%	-0.252%	-24.645%
58	Web servers	Technical Skills	Business applications	6	80,438	6.885%	4,489	4.230%	-2.655%	-38.568%
49	Web-based Application Development	Technical Skills	Software development	2	52,710	4.512%	2,502	2.357%	-2.154%	-47.748%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,261	0.194%	105	0.099%	-0.095%	-48.880%
1102	Wireless	Technical Skills	Network	5	46,783	4.004%	3,804	3.584%	-0.420%	-10.493%
1363	YouTube	Technical Skills	Social Networking	2	1,364	0.117%	520	0.490%	0.373%	319.657%
79	.NET	Programming Skills	Current	1	121,533	10.403%	6,583	6.203%	-4.200%	-40.374%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	3	0.000%	0	0.000%	-0.000%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,667	0.143%	300	0.283%	0.140%	98.103%
99	Ada	Programming Skills	Legacy	1	6,080	0.520%	1,641	1.546%	1.026%	197.105%
80	AJAX	Programming Skills	Current	1	44,459	3.806%	1,512	1.425%	-2.381%	-62.563%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	29	0.002%	2	0.002%	-0.001%	-24.083%
192	Apple AppleScript	Programming Skills	Current	1	75	0.006%	9	0.008%	0.002%	32.095%
81	ASP	Programming Skills	Current	2	84,960	7.272%	3,766	3.548%	-3.724%	-51.205%
108	Assembly	Programming Skills	Legacy	2	1,061	0.091%	81	0.076%	-0.014%	-15.962%
211	AWK	Programming Skills	Legacy	1	1,849	0.158%	63	0.059%	-0.099%	-62.493%
212	B	Programming Skills	Legacy	1	15,748	1.348%	1,982	1.868%	0.520%	38.543%
83	C#	Programming Skills	Current	2	97,439	8.340%	6,961	6.559%	-1.781%	-21.360%
82	C/C++	Programming Skills	Current	3	109,132	9.341%	7,653	7.211%	-2.130%	-22.806%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	61,974	5.305%	5,844	5.506%	0.202%	3.802%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	428	0.037%	12	0.011%	-0.025%	-69.137%
84	CGI	Programming Skills	Current	2	8,875	0.760%	744	0.701%	-0.059%	-7.719%
217	Clipper	Programming Skills	Legacy	1	235	0.020%	8	0.008%	-0.013%	-62.526%
218	CLU	Programming Skills	Legacy	1	156	0.013%	8	0.008%	-0.006%	-43.549%
100	Cobol	Programming Skills	Legacy	1	13,983	1.197%	539	0.508%	-0.689%	-57.568%
85	ColdFusion	Programming Skills	Current	2	8,655	0.741%	239	0.225%	-0.516%	-69.603%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	316	0.027%	8	0.008%	-0.020%	-72.132%
195	Component object model (COM)	Programming Skills	Current	1	93	0.008%	6	0.006%	-0.002%	-28.981%
125	Database programming	Programming Skills	Current	3	22,364	1.914%	933	0.879%	-1.035%	-54.076%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,625	0.139%	17	0.016%	-0.123%	-88.484%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,394	0.291%	135	0.127%	-0.163%	-56.215%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,802	0.154%	123	0.116%	-0.038%	-24.863%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,699	0.830%	277	0.261%	-0.569%	-68.562%
109	Forth	Programming Skills	Legacy	1	6,114	0.523%	1,181	1.113%	0.589%	112.633%
102	Fortran	Programming Skills	Legacy	1	1,512	0.129%	69	0.065%	-0.064%	-49.765%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	176,076	15.071%	9,180	8.650%	-6.422%	-42.608%
222	J	Programming Skills	Legacy	1	4,507	0.386%	500	0.471%	0.085%	22.120%
87	Java/J2EE/J2P	Programming Skills	Current	4	192,184	16.450%	13,708	12.916%	-3.534%	-21.483%
97	JavaScript	Programming Skills	Current	3	107,270	9.182%	9,694	9.134%	-0.048%	-0.521%
89	JavaServer Faces	Programming Skills	Current	3	8,814	0.754%	267	0.252%	-0.503%	-66.654%
88	JavaServer Pages	Programming Skills	Current	3	32,444	2.777%	1,017	0.958%	-1.819%	-65.494%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,656	0.655%	320	0.302%	-0.354%	-53.990%
126	LAMP	Programming Skills	Current	1	4,490	0.384%	230	0.217%	-0.168%	-43.612%
104	Lisp	Programming Skills	Legacy	1	168	0.014%	22	0.021%	0.006%	44.151%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	466	0.040%	89	0.084%	0.044%	110.237%
201	Microsoft ActiveX	Programming Skills	Current	1	1,395	0.119%	21	0.020%	-0.100%	-83.429%
107	Pascal	Programming Skills	Legacy	1	697	0.060%	13	0.012%	-0.047%	-79.469%
90	Perl	Programming Skills	Current	1	52,984	4.535%	2,928	2.759%	-1.776%	-39.168%
91	PHP	Programming Skills	Current	1	26,353	2.256%	2,392	2.254%	-0.002%	-0.084%
103	PL/1	Programming Skills	Legacy	3	246	0.021%	14	0.013%	-0.008%	-37.353%
105	Prolog	Programming Skills	Legacy	1	202	0.017%	25	0.024%	0.006%	36.237%
95	Python	Programming Skills	Current	1	33,491	2.867%	9,001	8.481%	5.614%	195.848%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,642	1.253%	22	0.021%	-1.233%	-98.346%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	12,330	1.055%	1,956	1.843%	0.788%	74.627%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	270	0.023%	23	0.022%	-0.001%	-6.229%
206	Scripting languages	Programming Skills	Current	1	16,404	1.404%	2,195	2.068%	0.664%	47.296%
101	Smalltalk	Programming Skills	Legacy	1	281	0.024%	7	0.007%	-0.017%	-72.578%
92	SQL	Programming Skills	Current	3	363,539	31.117%	26,095	24.588%	-6.530%	-20.985%
110	TCL	Programming Skills	Legacy	1	2,346	0.201%	92	0.087%	-0.114%	-56.832%
98	Unified Modeling Language	Programming Skills	Current	2	28,639	2.451%	733	0.691%	-1.761%	-71.826%
93	Visual Basic	Programming Skills	Current	6	91,873	7.864%	4,201	3.958%	-3.906%	-49.665%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,810	0.669%	393	0.370%	-0.298%	-44.608%
94	XML	Programming Skills	Current	2	116,836	10.001%	5,055	4.763%	-5.238%	-52.373%
1342	Computer Science	Majors	Computer Science	2	819,524	70.148%	70,079	66.031%	-4.117%	-5.869%
1344	Information Technology	Majors	Information Technology	3	465,651	39.858%	40,225	37.901%	-1.956%	-4.909%
1343	Management Information Systems	Majors	Management Information Systems	9	1,168,282	100.000%	106,131	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2019-02-22	Jobs Found:	3,126,384	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	10,097	0.323%	1,710	0.725%	0.402%	124.549%
2	Attention to Details	Soft Skills	Problem-solving skills	1	12,276	0.393%	1,160	0.492%	0.099%	25.288%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	16,158	0.517%	1,636	0.694%	0.177%	34.247%
231	Cooperation	Soft Skills	Interpersonal skills	1	22,500	0.720%	2,059	0.873%	0.154%	21.334%
3	Creativity	Soft Skills	Problem-solving skills	4	103,136	3.299%	12,524	5.311%	2.013%	61.005%
4	Critical thinking	Soft Skills	Problem-solving skills	3	43,084	1.378%	7,479	3.172%	1.794%	130.163%
1300	Flexibility	Soft Skills	Work ethic	1	100,302	3.208%	12,129	5.144%	1.936%	60.333%
232	Independence	Soft Skills	Interpersonal skills	1	15,266	0.488%	2,066	0.876%	0.388%	79.437%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	384,404	12.295%	38,083	16.151%	3.855%	31.356%
256	Innovation	Soft Skills	Problem-solving skills	1	236,645	7.569%	38,927	16.509%	8.940%	118.103%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	263,804	8.438%	31,720	13.452%	5.014%	59.426%
1422	Internship	Soft Skills	Work ethic	3	46,551	1.489%	10,893	4.620%	3.131%	210.260%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,624	0.052%	236	0.100%	0.048%	92.679%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	204,722	6.548%	24,232	10.277%	3.729%	56.940%
10	Leadership	Soft Skills	Interpersonal skills	1	619,141	19.804%	59,339	25.166%	5.362%	27.074%
258	Learning	Soft Skills	Problem-solving skills	1	236,080	7.551%	43,091	18.275%	10.724%	142.011%
1	Learning Ability	Soft Skills	Problem-solving skills	3	60,209	1.926%	6,774	2.873%	0.947%	49.173%
236	Listening	Soft Skills	Language skills	1	46,819	1.498%	5,309	2.252%	0.754%	50.348%
260	Mathematics	Soft Skills	Problem-solving skills	3	216,801	6.935%	28,463	12.071%	5.137%	74.071%
261	Memorization	Soft Skills	Problem-solving skills	2	139	0.004%	42	0.018%	0.013%	300.629%
18	Negotiation Skills	Soft Skills	Language skills	1	23,763	0.760%	1,967	0.834%	0.074%	9.752%
262	Optimization	Soft Skills	Problem-solving skills	1	172,474	5.517%	16,580	7.032%	1.515%	27.458%
19	Oral Communications	Soft Skills	Language skills	5	47,854	1.531%	5,218	2.213%	0.682%	44.575%
273	Persistence	Soft Skills	Work ethic	1	13,885	0.444%	1,238	0.525%	0.081%	18.218%
239	Persuasion	Soft Skills	Language skills	1	4,279	0.137%	538	0.228%	0.091%	66.705%
1301	Physical Skill	Soft Skills	Work ethic	2	3,658	0.117%	1,163	0.493%	0.376%	321.545%
240	Presentations	Soft Skills	Language skills	1	135,124	4.322%	14,249	6.043%	1.721%	39.817%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	617,727	19.759%	54,832	23.254%	3.496%	17.692%
20	Questioning skills	Soft Skills	Language skills	1	980	0.031%	102	0.043%	0.012%	38.001%
241	Reading Comprehension	Soft Skills	Language skills	1	666	0.021%	126	0.053%	0.032%	150.844%
6	Research skills	Soft Skills	Problem-solving skills	1	5,147	0.165%	620	0.263%	0.098%	59.715%
15	Responsibility	Soft Skills	Work ethic	2	284,475	9.099%	25,900	10.984%	1.885%	20.716%
234	Self Control	Soft Skills	Interpersonal skills	1	340	0.011%	29	0.012%	0.001%	13.091%
11	Self-esteem	Soft Skills	Interpersonal skills	1	513	0.016%	304	0.129%	0.113%	685.713%
16	Self-management	Soft Skills	Work ethic	1	3,844	0.123%	449	0.190%	0.067%	54.871%
250	Stress Tolerance	Soft Skills	Physical skills	1	529	0.017%	116	0.049%	0.032%	190.744%
12	Teamwork	Soft Skills	Interpersonal skills	1	131,660	4.211%	13,222	5.607%	1.396%	33.153%
17	Time Management	Soft Skills	Work ethic	2	108,010	3.455%	10,462	4.437%	0.982%	28.428%
268	Visualization	Soft Skills	Problem-solving skills	1	45,825	1.466%	10,068	4.270%	2.804%	191.305%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,752	0.056%	249	0.106%	0.050%	88.440%
21	Written Communications	Soft Skills	Language skills	5	479,526	15.338%	40,236	17.064%	1.726%	11.253%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	120,438	3.852%	28,934	12.271%	8.419%	218.532%
172	Account management	Business Skills	Management skills	1	26,486	0.847%	2,478	1.051%	0.204%	24.049%
22	Accounting	Business Skills	Business processes	4	176,030	5.630%	12,229	5.186%	-0.444%	-7.889%
1263	Accounting software	Business Skills	Business processes	7	20,423	0.653%	2,945	1.249%	0.596%	91.194%
174	Administration	Business Skills	Management skills	3	645,852	20.658%	47,425	20.113%	-0.545%	-2.640%
1313	Analyst	Business Skills	Project management	1	464,190	14.848%	36,062	15.294%	0.446%	3.006%
175	Application management	Business Skills	Management skills	5	233,064	7.455%	17,466	7.407%	-0.047%	-0.637%
150	Asset management	Business Skills	Business processes	1	38,345	1.226%	3,829	1.624%	0.397%	32.399%
151	Auditing	Business Skills	Business processes	5	130,109	4.162%	12,475	5.291%	1.129%	27.128%
1264	Auditing software	Business Skills	Business processes	1	95	0.003%	2	0.001%	-0.002%	-72.087%
152	Billing	Business Skills	Business processes	1	46,568	1.490%	3,500	1.484%	-0.005%	-0.348%
153	Bills of Lading	Business Skills	Business processes	1	47	0.002%	2	0.001%	-0.001%	-43.579%
1314	Business Analyst	Business Skills	Project management	1	158,688	5.076%	9,137	3.875%	-1.201%	-23.657%
35	Business Intelligence	Business Skills	Strategy skills	1	137,100	4.385%	9,696	4.112%	-0.273%	-6.230%
155	Business performance management (BPM)	Business Skills	Business processes	2	19,143	0.612%	944	0.400%	-0.212%	-34.616%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,937	1.022%	815	0.346%	-0.676%	-66.165%
36	Business Strategy	Business Skills	Strategy skills	3	531,682	17.006%	58,272	24.713%	7.707%	45.317%
182	Calendar and scheduling	Business Skills	Project management	3	115,081	3.681%	8,763	3.716%	0.035%	0.962%
156	Capacity planning	Business Skills	Business processes	1	69,651	2.228%	3,479	1.475%	-0.752%	-33.773%
28	Change Management	Business Skills	Management skills	1	118,011	3.775%	10,283	4.361%	0.586%	15.533%
183	Content workflow	Business Skills	Project management	1	119	0.004%	5	0.002%	-0.002%	-44.290%
24	Contracting and legal	Business Skills	Business processes	2	122,452	3.917%	17,506	7.424%	3.508%	89.552%
176	Coordination	Business Skills	Management skills	1	131,947	4.220%	13,401	5.683%	1.463%	34.662%
157	Cost accounting	Business Skills	Business processes	1	2,000	0.064%	190	0.081%	0.017%	25.960%
158	Cost estimation	Business Skills	Business processes	1	2,430	0.078%	179	0.076%	-0.002%	-2.332%
1312	Customer Support	Business Skills	Business processes	6	580,877	18.580%	45,422	19.263%	0.684%	3.679%
1339	Education	Business Skills	Industry Segment	1	25,260	0.808%	3,958	1.679%	0.871%	107.754%
1333	Energy	Business Skills	Industry Segment	1	148,230	4.741%	14,892	6.316%	1.574%	33.206%
1340	Entertainment	Business Skills	Industry Segment	1	65,365	2.091%	6,334	2.686%	0.595%	28.481%
1319	Environmental	Business Skills	Environmental	16	61,892	1.980%	10,393	4.408%	2.428%	122.646%
1320	Environmental Strategy	Business Skills	Environmental	9	30,213	0.966%	9,083	3.852%	2.886%	298.605%
161	Financial	Business Skills	Business processes	2	571,274	18.273%	49,243	20.884%	2.611%	14.290%
1275	Financial Analysis software	Business Skills	Business processes	8	2,264	0.072%	299	0.127%	0.054%	75.107%
1332	Health Care	Business Skills	Industry Segment	2	335,436	10.729%	30,314	12.856%	2.127%	19.823%
177	Human resources	Business Skills	Management skills	2	97,846	3.130%	9,678	4.104%	0.975%	31.145%
1336	Insurance	Business Skills	Industry Segment	1	17,554	0.561%	1,149	0.487%	-0.074%	-13.214%
1316	Managing/Supervision	Business Skills	Management skills	5	1,075,077	34.387%	80,854	34.290%	-0.097%	-0.283%
1334	Manufacturing	Business Skills	Industry Segment	2	174,704	5.588%	17,304	7.339%	1.751%	31.326%
26	Marketing	Business Skills	Business processes	1	251,782	8.053%	22,993	9.751%	1.698%	21.082%
185	Monitoring	Business Skills	Project management	1	365,534	11.692%	33,977	14.410%	2.718%	23.244%
179	Negotiation	Business Skills	Management skills	1	90,125	2.883%	8,054	3.416%	0.533%	18.488%
163	Operation and Control	Business Skills	Business processes	2	1,924	0.062%	565	0.240%	0.178%	289.360%
29	Outsourcing Management	Business Skills	Management skills	3	68,881	2.203%	1,717	0.728%	-1.475%	-66.949%
167	Procurement	Business Skills	Business processes	1	45,570	1.458%	4,400	1.866%	0.408%	28.021%
1290	Project Management software	Business Skills	Project management	3	72,976	2.334%	3,440	1.459%	-0.875%	-37.499%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	509,508	16.297%	37,401	15.862%	-0.435%	-2.672%
168	Quality	Business Skills	Business processes	1	910,850	29.134%	85,170	36.120%	6.986%	23.979%
1337	Real Estate	Business Skills	Industry Segment	2	19,263	0.616%	2,294	0.973%	0.357%	57.898%
1335	Retail	Business Skills	Industry Segment	2	435,836	13.941%	31,921	13.538%	-0.403%	-2.891%
34	Risk Management	Business Skills	Project management	1	81,783	2.616%	10,754	4.561%	1.945%	74.347%
169	Service Orientation	Business Skills	Business processes	1	20,996	0.672%	1,872	0.794%	0.122%	18.216%
27	Supply Chain Management	Business Skills	Business processes	3	81,656	2.612%	7,823	3.318%	0.706%	27.026%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,475	0.175%	310	0.131%	-0.044%	-24.927%
178	Teaching	Business Skills	Management skills	7	76,081	2.434%	10,943	4.641%	2.207%	90.708%
190	Timekeeping	Business Skills	Project management	3	33,090	1.058%	2,424	1.028%	-0.030%	-2.872%
1296	Timekeeping software	Business Skills	Project management	1	3,349	0.107%	416	0.176%	0.069%	64.697%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,399	0.109%	148	0.063%	-0.046%	-42.268%
180	Troubleshooting	Business Skills	Management skills	1	437,582	13.996%	35,322	14.980%	0.984%	7.027%
181	Verification	Business Skills	Management skills	1	235,844	7.544%	12,878	5.462%	-2.082%	-27.601%
1338	Waste Management	Business Skills	Industry Segment	1	2,438	0.078%	116	0.049%	-0.029%	-36.914%
191	Workflow	Business Skills	Project management	1	135,896	4.347%	11,291	4.788%	0.442%	10.162%
31	Working Globally	Business Skills	Management skills	3	18,510	0.592%	513	0.218%	-0.374%	-63.253%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,780	0.185%	561	0.238%	0.053%	28.689%
51	4GL	Technical Skills	Software development	3	4,968	0.159%	246	0.104%	-0.055%	-34.346%
987	Access servers & software	Technical Skills	Network	10	99,403	3.179%	7,120	3.020%	-0.160%	-5.030%
38	Agile Development Methods	Technical Skills	Software development	13	238,794	7.638%	30,040	12.740%	5.102%	66.795%
304	Algorithmic software	Technical Skills	Business applications	1	109	0.003%	2	0.001%	-0.003%	-75.672%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,006	0.128%	398	0.169%	0.041%	31.729%
1352	Android	Technical Skills	Mobile Platforms	3	72,432	2.317%	8,947	3.794%	1.478%	63.778%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	50,789	1.625%	3,588	1.522%	-0.103%	-6.332%
120	Apple operating systems	Technical Skills	Business applications	6	95,605	3.058%	9,827	4.168%	1.110%	36.285%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	6,131	0.196%	675	0.286%	0.090%	45.976%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	74,476	2.382%	22,203	9.416%	7.034%	295.278%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	169	0.005%	23	0.010%	0.004%	80.447%
1265	Backup & Recovery	Technical Skills	Technical applications	16	246,171	7.874%	15,161	6.430%	-1.444%	-18.342%
1386	Biometric	Technical Skills	Information mgmt	2	7,868	0.252%	648	0.275%	0.023%	9.199%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,663	0.789%	333	0.141%	-0.648%	-82.098%
336	Borland Delphi	Technical Skills	Business applications	1	5,398	0.173%	214	0.091%	-0.082%	-47.436%
337	Borland JBuilder	Technical Skills	Business applications	1	3,817	0.122%	31	0.013%	-0.109%	-89.232%
338	Borland Paradox	Technical Skills	Business applications	1	266	0.009%	18	0.008%	-0.001%	-10.278%
72	Business Continuity Planning	Technical Skills	Hardware	2	35,280	1.128%	2,881	1.222%	0.093%	8.274%
352	Cadence Opus	Technical Skills	Business applications	1	1,368	0.044%	69	0.029%	-0.014%	-33.124%
868	Calculators	Technical Skills	Hardware	1	2,089	0.067%	191	0.081%	0.014%	21.228%
39	CASE Tools	Technical Skills	Software development	1	126,484	4.046%	11,118	4.715%	0.669%	16.546%
367	Categorization or classification software	Technical Skills	Business applications	1	15,170	0.485%	1,094	0.464%	-0.021%	-4.382%
112	Certification	Technical Skills	Misc	3	517,174	16.542%	47,331	20.073%	3.531%	21.344%
78	Cisco	Technical Skills	Hardware	1	153,308	4.904%	10,956	4.646%	-0.257%	-5.247%
1009	Cisco Systems IOS	Technical Skills	Network	1	72,388	2.315%	8,386	3.556%	1.241%	53.602%
40	Client-Server	Technical Skills	Software development	1	64,342	2.058%	1,881	0.798%	-1.260%	-61.238%
1011	Cluster server software	Technical Skills	Network	8	56,407	1.804%	3,883	1.647%	-0.157%	-8.727%
1147	CMAKE	Technical Skills	Software development	1	904	0.029%	262	0.111%	0.082%	284.274%
1151	Compatibility testing	Technical Skills	Software development	1	1,812	0.058%	97	0.041%	-0.017%	-29.022%
1152	Compilers	Technical Skills	Software development	5	33,331	1.066%	3,307	1.402%	0.336%	31.551%
1255	Compliance software	Technical Skills	Technical applications	3	14,237	0.455%	1,568	0.665%	0.210%	46.028%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	26,606	0.851%	3,181	1.349%	0.498%	58.523%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,645	0.149%	424	0.180%	0.031%	21.029%
875	Computer diagnostics	Technical Skills	Hardware	5	140,344	4.489%	13,416	5.690%	1.201%	26.747%
1107	Computer forensics	Technical Skills	Security	1	7,362	0.235%	520	0.221%	-0.015%	-6.348%
1266	Computer Hardware	Technical Skills	Hardware	15	69,517	2.224%	7,172	3.042%	0.818%	36.791%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,398	0.077%	176	0.075%	-0.002%	-2.687%
1015	Computer servers	Technical Skills	Network	6	314,410	10.057%	18,165	7.704%	-2.353%	-23.397%
1267	Computer Utilities	Technical Skills	Misc	1	2,543	0.081%	377	0.160%	0.079%	96.563%
59	Content Manager	Technical Skills	Business applications	1	2,480	0.079%	101	0.043%	-0.036%	-46.002%
1396	Continuous Improvement	Technical Skills	Software development	1	56,921	1.821%	10,099	4.283%	2.462%	135.241%
878	Controllers	Technical Skills	Hardware	3	21,330	0.682%	2,448	1.038%	0.356%	52.170%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	3,069	0.098%	370	0.157%	0.059%	59.850%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	12,372	0.396%	423	0.179%	-0.216%	-54.668%
53	Customer Relationship Management	Technical Skills	Business applications	9	151,383	4.842%	9,930	4.211%	-0.631%	-13.028%
1368	Cyber Security	Technical Skills	Information mgmt	3	61,680	1.973%	14,787	6.271%	4.298%	217.866%
953	Data acquisition systems	Technical Skills	Information mgmt	1	17,094	0.547%	1,853	0.786%	0.239%	43.727%
955	Data compression software	Technical Skills	Information mgmt	1	11,985	0.383%	661	0.280%	-0.103%	-26.874%
956	Data conversion software	Technical Skills	Information mgmt	1	13,423	0.429%	707	0.300%	-0.130%	-30.164%
958	Data dictionary	Technical Skills	Information mgmt	1	8,997	0.288%	469	0.199%	-0.089%	-30.883%
959	Data entry	Technical Skills	Information mgmt	1	12,520	0.400%	1,260	0.534%	0.134%	33.436%
962	Data mapping	Technical Skills	Information mgmt	1	16,278	0.521%	1,103	0.468%	-0.053%	-10.157%
67	Data Mining	Technical Skills	Information mgmt	5	62,336	1.994%	6,941	2.944%	0.950%	47.636%
963	Data modeling	Technical Skills	Information mgmt	1	111,584	3.569%	6,675	2.831%	-0.738%	-20.685%
68	Data Warehousing	Technical Skills	Information mgmt	2	162,584	5.200%	9,047	3.837%	-1.364%	-26.221%
69	Database Administration	Technical Skills	Information mgmt	12	208,308	6.663%	9,938	4.215%	-2.448%	-36.744%
969	Database design software	Technical Skills	Information mgmt	15	178,690	5.716%	8,500	3.605%	-2.111%	-36.929%
1268	Database Reporting	Technical Skills	Information mgmt	3	48,233	1.543%	1,514	0.642%	-0.901%	-58.381%
1269	Database Security	Technical Skills	Information mgmt	2	591	0.019%	57	0.024%	0.005%	27.878%
1373	Database Security	Technical Skills	Information mgmt	1	668	0.021%	84	0.036%	0.014%	66.729%
1270	Database Servers	Technical Skills	Information mgmt	3	41,649	1.332%	1,011	0.429%	-0.903%	-67.815%
1271	Database Testing	Technical Skills	Information mgmt	1	3,058	0.098%	193	0.082%	-0.016%	-16.319%
1160	Debugging	Technical Skills	Software development	7	250,383	8.009%	20,330	8.622%	0.613%	7.657%
1385	Decryption	Technical Skills	Information mgmt	2	1,063	0.034%	103	0.044%	0.010%	28.473%
418	Desktop publishing software	Technical Skills	Business applications	13	42,347	1.355%	6,275	2.661%	1.307%	96.471%
1272	Development Environment	Technical Skills	Software development	13	167,274	5.350%	11,936	5.062%	-0.288%	-5.390%
1273	Digital Imaging	Technical Skills	Hardware	1	848	0.027%	35	0.015%	-0.012%	-45.276%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	10,811	0.346%	990	0.420%	0.074%	21.416%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,960	0.287%	504	0.214%	-0.073%	-25.419%
1307	Doctor of Philosophy	Technical Skills	Misc	3	134,088	4.289%	15,630	6.629%	2.340%	54.553%
973	Document management software	Technical Skills	Information mgmt	4	24,800	0.793%	1,695	0.719%	-0.074%	-9.380%
1020	Domain name system (DNS)	Technical Skills	Network	3	107,904	3.451%	7,222	3.063%	-0.389%	-11.258%
61	Dreamweaver	Technical Skills	Software development	1	14,636	0.468%	287	0.122%	-0.346%	-74.000%
54	DSS/GDSS	Technical Skills	Business applications	5	35,087	1.122%	1,922	0.815%	-0.307%	-27.370%
425	Dynamic modeling software	Technical Skills	Business applications	1	121	0.004%	24	0.010%	0.006%	162.987%
62	Eclipse	Technical Skills	Software development	1	72,035	2.304%	3,302	1.400%	-0.904%	-39.223%
1308	Electronic Commerce	Technical Skills	Business applications	2	148,814	4.760%	7,611	3.228%	-1.532%	-32.188%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	26,965	0.862%	1,364	0.578%	-0.284%	-32.931%
1023	Electronic mail software	Technical Skills	Network	8	47,051	1.505%	3,243	1.375%	-0.130%	-8.613%
1384	Encryption	Technical Skills	Information mgmt	1	232	0.007%	60	0.025%	0.018%	242.903%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	140,664	4.499%	8,202	3.478%	-1.021%	-22.688%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	141,657	4.531%	9,537	4.045%	-0.486%	-10.735%
1321	Environmental Certification	Technical Skills	Environmental	1	198	0.006%	43	0.018%	0.012%	187.946%
1328	Environmental Cleanup	Technical Skills	Environmental	1	446	0.014%	7	0.003%	-0.011%	-79.190%
1329	Environmental Energy	Technical Skills	Environmental	21	9,825	0.314%	1,911	0.810%	0.496%	157.891%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	9,818	0.314%	1,322	0.561%	0.247%	78.532%
1327	Environmental Pollution	Technical Skills	Environmental	21	7,294	0.233%	1,359	0.576%	0.343%	147.037%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	4,434	0.142%	710	0.301%	0.159%	112.310%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,705	0.055%	259	0.110%	0.055%	101.411%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	6,008	0.192%	941	0.399%	0.207%	107.667%
1331	Environmental Science	Technical Skills	Environmental	2	415	0.013%	51	0.022%	0.008%	62.941%
1322	Environmental Technology	Technical Skills	Environmental	2	488	0.016%	109	0.046%	0.031%	196.152%
461	Expert system software	Technical Skills	Business applications	1	1,200	0.038%	123	0.052%	0.014%	35.904%
1359	Facebook	Technical Skills	Social Networking	1	437,551	13.995%	6,754	2.864%	-11.131%	-79.534%
463	Facilities management software	Technical Skills	Business applications	4	5,437	0.174%	556	0.236%	0.062%	35.589%
468	Flight control software	Technical Skills	Business applications	1	1,105	0.035%	147	0.062%	0.027%	76.385%
469	Flowchart software	Technical Skills	Business applications	5	9,419	0.301%	603	0.256%	-0.046%	-15.117%
1367	Forensic	Technical Skills	Information mgmt	2	25,766	0.824%	3,383	1.435%	0.611%	74.086%
1112	Fraud Detection	Technical Skills	Security	1	16,384	0.524%	2,204	0.935%	0.411%	78.361%
63	FrontPage	Technical Skills	Software development	1	2,465	0.079%	19	0.008%	-0.071%	-89.780%
475	Fund accounting software	Technical Skills	Business applications	1	707	0.023%	50	0.021%	-0.001%	-6.231%
1260	Gaming	Technical Skills	Misc	2	73,079	2.337%	7,637	3.239%	0.901%	38.560%
113	Generic databases	Technical Skills	Information mgmt	2	517,948	16.567%	37,430	15.874%	-0.693%	-4.183%
1365	Google Apps	Technical Skills	Business applications	4	12,210	0.391%	812	0.344%	-0.046%	-11.824%
1364	Google Plus	Technical Skills	Social Networking	1	1,441	0.046%	134	0.057%	0.011%	23.296%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	154,159	4.931%	12,157	5.156%	0.225%	4.560%
484	Graphic software	Technical Skills	Business applications	16	232,207	7.427%	17,343	7.355%	-0.072%	-0.972%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	65,277	2.088%	2,431	1.031%	-1.057%	-50.622%
1323	Green IT	Technical Skills	Environmental	9	7,852	0.251%	1,046	0.444%	0.192%	76.628%
893	Guidance systems	Technical Skills	Hardware	1	152	0.005%	13	0.006%	0.001%	13.399%
1371	Hacking	Technical Skills	Information mgmt	5	16,331	0.522%	2,343	0.994%	0.471%	90.225%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,101	0.035%	218	0.092%	0.057%	162.529%
1277	Hardware Design	Technical Skills	Hardware	20	26,871	0.859%	3,510	1.489%	0.629%	73.193%
1278	Hardware Testing	Technical Skills	Hardware	4	8,869	0.284%	711	0.302%	0.018%	6.293%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	961	0.031%	152	0.064%	0.034%	109.714%
492	Helpdesk or call center	Technical Skills	Business applications	2	108,467	3.469%	8,286	3.514%	0.045%	1.287%
1377	Homeland Security	Technical Skills	Information mgmt	1	55,006	1.759%	2,756	1.169%	-0.591%	-33.568%
114	IBM databases	Technical Skills	Information mgmt	2	84,417	2.700%	2,763	1.172%	-1.528%	-56.603%
121	IBM operating systems	Technical Skills	Business applications	4	60,027	1.920%	1,402	0.595%	-1.325%	-69.032%
898	Image capture devices	Technical Skills	Hardware	9	14,758	0.472%	1,649	0.699%	0.227%	48.150%
524	Industrial control software	Technical Skills	Business applications	3	12,953	0.414%	1,782	0.756%	0.341%	82.408%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	49,160	1.572%	4,327	1.835%	0.263%	16.703%
1375	Information Security	Technical Skills	Information mgmt	3	123,468	3.949%	14,590	6.188%	2.238%	56.678%
899	Infrared	Technical Skills	Hardware	1	2,549	0.082%	315	0.134%	0.052%	63.851%
1180	Installation	Technical Skills	Software development	1	262,420	8.394%	17,311	7.342%	-1.052%	-12.535%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,232	0.039%	105	0.045%	0.005%	13.002%
536	Internet browser software	Technical Skills	Business applications	4	18,039	0.577%	1,048	0.444%	-0.133%	-22.971%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	34,734	1.111%	2,553	1.083%	-0.028%	-2.545%
541	Inventory management software	Technical Skills	Business applications	3	14,042	0.449%	1,273	0.540%	0.091%	20.201%
1414	ISO 9000	Technical Skills	Software development	1	4,899	0.157%	124	0.053%	-0.104%	-66.440%
73	IT Architecture/Standards	Technical Skills	Hardware	2	21,307	0.682%	1,445	0.613%	-0.069%	-10.081%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,142	0.037%	9	0.004%	-0.033%	-89.551%
1035	Kernel	Technical Skills	Network	1	36,980	1.183%	2,225	0.944%	-0.239%	-20.224%
907	Lasers	Technical Skills	Hardware	1	932	0.030%	182	0.077%	0.047%	158.919%
1038	License management software	Technical Skills	Network	1	2,064	0.066%	210	0.089%	0.023%	34.902%
1361	LinkedIn	Technical Skills	Social Networking	1	29,942	0.958%	4,210	1.785%	0.828%	86.427%
908	Mainframe computers	Technical Skills	Hardware	2	67,390	2.156%	2,665	1.130%	-1.025%	-47.566%
124	Mainframe operating systems	Technical Skills	Business applications	8	40,491	1.295%	2,517	1.067%	-0.228%	-17.580%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	70,686	2.261%	3,486	1.478%	-0.783%	-34.611%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	12,625	0.404%	709	0.301%	-0.103%	-25.540%
1281	Medical software	Technical Skills	Business applications	9	18,982	0.607%	2,750	1.166%	0.559%	92.087%
115	Microsoft databases	Technical Skills	Information mgmt	5	484,553	15.499%	22,331	9.471%	-6.028%	-38.895%
119	Microsoft operating systems	Technical Skills	Business applications	4	668,024	21.367%	35,820	15.191%	-6.176%	-28.905%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	20,595	0.659%	1,460	0.619%	-0.040%	-6.006%
625	Multimedia	Technical Skills	Business applications	1	27,886	0.892%	1,278	0.542%	-0.350%	-39.235%
1362	MySpace	Technical Skills	Social Networking	1	3,728	0.119%	40	0.017%	-0.102%	-85.774%
74	Network administration	Technical Skills	Hardware	17	328,407	10.504%	21,925	9.298%	-1.206%	-11.481%
1282	Network Administration software	Technical Skills	Network	18	162,631	5.202%	11,955	5.070%	-0.132%	-2.534%
1283	Network Hardware	Technical Skills	Network	11	122,006	3.902%	6,951	2.948%	-0.955%	-24.461%
1284	Network Monitoring software	Technical Skills	Network	15	87,828	2.809%	6,266	2.657%	-0.152%	-5.406%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,997	0.096%	182	0.077%	-0.019%	-19.482%
1122	Network security	Technical Skills	Security	1	102,079	3.265%	6,286	2.666%	-0.599%	-18.352%
1369	Network Security	Technical Skills	Information mgmt	1	21,074	0.674%	1,211	0.514%	-0.160%	-23.809%
1285	Network Security software	Technical Skills	Security	36	229,533	7.342%	20,533	8.708%	1.366%	18.608%
1286	Network software	Technical Skills	Network	6	56,389	1.804%	3,096	1.313%	-0.491%	-27.203%
1287	Network Testing	Technical Skills	Network	11	51,034	1.632%	3,212	1.362%	-0.270%	-16.551%
1065	Novell network software	Technical Skills	Network	2	4,247	0.136%	62	0.026%	-0.110%	-80.644%
643	Oberon	Technical Skills	Business applications	1	430	0.014%	17	0.007%	-0.007%	-47.581%
1413	Object Oriented Design	Technical Skills	Software development	2	98,189	3.141%	3,497	1.483%	-1.658%	-52.778%
41	Object Oriented Programming	Technical Skills	Software development	5	452,618	14.477%	22,762	9.653%	-4.824%	-33.321%
1288	Office Applications	Technical Skills	Business applications	13	393,458	12.585%	33,874	14.366%	1.781%	14.150%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	37,876	1.211%	1,172	0.497%	-0.714%	-58.973%
116	Open-source databases	Technical Skills	Information mgmt	4	206,784	6.614%	13,241	5.615%	-0.999%	-15.099%
118	Open-source operating systems	Technical Skills	Business applications	8	578,390	18.500%	39,435	16.724%	-1.776%	-9.600%
56	Operating Systems	Technical Skills	Business applications	3	307,068	9.822%	22,785	9.663%	-0.159%	-1.617%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,902	0.061%	181	0.077%	0.016%	26.176%
117	Oracle databases	Technical Skills	Information mgmt	1	551,018	17.625%	23,259	9.864%	-7.761%	-44.033%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,182	0.102%	11	0.005%	-0.097%	-95.416%
1376	Penetration Testing	Technical Skills	Information mgmt	5	83,365	2.666%	11,769	4.991%	2.325%	87.182%
1289	Physical Tools	Technical Skills	Hardware	1	218	0.007%	61	0.026%	0.019%	271.006%
683	Point of sale (POS)	Technical Skills	Business applications	3	18,463	0.591%	1,548	0.657%	0.066%	11.167%
686	Polka	Technical Skills	Business applications	1	274	0.009%	274	0.116%	0.107%	1,225.891%
931	Printers	Technical Skills	Hardware	3	28,126	0.900%	3,928	1.666%	0.766%	85.170%
43	Programming	Technical Skills	Software development	1	925,469	29.602%	65,459	27.761%	-1.841%	-6.219%
700	Provisioning	Technical Skills	Business applications	1	46,878	1.499%	4,208	1.785%	0.285%	19.018%
1405	Rapid Application Development	Technical Skills	Software development	2	18,291	0.585%	639	0.271%	-0.314%	-53.680%
1258	Rate Control	Technical Skills	Technical applications	1	186	0.006%	2	0.001%	-0.005%	-85.743%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,640	1.268%	485	0.206%	-1.062%	-83.778%
1077	Remote control software	Technical Skills	Network	2	3,057	0.098%	320	0.136%	0.038%	38.791%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,067	0.066%	116	0.049%	-0.017%	-25.591%
1379	Risk Analysis	Technical Skills	Information mgmt	1	19,604	0.627%	2,079	0.882%	0.255%	40.610%
1262	Robotics	Technical Skills	Hardware	3	17,247	0.552%	4,764	2.020%	1.469%	266.240%
1318	RSA	Technical Skills	Security	1	14,551	0.465%	618	0.262%	-0.203%	-43.688%
44	SDLC	Technical Skills	Software development	7	426,693	13.648%	27,062	11.477%	-2.171%	-15.909%
1132	Secure shell (SSH)	Technical Skills	Security	1	326	0.010%	13	0.006%	-0.005%	-47.127%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	44,471	1.422%	2,693	1.142%	-0.280%	-19.709%
76	Security	Technical Skills	Hardware	4	2,145,269	68.618%	84,374	35.783%	-32.835%	-47.852%
1382	Security Audit	Technical Skills	Information mgmt	1	3,220	0.103%	242	0.103%	-0.000%	-0.352%
1315	Security Clearance	Technical Skills	Misc	2	233,966	7.484%	21,662	9.187%	1.703%	22.759%
1381	Security Plan	Technical Skills	Information mgmt	1	2,341	0.075%	334	0.142%	0.067%	89.170%
1380	Security Policy	Technical Skills	Information mgmt	2	48,865	1.563%	5,510	2.337%	0.774%	49.507%
1135	Security testing software	Technical Skills	Security	1	9,621	0.308%	1,377	0.584%	0.276%	89.767%
60	Sharepoint Server	Technical Skills	Business applications	1	11,589	0.371%	229	0.097%	-0.274%	-73.800%
1084	Signal generators	Technical Skills	Network	1	710	0.023%	129	0.055%	0.032%	140.901%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	30,702	0.982%	1,142	0.484%	-0.498%	-50.682%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	137,696	4.404%	7,322	3.105%	-1.299%	-29.496%
1220	Simulation software	Technical Skills	Software development	5	54,902	1.756%	7,245	3.073%	1.316%	74.968%
1366	Social Network	Technical Skills	Social Networking	1	11,530	0.369%	430	0.182%	-0.186%	-50.552%
1358	Social Networking	Technical Skills	Social Networking	1	18,439	0.590%	432	0.183%	-0.407%	-68.936%
42	Software Development	Technical Skills	Software development	2	854,371	27.328%	58,045	24.617%	-2.711%	-9.920%
1291	Software Development software	Technical Skills	Software development	3	5,994	0.192%	110	0.047%	-0.145%	-75.668%
1309	Software Engineering	Technical Skills	Software development	1	510,240	16.320%	39,858	16.904%	0.583%	3.574%
1292	Software Installation	Technical Skills	Software development	4	386,509	12.363%	34,191	14.500%	2.137%	17.290%
1223	Software libraries	Technical Skills	Software development	1	1,343	0.043%	266	0.113%	0.070%	162.611%
1293	Software Maintenance	Technical Skills	Software development	1	26,626	0.852%	1,238	0.525%	-0.327%	-38.352%
1294	Software Testing	Technical Skills	Software development	14	386,304	12.356%	30,898	13.104%	0.747%	6.050%
1225	Source code management (SCM)	Technical Skills	Software development	5	136,540	4.367%	10,235	4.341%	-0.027%	-0.612%
1229	Static analysis software	Technical Skills	Software development	1	3,332	0.107%	376	0.159%	0.053%	49.620%
772	Statistical analysis software	Technical Skills	Business applications	26	244,972	7.836%	31,278	13.265%	5.429%	69.290%
774	Statistical software	Technical Skills	Business applications	1	117,224	3.750%	17,513	7.427%	3.678%	98.085%
1230	Stress testing software	Technical Skills	Software development	1	8,920	0.285%	470	0.199%	-0.086%	-30.138%
122	Sun operating systems	Technical Skills	Business applications	3	135,542	4.335%	2,727	1.157%	-3.179%	-73.324%
939	Surveillance systems	Technical Skills	Hardware	5	28,611	0.915%	4,045	1.715%	0.800%	87.453%
791	Symantec software	Technical Skills	Business applications	1	23,977	0.767%	1,131	0.480%	-0.287%	-37.457%
1355	Symbian	Technical Skills	Mobile Platforms	1	111	0.004%	3	0.001%	-0.002%	-64.165%
1310	System Administration	Technical Skills	Network	4	213,357	6.824%	12,992	5.510%	-1.315%	-19.262%
45	System Testing	Technical Skills	Software development	5	73,459	2.350%	5,401	2.291%	-0.059%	-2.515%
46	Systems Analysis	Technical Skills	Software development	8	271,948	8.698%	18,587	7.883%	-0.816%	-9.379%
47	Systems Design	Technical Skills	Software development	1	47,320	1.514%	3,316	1.406%	-0.107%	-7.087%
1233	Systems Evaluation	Technical Skills	Software development	1	314	0.010%	57	0.024%	0.014%	140.687%
1234	Systems integration	Technical Skills	Software development	8	153,937	4.924%	4,891	2.074%	-2.850%	-57.873%
75	TCP/IP	Technical Skills	Hardware	3	192,793	6.167%	9,902	4.199%	-1.967%	-31.901%
1235	Technology Design	Technical Skills	Software development	1	2,898	0.093%	302	0.128%	0.035%	38.171%
1236	Templates	Technical Skills	Software development	1	49,449	1.582%	3,567	1.513%	-0.069%	-4.357%
1239	Test implementation	Technical Skills	Software development	1	1,425	0.046%	250	0.106%	0.060%	132.612%
1302	Testing	Technical Skills	Software development	1	1,047,060	33.491%	83,329	35.340%	1.849%	5.519%
1297	Training software	Technical Skills	Business applications	3	2,555	0.082%	172	0.073%	-0.009%	-10.742%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,357	0.139%	182	0.077%	-0.062%	-44.615%
1360	Twitter	Technical Skills	Social Networking	1	41,755	1.336%	5,392	2.287%	0.951%	71.218%
1411	Unified Process	Technical Skills	Software development	1	8,805	0.282%	81	0.034%	-0.247%	-87.803%
123	UNIX operating systems	Technical Skills	Business applications	5	519,209	16.607%	19,509	8.274%	-8.334%	-50.180%
1298	UNIX Shells	Technical Skills	Business applications	4	121,227	3.878%	5,885	2.496%	-1.382%	-35.634%
1410	Use Case	Technical Skills	Software development	1	23,812	0.762%	1,463	0.620%	-0.141%	-18.538%
48	User-Interface Design	Technical Skills	Software development	2	222,873	7.129%	15,892	6.740%	-0.389%	-5.457%
836	Video creation and editing software	Technical Skills	Business applications	3	14,080	0.450%	1,007	0.427%	-0.023%	-5.172%
64	Visual Studio	Technical Skills	Software development	1	123,225	3.941%	6,005	2.547%	-1.395%	-35.387%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,313	0.138%	564	0.239%	0.101%	73.383%
77	Voice/Data Telecom	Technical Skills	Hardware	10	228,640	7.313%	12,094	5.129%	-2.184%	-29.867%
1299	Web Application Server	Technical Skills	Business applications	8	154,258	4.934%	3,448	1.462%	-3.472%	-70.363%
1248	Web platform development software	Technical Skills	Software development	5	9,749	0.312%	81	0.034%	-0.277%	-88.984%
65	web programmer	Technical Skills	Software development	4	38,225	1.223%	1,552	0.658%	-0.564%	-46.167%
58	Web servers	Technical Skills	Business applications	6	251,354	8.040%	10,582	4.488%	-3.552%	-44.180%
49	Web-based Application Development	Technical Skills	Software development	2	182,250	5.829%	7,681	3.257%	-2.572%	-44.120%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,086	0.674%	284	0.120%	-0.554%	-82.142%
1102	Wireless	Technical Skills	Network	5	137,350	4.393%	9,036	3.832%	-0.561%	-12.772%
1363	YouTube	Technical Skills	Social Networking	2	8,474	0.271%	2,284	0.969%	0.698%	257.368%
79	.NET	Programming Skills	Current	1	389,775	12.467%	17,548	7.442%	-5.025%	-40.307%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	105	0.003%	10	0.004%	0.001%	26.275%
209	A programming language (APL)	Programming Skills	Legacy	2	5,226	0.167%	726	0.308%	0.141%	84.194%
99	Ada	Programming Skills	Legacy	1	12,376	0.396%	2,492	1.057%	0.661%	166.978%
80	AJAX	Programming Skills	Current	1	210,739	6.741%	4,835	2.051%	-4.690%	-69.580%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	77	0.002%	5	0.002%	-0.000%	-13.903%
192	Apple AppleScript	Programming Skills	Current	1	563	0.018%	30	0.013%	-0.005%	-29.349%
81	ASP	Programming Skills	Current	2	263,851	8.439%	8,406	3.565%	-4.875%	-57.759%
108	Assembly	Programming Skills	Legacy	2	9,750	0.312%	413	0.175%	-0.137%	-43.837%
211	AWK	Programming Skills	Legacy	1	7,578	0.242%	224	0.095%	-0.147%	-60.808%
212	B	Programming Skills	Legacy	1	41,209	1.318%	4,889	2.073%	0.755%	57.303%
83	C#	Programming Skills	Current	2	394,665	12.624%	24,419	10.356%	-2.268%	-17.964%
82	C/C++	Programming Skills	Current	3	584,912	18.709%	39,696	16.835%	-1.874%	-10.016%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	304,724	9.747%	20,056	8.506%	-1.241%	-12.734%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	890	0.028%	22	0.009%	-0.019%	-67.225%
84	CGI	Programming Skills	Current	2	24,465	0.783%	1,342	0.569%	-0.213%	-27.270%
217	Clipper	Programming Skills	Legacy	1	593	0.019%	40	0.017%	-0.002%	-10.564%
218	CLU	Programming Skills	Legacy	1	192	0.006%	10	0.004%	-0.002%	-30.943%
100	Cobol	Programming Skills	Legacy	1	25,245	0.807%	865	0.367%	-0.441%	-54.569%
85	ColdFusion	Programming Skills	Current	2	21,003	0.672%	494	0.210%	-0.462%	-68.814%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	416	0.013%	30	0.013%	-0.001%	-4.383%
195	Component object model (COM)	Programming Skills	Current	1	535	0.017%	7	0.003%	-0.014%	-82.652%
125	Database programming	Programming Skills	Current	3	86,550	2.768%	2,420	1.026%	-1.742%	-62.927%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,328	0.170%	55	0.023%	-0.147%	-86.313%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	21,625	0.692%	645	0.274%	-0.418%	-60.453%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,721	0.183%	392	0.166%	-0.017%	-9.151%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	37,143	1.188%	682	0.289%	-0.899%	-75.655%
109	Forth	Programming Skills	Legacy	1	9,270	0.297%	1,586	0.673%	0.376%	126.846%
102	Fortran	Programming Skills	Legacy	1	5,771	0.185%	431	0.183%	-0.002%	-0.977%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	618,613	19.787%	27,704	11.749%	-8.038%	-40.621%
222	J	Programming Skills	Legacy	1	11,548	0.369%	1,023	0.434%	0.064%	17.456%
87	Java/J2EE/J2P	Programming Skills	Current	4	834,548	26.694%	54,069	22.931%	-3.763%	-14.098%
97	JavaScript	Programming Skills	Current	3	493,587	15.788%	34,919	14.809%	-0.979%	-6.199%
89	JavaServer Faces	Programming Skills	Current	3	31,575	1.010%	570	0.242%	-0.768%	-76.065%
88	JavaServer Pages	Programming Skills	Current	3	133,388	4.267%	2,383	1.011%	-3.256%	-76.313%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,674	0.469%	556	0.236%	-0.234%	-49.762%
126	LAMP	Programming Skills	Current	1	37,780	1.208%	775	0.329%	-0.880%	-72.801%
104	Lisp	Programming Skills	Legacy	1	2,399	0.077%	134	0.057%	-0.020%	-25.940%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,387	0.076%	488	0.207%	0.131%	171.066%
201	Microsoft ActiveX	Programming Skills	Current	1	5,086	0.163%	45	0.019%	-0.144%	-88.269%
107	Pascal	Programming Skills	Legacy	1	1,614	0.052%	51	0.022%	-0.030%	-58.104%
90	Perl	Programming Skills	Current	1	264,285	8.453%	11,030	4.678%	-3.776%	-44.664%
91	PHP	Programming Skills	Current	1	154,867	4.954%	7,568	3.210%	-1.744%	-35.207%
103	PL/1	Programming Skills	Legacy	3	565	0.018%	28	0.012%	-0.006%	-34.292%
105	Prolog	Programming Skills	Legacy	1	1,515	0.048%	21	0.009%	-0.040%	-81.621%
95	Python	Programming Skills	Current	1	253,557	8.110%	45,067	19.113%	11.003%	135.663%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,698	1.430%	522	0.221%	-1.208%	-84.516%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	103,429	3.308%	9,208	3.905%	0.597%	18.040%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,765	0.056%	125	0.053%	-0.003%	-6.098%
206	Scripting languages	Programming Skills	Current	1	81,978	2.622%	7,289	3.091%	0.469%	17.890%
101	Smalltalk	Programming Skills	Legacy	1	989	0.032%	16	0.007%	-0.025%	-78.550%
92	SQL	Programming Skills	Current	3	1,071,166	34.262%	60,447	25.635%	-8.627%	-25.179%
110	TCL	Programming Skills	Legacy	1	17,144	0.548%	830	0.352%	-0.196%	-35.809%
98	Unified Modeling Language	Programming Skills	Current	2	101,228	3.238%	2,333	0.989%	-2.248%	-69.442%
93	Visual Basic	Programming Skills	Current	6	225,239	7.204%	7,873	3.339%	-3.866%	-53.655%
207	Web service definition language (WSDL)	Programming Skills	Current	2	27,648	0.884%	908	0.385%	-0.499%	-56.456%
94	XML	Programming Skills	Current	2	436,639	13.966%	13,268	5.627%	-8.339%	-59.711%
1342	Computer Science	Majors	Computer Science	2	3,126,384	100.000%	235,795	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	829,086	26.519%	56,072	23.780%	-2.739%	-10.329%
1343	Management Information Systems	Majors	Management Information Systems	9	819,635	26.217%	70,079	29.720%	3.504%	13.364%

IT Degrees

Information Technology	2019-02-22	Jobs Found:	1,527,003	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	4,887	0.320%	913	0.797%	0.477%	148.897%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,287	0.281%	563	0.491%	0.210%	74.963%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	11,000	0.720%	1,456	1.270%	0.550%	76.344%
231	Cooperation	Soft Skills	Interpersonal skills	1	13,125	0.860%	1,764	1.539%	0.680%	79.057%
3	Creativity	Soft Skills	Problem-solving skills	4	44,026	2.883%	5,728	4.998%	2.114%	73.334%
4	Critical thinking	Soft Skills	Problem-solving skills	3	22,741	1.489%	4,616	4.027%	2.538%	170.425%
1300	Flexibility	Soft Skills	Work ethic	1	102,537	6.715%	6,506	5.676%	-1.039%	-15.467%
232	Independence	Soft Skills	Interpersonal skills	1	9,072	0.594%	1,284	1.120%	0.526%	88.561%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	198,524	13.001%	22,255	19.417%	6.416%	49.350%
256	Innovation	Soft Skills	Problem-solving skills	1	113,610	7.440%	15,980	13.942%	6.502%	87.392%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	196,709	12.882%	26,941	23.505%	10.623%	82.465%
1422	Internship	Soft Skills	Work ethic	3	52,650	3.448%	3,543	3.091%	-0.357%	-10.347%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,110	0.073%	267	0.233%	0.160%	220.464%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	113,714	7.447%	16,056	14.008%	6.562%	88.111%
10	Leadership	Soft Skills	Interpersonal skills	1	349,211	22.869%	37,125	32.390%	9.521%	41.635%
258	Learning	Soft Skills	Problem-solving skills	1	165,513	10.839%	15,452	13.481%	2.642%	24.378%
1	Learning Ability	Soft Skills	Problem-solving skills	3	24,022	1.573%	3,585	3.128%	1.555%	98.825%
236	Listening	Soft Skills	Language skills	1	54,530	3.571%	3,369	2.939%	-0.632%	-17.689%
260	Mathematics	Soft Skills	Problem-solving skills	3	47,603	3.117%	6,033	5.264%	2.146%	68.846%
261	Memorization	Soft Skills	Problem-solving skills	2	148	0.010%	53	0.046%	0.037%	377.095%
18	Negotiation Skills	Soft Skills	Language skills	1	17,134	1.122%	1,374	1.199%	0.077%	6.836%
262	Optimization	Soft Skills	Problem-solving skills	1	64,525	4.226%	5,928	5.172%	0.946%	22.397%
19	Oral Communications	Soft Skills	Language skills	5	27,854	1.824%	3,432	2.994%	1.170%	64.154%
273	Persistence	Soft Skills	Work ethic	1	3,768	0.247%	403	0.352%	0.105%	42.490%
239	Persuasion	Soft Skills	Language skills	1	2,869	0.188%	470	0.410%	0.222%	118.252%
1301	Physical Skill	Soft Skills	Work ethic	2	2,295	0.150%	940	0.820%	0.670%	445.677%
240	Presentations	Soft Skills	Language skills	1	83,816	5.489%	9,448	8.243%	2.754%	50.177%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	228,359	14.955%	25,369	22.134%	7.179%	48.005%
20	Questioning skills	Soft Skills	Language skills	1	441	0.029%	57	0.050%	0.021%	72.198%
241	Reading Comprehension	Soft Skills	Language skills	1	678	0.044%	198	0.173%	0.128%	289.069%
6	Research skills	Soft Skills	Problem-solving skills	1	3,013	0.197%	367	0.320%	0.123%	62.277%
15	Responsibility	Soft Skills	Work ethic	2	155,793	10.203%	17,323	15.114%	4.911%	48.138%
234	Self Control	Soft Skills	Interpersonal skills	1	151	0.010%	37	0.032%	0.022%	226.449%
11	Self-esteem	Soft Skills	Interpersonal skills	1	64	0.004%	21	0.018%	0.014%	337.150%
16	Self-management	Soft Skills	Work ethic	1	1,517	0.099%	262	0.229%	0.129%	130.095%
250	Stress Tolerance	Soft Skills	Physical skills	1	332	0.022%	104	0.091%	0.069%	317.336%
12	Teamwork	Soft Skills	Interpersonal skills	1	69,740	4.567%	9,123	7.960%	3.392%	74.280%
17	Time Management	Soft Skills	Work ethic	2	53,044	3.474%	6,452	5.629%	2.155%	62.050%
268	Visualization	Soft Skills	Problem-solving skills	1	12,560	0.823%	2,571	2.243%	1.421%	172.711%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,053	0.069%	173	0.151%	0.082%	118.881%
21	Written Communications	Soft Skills	Language skills	5	228,695	14.977%	21,530	18.784%	3.808%	25.423%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	232,828	15.247%	17,346	15.134%	-0.114%	-0.744%
172	Account management	Business Skills	Management skills	1	16,288	1.067%	1,389	1.212%	0.145%	13.612%
22	Accounting	Business Skills	Business processes	4	316,297	20.714%	12,534	10.936%	-9.778%	-47.206%
1263	Accounting software	Business Skills	Business processes	7	42,132	2.759%	918	0.801%	-1.958%	-70.972%
174	Administration	Business Skills	Management skills	3	505,862	33.128%	34,215	29.852%	-3.276%	-9.890%
1313	Analyst	Business Skills	Project management	1	314,111	20.570%	24,780	21.620%	1.049%	5.102%
175	Application management	Business Skills	Management skills	5	104,648	6.853%	8,649	7.546%	0.693%	10.110%
150	Asset management	Business Skills	Business processes	1	24,654	1.615%	2,780	2.425%	0.811%	50.227%
151	Auditing	Business Skills	Business processes	5	134,105	8.782%	11,576	10.100%	1.317%	15.002%
1264	Auditing software	Business Skills	Business processes	1	141	0.009%	6	0.005%	-0.004%	-43.308%
152	Billing	Business Skills	Business processes	1	64,063	4.195%	2,864	2.499%	-1.697%	-40.440%
153	Bills of Lading	Business Skills	Business processes	1	34	0.002%	6	0.005%	0.003%	135.106%
1314	Business Analyst	Business Skills	Project management	1	129,371	8.472%	5,781	5.044%	-3.428%	-40.467%
35	Business Intelligence	Business Skills	Strategy skills	1	66,897	4.381%	4,312	3.762%	-0.619%	-14.126%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,850	0.645%	575	0.502%	-0.143%	-22.228%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	27,244	1.784%	767	0.669%	-1.115%	-62.493%
36	Business Strategy	Business Skills	Strategy skills	3	343,084	22.468%	34,886	30.437%	7.969%	35.470%
182	Calendar and scheduling	Business Skills	Project management	3	67,713	4.434%	7,242	6.318%	1.884%	42.488%
156	Capacity planning	Business Skills	Business processes	1	27,604	1.808%	1,749	1.526%	-0.282%	-15.587%
28	Change Management	Business Skills	Management skills	1	72,442	4.744%	7,851	6.850%	2.106%	44.386%
183	Content workflow	Business Skills	Project management	1	53	0.003%	3	0.003%	-0.001%	-24.589%
24	Contracting and legal	Business Skills	Business processes	2	181,650	11.896%	11,342	9.896%	-2.000%	-16.815%
176	Coordination	Business Skills	Management skills	1	89,436	5.857%	12,000	10.470%	4.613%	78.756%
157	Cost accounting	Business Skills	Business processes	1	3,242	0.212%	322	0.281%	0.069%	32.323%
158	Cost estimation	Business Skills	Business processes	1	1,414	0.093%	111	0.097%	0.004%	4.584%
1312	Customer Support	Business Skills	Business processes	6	340,290	22.285%	29,679	25.894%	3.609%	16.196%
1339	Education	Business Skills	Industry Segment	1	19,138	1.253%	3,615	3.154%	1.901%	151.653%
1333	Energy	Business Skills	Industry Segment	1	76,032	4.979%	7,581	6.614%	1.635%	32.838%
1340	Entertainment	Business Skills	Industry Segment	1	167,189	10.949%	1,644	1.434%	-9.514%	-86.900%
1319	Environmental	Business Skills	Environmental	16	122,082	7.995%	6,589	5.749%	-2.246%	-28.095%
1320	Environmental Strategy	Business Skills	Environmental	9	6,825	0.447%	1,966	1.715%	1.268%	283.771%
161	Financial	Business Skills	Business processes	2	526,279	34.465%	35,355	30.846%	-3.619%	-10.499%
1275	Financial Analysis software	Business Skills	Business processes	8	2,604	0.171%	141	0.123%	-0.048%	-27.861%
1332	Health Care	Business Skills	Industry Segment	2	405,750	26.572%	21,609	18.853%	-7.718%	-29.048%
177	Human resources	Business Skills	Management skills	2	246,269	16.128%	12,104	10.560%	-5.567%	-34.520%
1336	Insurance	Business Skills	Industry Segment	1	9,556	0.626%	859	0.749%	0.124%	19.759%
1316	Managing/Supervision	Business Skills	Management skills	5	750,082	49.121%	53,353	46.549%	-2.572%	-5.237%
1334	Manufacturing	Business Skills	Industry Segment	2	206,398	13.517%	8,702	7.592%	-5.924%	-43.830%
26	Marketing	Business Skills	Business processes	1	298,526	19.550%	9,705	8.467%	-11.082%	-56.688%
185	Monitoring	Business Skills	Project management	1	175,823	11.514%	21,486	18.746%	7.232%	62.806%
179	Negotiation	Business Skills	Management skills	1	66,283	4.341%	6,281	5.480%	1.139%	26.246%
163	Operation and Control	Business Skills	Business processes	2	1,030	0.067%	371	0.324%	0.256%	379.874%
29	Outsourcing Management	Business Skills	Management skills	3	98,101	6.424%	1,789	1.561%	-4.864%	-75.704%
167	Procurement	Business Skills	Business processes	1	78,637	5.150%	5,412	4.722%	-0.428%	-8.310%
1290	Project Management software	Business Skills	Project management	3	52,140	3.415%	2,964	2.586%	-0.829%	-24.265%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	312,535	20.467%	27,057	23.606%	3.139%	15.338%
168	Quality	Business Skills	Business processes	1	459,934	30.120%	41,778	36.450%	6.330%	21.016%
1337	Real Estate	Business Skills	Industry Segment	2	167,887	10.995%	1,367	1.193%	-9.802%	-89.152%
1335	Retail	Business Skills	Industry Segment	2	423,299	27.721%	14,252	12.434%	-15.286%	-55.144%
34	Risk Management	Business Skills	Project management	1	60,207	3.943%	8,826	7.700%	3.758%	95.302%
169	Service Orientation	Business Skills	Business processes	1	12,885	0.844%	1,481	1.292%	0.448%	53.130%
27	Supply Chain Management	Business Skills	Business processes	3	81,323	5.326%	4,164	3.633%	-1.693%	-31.784%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,273	0.214%	232	0.202%	-0.012%	-5.565%
178	Teaching	Business Skills	Management skills	7	219,403	14.368%	7,591	6.623%	-7.745%	-53.906%
190	Timekeeping	Business Skills	Project management	3	79,376	5.198%	3,792	3.308%	-1.890%	-36.354%
1296	Timekeeping software	Business Skills	Project management	1	1,989	0.130%	279	0.243%	0.113%	86.879%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,526	0.100%	96	0.084%	-0.016%	-16.188%
180	Troubleshooting	Business Skills	Management skills	1	179,987	11.787%	19,309	16.847%	5.060%	42.925%
181	Verification	Business Skills	Management skills	1	52,633	3.447%	6,893	6.014%	2.567%	74.478%
1338	Waste Management	Business Skills	Industry Segment	1	1,383	0.091%	95	0.083%	-0.008%	-8.485%
191	Workflow	Business Skills	Project management	1	66,077	4.327%	6,877	6.000%	1.673%	38.656%
31	Working Globally	Business Skills	Management skills	3	9,394	0.615%	95	0.083%	-0.532%	-86.527%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,898	0.190%	319	0.278%	0.089%	46.650%
51	4GL	Technical Skills	Software development	3	1,566	0.103%	63	0.055%	-0.048%	-46.403%
987	Access servers & software	Technical Skills	Network	10	51,879	3.397%	4,489	3.917%	0.519%	15.279%
38	Agile Development Methods	Technical Skills	Software development	13	60,664	3.973%	9,079	7.921%	3.948%	99.387%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.000%	0	0.000%	-0.000%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,256	0.082%	114	0.099%	0.017%	20.922%
1352	Android	Technical Skills	Mobile Platforms	3	11,171	0.732%	1,550	1.352%	0.621%	84.855%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	9,650	0.632%	734	0.640%	0.008%	1.335%
120	Apple operating systems	Technical Skills	Business applications	6	30,454	1.994%	3,820	3.333%	1.338%	67.113%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,602	2.397%	27	0.024%	-2.373%	-99.017%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	21,575	1.413%	2,513	2.193%	0.780%	55.179%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	127,639	8.359%	10,774	9.400%	1.041%	12.456%
1386	Biometric	Technical Skills	Information mgmt	2	3,372	0.221%	344	0.300%	0.079%	35.913%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,318	0.741%	275	0.240%	-0.501%	-67.629%
336	Borland Delphi	Technical Skills	Business applications	1	1,484	0.097%	58	0.051%	-0.047%	-47.930%
337	Borland JBuilder	Technical Skills	Business applications	1	847	0.055%	5	0.004%	-0.051%	-92.135%
338	Borland Paradox	Technical Skills	Business applications	1	114	0.007%	14	0.012%	0.005%	63.612%
72	Business Continuity Planning	Technical Skills	Hardware	2	45,379	2.972%	2,466	2.152%	-0.820%	-27.602%
352	Cadence Opus	Technical Skills	Business applications	1	1,130	0.074%	47	0.041%	-0.033%	-44.587%
868	Calculators	Technical Skills	Hardware	1	814	0.053%	110	0.096%	0.043%	80.036%
39	CASE Tools	Technical Skills	Software development	1	108,896	7.131%	6,842	5.969%	-1.162%	-16.293%
367	Categorization or classification software	Technical Skills	Business applications	1	4,368	0.286%	342	0.298%	0.012%	4.312%
112	Certification	Technical Skills	Misc	3	367,880	24.092%	38,811	33.861%	9.770%	40.553%
78	Cisco	Technical Skills	Hardware	1	208,650	13.664%	6,092	5.315%	-8.349%	-61.102%
1009	Cisco Systems IOS	Technical Skills	Network	1	16,064	1.052%	1,961	1.711%	0.659%	62.635%
40	Client-Server	Technical Skills	Software development	1	35,867	2.349%	822	0.717%	-1.632%	-69.467%
1011	Cluster server software	Technical Skills	Network	8	21,445	1.404%	1,190	1.038%	-0.366%	-26.072%
1147	CMAKE	Technical Skills	Software development	1	76	0.005%	21	0.018%	0.013%	268.126%
1151	Compatibility testing	Technical Skills	Software development	1	411	0.027%	29	0.025%	-0.002%	-5.996%
1152	Compilers	Technical Skills	Software development	5	12,022	0.787%	1,718	1.499%	0.712%	90.387%
1255	Compliance software	Technical Skills	Technical applications	3	11,631	0.762%	1,296	1.131%	0.369%	48.450%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	51,649	3.382%	1,157	1.009%	-2.373%	-70.156%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,695	0.176%	131	0.114%	-0.062%	-35.241%
875	Computer diagnostics	Technical Skills	Hardware	5	58,767	3.849%	7,570	6.605%	2.756%	71.614%
1107	Computer forensics	Technical Skills	Security	1	4,343	0.284%	388	0.339%	0.054%	19.024%
1266	Computer Hardware	Technical Skills	Hardware	15	39,961	2.617%	5,615	4.899%	2.282%	87.199%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,974	2.290%	55	0.048%	-2.242%	-97.905%
1015	Computer servers	Technical Skills	Network	6	127,499	8.350%	10,552	9.206%	0.857%	10.260%
1267	Computer Utilities	Technical Skills	Misc	1	320	0.021%	26	0.023%	0.002%	8.247%
59	Content Manager	Technical Skills	Business applications	1	1,534	0.100%	70	0.061%	-0.039%	-39.206%
1396	Continuous Improvement	Technical Skills	Software development	1	32,156	2.106%	7,517	6.558%	4.453%	211.439%
878	Controllers	Technical Skills	Hardware	3	8,431	0.552%	877	0.765%	0.213%	38.583%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,019	0.132%	110	0.096%	-0.036%	-27.415%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,001	0.393%	204	0.178%	-0.215%	-54.711%
53	Customer Relationship Management	Technical Skills	Business applications	9	111,896	7.328%	5,329	4.649%	-2.678%	-36.551%
1368	Cyber Security	Technical Skills	Information mgmt	3	31,632	2.072%	10,532	9.189%	7.117%	343.583%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,619	0.368%	702	0.612%	0.244%	66.444%
955	Data compression software	Technical Skills	Information mgmt	1	2,230	0.146%	155	0.135%	-0.011%	-7.399%
956	Data conversion software	Technical Skills	Information mgmt	1	7,114	0.466%	389	0.339%	-0.126%	-27.150%
958	Data dictionary	Technical Skills	Information mgmt	1	3,682	0.241%	220	0.192%	-0.049%	-20.397%
959	Data entry	Technical Skills	Information mgmt	1	177,586	11.630%	1,475	1.287%	-10.343%	-88.934%
962	Data mapping	Technical Skills	Information mgmt	1	7,413	0.485%	560	0.489%	0.003%	0.643%
67	Data Mining	Technical Skills	Information mgmt	5	52,736	3.454%	1,724	1.504%	-1.949%	-56.447%
963	Data modeling	Technical Skills	Information mgmt	1	36,961	2.420%	2,094	1.827%	-0.594%	-24.521%
68	Data Warehousing	Technical Skills	Information mgmt	2	62,584	4.098%	3,588	3.130%	-0.968%	-23.620%
69	Database Administration	Technical Skills	Information mgmt	12	84,668	5.545%	5,013	4.374%	-1.171%	-21.120%
969	Database design software	Technical Skills	Information mgmt	15	56,069	3.672%	3,007	2.624%	-1.048%	-28.550%
1268	Database Reporting	Technical Skills	Information mgmt	3	18,824	1.233%	775	0.676%	-0.557%	-45.149%
1269	Database Security	Technical Skills	Information mgmt	2	114	0.007%	9	0.008%	0.000%	5.179%
1373	Database Security	Technical Skills	Information mgmt	1	477	0.031%	41	0.036%	0.005%	14.513%
1270	Database Servers	Technical Skills	Information mgmt	3	13,825	0.905%	390	0.340%	-0.565%	-62.417%
1271	Database Testing	Technical Skills	Information mgmt	1	906	0.059%	63	0.055%	-0.004%	-7.359%
1160	Debugging	Technical Skills	Software development	7	68,430	4.481%	5,158	4.500%	0.019%	0.421%
1385	Decryption	Technical Skills	Information mgmt	2	602	0.039%	57	0.050%	0.010%	26.145%
418	Desktop publishing software	Technical Skills	Business applications	13	23,866	1.563%	4,072	3.553%	1.990%	127.310%
1272	Development Environment	Technical Skills	Software development	13	45,694	2.992%	2,410	2.103%	-0.890%	-29.733%
1273	Digital Imaging	Technical Skills	Hardware	1	326	0.021%	34	0.030%	0.008%	38.948%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,541	0.101%	107	0.093%	-0.008%	-7.494%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,606	0.236%	314	0.274%	0.038%	16.010%
1307	Doctor of Philosophy	Technical Skills	Misc	3	68,304	4.473%	4,333	3.780%	-0.693%	-15.485%
973	Document management software	Technical Skills	Information mgmt	4	15,375	1.007%	1,886	1.645%	0.639%	63.425%
1020	Domain name system (DNS)	Technical Skills	Network	3	43,404	2.842%	3,858	3.366%	0.524%	18.420%
61	Dreamweaver	Technical Skills	Software development	1	7,360	0.482%	135	0.118%	-0.364%	-75.563%
54	DSS/GDSS	Technical Skills	Business applications	5	19,905	1.304%	1,369	1.194%	-0.109%	-8.371%
425	Dynamic modeling software	Technical Skills	Business applications	1	48	0.003%	1	0.001%	-0.002%	-72.244%
62	Eclipse	Technical Skills	Software development	1	18,018	1.180%	795	0.694%	-0.486%	-41.217%
1308	Electronic Commerce	Technical Skills	Business applications	2	52,524	3.440%	1,773	1.547%	-1.893%	-55.028%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,652	0.829%	668	0.583%	-0.246%	-29.659%
1023	Electronic mail software	Technical Skills	Network	8	25,657	1.680%	2,258	1.970%	0.290%	17.249%
1384	Encryption	Technical Skills	Information mgmt	1	62	0.004%	30	0.026%	0.022%	544.645%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	82,638	5.412%	5,193	4.531%	-0.881%	-16.280%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	107,731	7.055%	5,261	4.590%	-2.465%	-34.939%
1321	Environmental Certification	Technical Skills	Environmental	1	170	0.011%	47	0.041%	0.030%	268.332%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,305	0.085%	12	0.010%	-0.075%	-87.749%
1329	Environmental Energy	Technical Skills	Environmental	21	5,405	0.354%	810	0.707%	0.353%	99.655%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,446	0.357%	434	0.379%	0.022%	6.170%
1327	Environmental Pollution	Technical Skills	Environmental	21	36,598	2.397%	913	0.797%	-1.600%	-66.764%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	3,199	0.209%	477	0.416%	0.207%	98.653%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	836	0.055%	198	0.173%	0.118%	215.537%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	46,079	3.018%	585	0.510%	-2.507%	-83.086%
1331	Environmental Science	Technical Skills	Environmental	2	200	0.013%	18	0.016%	0.003%	19.904%
1322	Environmental Technology	Technical Skills	Environmental	2	242	0.016%	32	0.028%	0.012%	76.167%
461	Expert system software	Technical Skills	Business applications	1	506	0.033%	37	0.032%	-0.001%	-2.581%
1359	Facebook	Technical Skills	Social Networking	1	147,288	9.646%	1,348	1.176%	-8.469%	-87.807%
463	Facilities management software	Technical Skills	Business applications	4	9,006	0.590%	935	0.816%	0.226%	38.315%
468	Flight control software	Technical Skills	Business applications	1	150	0.010%	29	0.025%	0.015%	157.571%
469	Flowchart software	Technical Skills	Business applications	5	4,609	0.302%	285	0.249%	-0.053%	-17.619%
1367	Forensic	Technical Skills	Information mgmt	2	49,694	3.254%	2,200	1.919%	-1.335%	-41.019%
1112	Fraud Detection	Technical Skills	Security	1	6,889	0.451%	1,151	1.004%	0.553%	122.592%
63	FrontPage	Technical Skills	Software development	1	874	0.057%	9	0.008%	-0.049%	-86.281%
475	Fund accounting software	Technical Skills	Business applications	1	602	0.039%	67	0.058%	0.019%	48.275%
1260	Gaming	Technical Skills	Misc	2	24,866	1.628%	1,318	1.150%	-0.479%	-29.384%
113	Generic databases	Technical Skills	Information mgmt	2	166,323	10.892%	14,169	12.362%	1.470%	13.495%
1365	Google Apps	Technical Skills	Business applications	4	2,896	0.190%	317	0.277%	0.087%	45.832%
1364	Google Plus	Technical Skills	Social Networking	1	21	0.001%	14	0.012%	0.011%	788.177%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	113,528	7.435%	6,427	5.607%	-1.827%	-24.578%
484	Graphic software	Technical Skills	Business applications	16	138,979	9.101%	7,267	6.340%	-2.761%	-30.338%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,824	0.971%	402	0.351%	-0.620%	-63.871%
1323	Green IT	Technical Skills	Environmental	9	3,608	0.236%	211	0.184%	-0.052%	-22.088%
893	Guidance systems	Technical Skills	Hardware	1	71	0.005%	4	0.003%	-0.001%	-24.943%
1371	Hacking	Technical Skills	Information mgmt	5	7,776	0.509%	972	0.848%	0.339%	66.533%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	123	0.008%	20	0.017%	0.009%	116.629%
1277	Hardware Design	Technical Skills	Hardware	20	6,867	0.450%	765	0.667%	0.218%	48.418%
1278	Hardware Testing	Technical Skills	Hardware	4	1,894	0.124%	157	0.137%	0.013%	10.436%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	821	0.054%	188	0.164%	0.110%	205.074%
492	Helpdesk or call center	Technical Skills	Business applications	2	149,423	9.785%	7,499	6.543%	-3.243%	-33.138%
1377	Homeland Security	Technical Skills	Information mgmt	1	59,137	3.873%	2,912	2.541%	-1.332%	-34.397%
114	IBM databases	Technical Skills	Information mgmt	2	31,512	2.064%	1,317	1.149%	-0.915%	-44.320%
121	IBM operating systems	Technical Skills	Business applications	4	30,698	2.010%	857	0.748%	-1.263%	-62.807%
898	Image capture devices	Technical Skills	Hardware	9	7,469	0.489%	1,202	1.049%	0.560%	114.404%
524	Industrial control software	Technical Skills	Business applications	3	5,410	0.354%	773	0.674%	0.320%	90.359%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	16,440	1.077%	1,403	1.224%	0.147%	13.696%
1375	Information Security	Technical Skills	Information mgmt	3	79,093	5.180%	10,819	9.439%	4.260%	82.238%
899	Infrared	Technical Skills	Hardware	1	3,118	0.204%	162	0.141%	-0.063%	-30.780%
1180	Installation	Technical Skills	Software development	1	131,112	8.586%	12,321	10.750%	2.163%	25.197%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	203	0.013%	31	0.027%	0.014%	103.449%
536	Internet browser software	Technical Skills	Business applications	4	7,581	0.496%	793	0.692%	0.195%	39.360%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	19,391	1.270%	1,824	1.591%	0.322%	25.319%
541	Inventory management software	Technical Skills	Business applications	3	7,767	0.509%	1,223	1.067%	0.558%	109.780%
1414	ISO 9000	Technical Skills	Software development	1	1,653	0.108%	80	0.070%	-0.038%	-35.523%
73	IT Architecture/Standards	Technical Skills	Hardware	2	18,256	1.196%	1,507	1.315%	0.119%	9.976%
1357	Java ME	Technical Skills	Mobile Platforms	2	399	0.026%	1	0.001%	-0.025%	-96.661%
1035	Kernel	Technical Skills	Network	1	4,840	0.317%	140	0.122%	-0.195%	-61.463%
907	Lasers	Technical Skills	Hardware	1	396	0.026%	93	0.081%	0.055%	212.881%
1038	License management software	Technical Skills	Network	1	1,128	0.074%	189	0.165%	0.091%	123.225%
1361	LinkedIn	Technical Skills	Social Networking	1	15,335	1.004%	1,536	1.340%	0.336%	33.444%
908	Mainframe computers	Technical Skills	Hardware	2	68,717	4.500%	1,915	1.671%	-2.829%	-62.873%
124	Mainframe operating systems	Technical Skills	Business applications	8	22,003	1.441%	1,774	1.548%	0.107%	7.414%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	30,985	2.029%	1,948	1.700%	-0.330%	-16.242%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,838	0.513%	475	0.414%	-0.099%	-19.262%
1281	Medical software	Technical Skills	Business applications	9	13,062	0.855%	1,468	1.281%	0.425%	49.729%
115	Microsoft databases	Technical Skills	Information mgmt	5	163,499	10.707%	8,023	7.000%	-3.707%	-34.625%
119	Microsoft operating systems	Technical Skills	Business applications	4	252,552	16.539%	19,193	16.745%	0.206%	1.247%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,660	0.240%	233	0.203%	-0.036%	-15.186%
625	Multimedia	Technical Skills	Business applications	1	124,579	8.158%	936	0.817%	-7.342%	-89.990%
1362	MySpace	Technical Skills	Social Networking	1	654	0.043%	2	0.002%	-0.041%	-95.926%
74	Network administration	Technical Skills	Hardware	17	177,111	11.599%	12,723	11.100%	-0.498%	-4.295%
1282	Network Administration software	Technical Skills	Network	18	85,686	5.611%	8,741	7.626%	2.015%	35.907%
1283	Network Hardware	Technical Skills	Network	11	57,770	3.783%	4,641	4.049%	0.266%	7.029%
1284	Network Monitoring software	Technical Skills	Network	15	34,968	2.290%	3,377	2.946%	0.656%	28.662%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,978	0.195%	105	0.092%	-0.103%	-53.026%
1122	Network security	Technical Skills	Security	1	46,961	3.075%	3,701	3.229%	0.154%	4.996%
1369	Network Security	Technical Skills	Information mgmt	1	7,709	0.505%	606	0.529%	0.024%	4.729%
1285	Network Security software	Technical Skills	Security	36	118,855	7.784%	13,388	11.681%	3.897%	50.068%
1286	Network software	Technical Skills	Network	6	21,469	1.406%	1,628	1.420%	0.014%	1.026%
1287	Network Testing	Technical Skills	Network	11	28,031	1.836%	1,556	1.358%	-0.478%	-26.046%
1065	Novell network software	Technical Skills	Network	2	1,807	0.118%	39	0.034%	-0.084%	-71.246%
643	Oberon	Technical Skills	Business applications	1	191	0.013%	10	0.009%	-0.004%	-30.248%
1413	Object Oriented Design	Technical Skills	Software development	2	18,609	1.219%	473	0.413%	-0.806%	-66.137%
41	Object Oriented Programming	Technical Skills	Software development	5	89,988	5.893%	3,276	2.858%	-3.035%	-51.499%
1288	Office Applications	Technical Skills	Business applications	13	273,091	17.884%	29,399	25.650%	7.766%	43.422%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	11,208	0.734%	321	0.280%	-0.454%	-61.844%
116	Open-source databases	Technical Skills	Information mgmt	4	44,197	2.894%	2,384	2.080%	-0.814%	-28.137%
118	Open-source operating systems	Technical Skills	Business applications	8	148,218	9.706%	11,130	9.711%	0.004%	0.043%
56	Operating Systems	Technical Skills	Business applications	3	116,153	7.607%	12,558	10.956%	3.350%	44.039%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	945	0.062%	119	0.104%	0.042%	67.767%
117	Oracle databases	Technical Skills	Information mgmt	1	241,309	15.803%	9,251	8.071%	-7.732%	-48.925%
1354	Palm OS	Technical Skills	Mobile Platforms	3	283	0.019%	1	0.001%	-0.018%	-95.292%
1376	Penetration Testing	Technical Skills	Information mgmt	5	51,571	3.377%	7,563	6.598%	3.221%	95.380%
1289	Physical Tools	Technical Skills	Hardware	1	69	0.005%	18	0.016%	0.011%	247.548%
683	Point of sale (POS)	Technical Skills	Business applications	3	8,308	0.544%	835	0.729%	0.184%	33.900%
686	Polka	Technical Skills	Business applications	1	20	0.001%	18	0.016%	0.014%	1,099.039%
931	Printers	Technical Skills	Hardware	3	19,420	1.272%	3,583	3.126%	1.854%	145.804%
43	Programming	Technical Skills	Software development	1	251,060	16.441%	15,780	13.768%	-2.674%	-16.262%
700	Provisioning	Technical Skills	Business applications	1	20,770	1.360%	2,234	1.949%	0.589%	43.297%
1405	Rapid Application Development	Technical Skills	Software development	2	6,684	0.438%	237	0.207%	-0.231%	-52.761%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,341	0.874%	175	0.153%	-0.721%	-82.524%
1077	Remote control software	Technical Skills	Network	2	2,329	0.153%	278	0.243%	0.090%	59.025%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	924	0.061%	64	0.056%	-0.005%	-7.722%
1379	Risk Analysis	Technical Skills	Information mgmt	1	10,763	0.705%	1,312	1.145%	0.440%	62.402%
1262	Robotics	Technical Skills	Hardware	3	3,886	0.254%	911	0.795%	0.540%	212.325%
1318	RSA	Technical Skills	Security	1	5,512	0.361%	363	0.317%	-0.044%	-12.262%
44	SDLC	Technical Skills	Software development	7	156,763	10.266%	10,310	8.995%	-1.271%	-12.379%
1132	Secure shell (SSH)	Technical Skills	Security	1	104	0.007%	2	0.002%	-0.005%	-74.380%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	17,375	1.138%	1,019	0.889%	-0.249%	-21.866%
76	Security	Technical Skills	Hardware	4	1,115,391	73.044%	51,998	45.367%	-27.678%	-37.892%
1382	Security Audit	Technical Skills	Information mgmt	1	1,866	0.122%	206	0.180%	0.058%	47.078%
1315	Security Clearance	Technical Skills	Misc	2	138,612	9.077%	14,510	12.660%	3.582%	39.462%
1381	Security Plan	Technical Skills	Information mgmt	1	2,165	0.142%	382	0.333%	0.192%	135.070%
1380	Security Policy	Technical Skills	Information mgmt	2	32,129	2.104%	4,609	4.021%	1.917%	91.117%
1135	Security testing software	Technical Skills	Security	1	4,266	0.279%	769	0.671%	0.392%	140.158%
60	Sharepoint Server	Technical Skills	Business applications	1	5,203	0.341%	139	0.121%	-0.219%	-64.408%
1084	Signal generators	Technical Skills	Network	1	297	0.019%	37	0.032%	0.013%	65.972%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,473	0.686%	515	0.449%	-0.237%	-34.487%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	32,591	2.134%	2,049	1.788%	-0.347%	-16.240%
1220	Simulation software	Technical Skills	Software development	5	17,190	1.126%	2,806	2.448%	1.322%	117.472%
1366	Social Network	Technical Skills	Social Networking	1	2,754	0.180%	80	0.070%	-0.111%	-61.299%
1358	Social Networking	Technical Skills	Social Networking	1	6,484	0.425%	137	0.120%	-0.305%	-71.851%
42	Software Development	Technical Skills	Software development	2	370,052	24.234%	15,095	13.170%	-11.064%	-45.655%
1291	Software Development software	Technical Skills	Software development	3	2,372	0.155%	41	0.036%	-0.120%	-76.972%
1309	Software Engineering	Technical Skills	Software development	1	215,629	14.121%	5,539	4.833%	-9.288%	-65.777%
1292	Software Installation	Technical Skills	Software development	4	153,060	10.024%	14,077	12.282%	2.258%	22.529%
1223	Software libraries	Technical Skills	Software development	1	227	0.015%	35	0.031%	0.016%	105.415%
1293	Software Maintenance	Technical Skills	Software development	1	6,810	0.446%	305	0.266%	-0.180%	-40.332%
1294	Software Testing	Technical Skills	Software development	14	127,527	8.351%	11,634	10.150%	1.799%	21.540%
1225	Source code management (SCM)	Technical Skills	Software development	5	34,246	2.243%	2,356	2.056%	-0.187%	-8.345%
1229	Static analysis software	Technical Skills	Software development	1	638	0.042%	55	0.048%	0.006%	14.850%
772	Statistical analysis software	Technical Skills	Business applications	26	128,113	8.390%	10,720	9.353%	0.963%	11.479%
774	Statistical software	Technical Skills	Business applications	1	42,908	2.810%	4,297	3.749%	0.939%	33.419%
1230	Stress testing software	Technical Skills	Software development	1	2,428	0.159%	165	0.144%	-0.015%	-9.463%
122	Sun operating systems	Technical Skills	Business applications	3	45,674	2.991%	1,492	1.302%	-1.689%	-56.480%
939	Surveillance systems	Technical Skills	Hardware	5	16,366	1.072%	2,235	1.950%	0.878%	81.939%
791	Symantec software	Technical Skills	Business applications	1	11,401	0.747%	611	0.533%	-0.214%	-28.601%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	96,691	6.332%	8,496	7.413%	1.080%	17.063%
45	System Testing	Technical Skills	Software development	5	24,093	1.578%	2,195	1.915%	0.337%	21.376%
46	Systems Analysis	Technical Skills	Software development	8	121,698	7.970%	10,218	8.915%	0.945%	11.860%
47	Systems Design	Technical Skills	Software development	1	18,729	1.227%	1,693	1.477%	0.251%	20.430%
1233	Systems Evaluation	Technical Skills	Software development	1	497	0.033%	82	0.072%	0.039%	119.810%
1234	Systems integration	Technical Skills	Software development	8	93,637	6.132%	2,908	2.537%	-3.595%	-58.625%
75	TCP/IP	Technical Skills	Hardware	3	63,624	4.167%	4,086	3.565%	-0.602%	-14.440%
1235	Technology Design	Technical Skills	Software development	1	1,899	0.124%	163	0.142%	0.018%	14.355%
1236	Templates	Technical Skills	Software development	1	24,738	1.620%	2,288	1.996%	0.376%	23.220%
1239	Test implementation	Technical Skills	Software development	1	441	0.029%	122	0.106%	0.078%	268.563%
1302	Testing	Technical Skills	Software development	1	387,785	25.395%	33,793	29.483%	4.088%	16.098%
1297	Training software	Technical Skills	Business applications	3	2,363	0.155%	207	0.181%	0.026%	16.707%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,306	0.151%	125	0.109%	-0.042%	-27.783%
1360	Twitter	Technical Skills	Social Networking	1	26,281	1.721%	1,511	1.318%	-0.403%	-23.403%
1411	Unified Process	Technical Skills	Software development	1	3,262	0.214%	50	0.044%	-0.170%	-79.579%
123	UNIX operating systems	Technical Skills	Business applications	5	186,698	12.226%	6,238	5.442%	-6.784%	-55.486%
1298	UNIX Shells	Technical Skills	Business applications	4	31,725	2.078%	1,588	1.385%	-0.692%	-33.313%
1410	Use Case	Technical Skills	Software development	1	10,170	0.666%	687	0.599%	-0.067%	-10.003%
48	User-Interface Design	Technical Skills	Software development	2	92,914	6.085%	2,912	2.541%	-3.544%	-58.246%
836	Video creation and editing software	Technical Skills	Business applications	3	1,996	0.131%	129	0.113%	-0.018%	-13.897%
64	Visual Studio	Technical Skills	Software development	1	34,007	2.227%	1,640	1.431%	-0.796%	-35.751%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,516	0.165%	111	0.097%	-0.068%	-41.224%
77	Voice/Data Telecom	Technical Skills	Hardware	10	170,432	11.161%	8,187	7.143%	-4.018%	-36.002%
1299	Web Application Server	Technical Skills	Business applications	8	54,978	3.600%	1,545	1.348%	-2.252%	-62.560%
1248	Web platform development software	Technical Skills	Software development	5	2,974	0.195%	10	0.009%	-0.186%	-95.520%
65	web programmer	Technical Skills	Software development	4	58,946	3.860%	809	0.706%	-3.154%	-81.715%
58	Web servers	Technical Skills	Business applications	6	75,575	4.949%	3,268	2.851%	-2.098%	-42.390%
49	Web-based Application Development	Technical Skills	Software development	2	54,111	3.544%	2,204	1.923%	-1.621%	-45.735%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,203	0.275%	37	0.032%	-0.243%	-88.272%
1102	Wireless	Technical Skills	Network	5	51,101	3.346%	4,516	3.940%	0.594%	17.738%
1363	YouTube	Technical Skills	Social Networking	2	1,532	0.100%	576	0.503%	0.402%	400.904%
79	.NET	Programming Skills	Current	1	147,122	9.635%	4,672	4.076%	-5.559%	-57.693%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	42	0.003%	3	0.003%	-0.000%	-4.838%
209	A programming language (APL)	Programming Skills	Legacy	2	1,804	0.118%	235	0.205%	0.087%	73.549%
99	Ada	Programming Skills	Legacy	1	5,804	0.380%	1,609	1.404%	1.024%	269.334%
80	AJAX	Programming Skills	Current	1	47,909	3.137%	948	0.827%	-2.310%	-73.638%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	54	0.004%	3	0.003%	-0.001%	-25.985%
192	Apple AppleScript	Programming Skills	Current	1	154	0.010%	12	0.010%	0.000%	3.813%
81	ASP	Programming Skills	Current	2	78,249	5.124%	2,502	2.183%	-2.941%	-57.401%
108	Assembly	Programming Skills	Legacy	2	1,672	0.109%	52	0.045%	-0.064%	-58.566%
211	AWK	Programming Skills	Legacy	1	1,555	0.102%	49	0.043%	-0.059%	-58.019%
212	B	Programming Skills	Legacy	1	19,192	1.257%	1,559	1.360%	0.103%	8.222%
83	C#	Programming Skills	Current	2	127,593	8.356%	4,554	3.973%	-4.383%	-52.449%
82	C/C++	Programming Skills	Current	3	151,754	9.938%	6,263	5.464%	-4.474%	-45.016%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	71,083	4.655%	3,991	3.482%	-1.173%	-25.199%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	400	0.026%	17	0.015%	-0.011%	-43.379%
84	CGI	Programming Skills	Current	2	13,850	0.907%	792	0.691%	-0.216%	-23.816%
217	Clipper	Programming Skills	Legacy	1	145	0.009%	7	0.006%	-0.003%	-35.684%
218	CLU	Programming Skills	Legacy	1	149	0.010%	6	0.005%	-0.005%	-46.352%
100	Cobol	Programming Skills	Legacy	1	10,267	0.672%	476	0.415%	-0.257%	-38.233%
85	ColdFusion	Programming Skills	Current	2	7,373	0.483%	212	0.185%	-0.298%	-61.693%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	147	0.010%	11	0.010%	-0.000%	-0.307%
195	Component object model (COM)	Programming Skills	Current	1	52	0.003%	1	0.001%	-0.003%	-74.380%
125	Database programming	Programming Skills	Current	3	21,524	1.410%	648	0.565%	-0.844%	-59.891%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	969	0.063%	19	0.017%	-0.047%	-73.877%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,439	0.291%	88	0.077%	-0.214%	-73.589%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,164	0.142%	124	0.108%	-0.034%	-23.659%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,942	0.586%	206	0.180%	-0.406%	-69.308%
109	Forth	Programming Skills	Legacy	1	6,134	0.402%	1,399	1.221%	0.819%	203.854%
102	Fortran	Programming Skills	Legacy	1	1,004	0.066%	81	0.071%	0.005%	7.484%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	207,374	13.580%	6,960	6.072%	-7.508%	-55.286%
222	J	Programming Skills	Legacy	1	6,043	0.396%	537	0.469%	0.073%	18.389%
87	Java/J2EE/J2P	Programming Skills	Current	4	230,207	15.076%	9,856	8.599%	-6.477%	-42.961%
97	JavaScript	Programming Skills	Current	3	106,002	6.942%	6,270	5.470%	-1.471%	-21.197%
89	JavaServer Faces	Programming Skills	Current	3	8,880	0.582%	161	0.140%	-0.441%	-75.845%
88	JavaServer Pages	Programming Skills	Current	3	34,664	2.270%	708	0.618%	-1.652%	-72.789%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,459	0.554%	283	0.247%	-0.307%	-55.428%
126	LAMP	Programming Skills	Current	1	10,095	0.661%	156	0.136%	-0.525%	-79.412%
104	Lisp	Programming Skills	Legacy	1	520	0.034%	24	0.021%	-0.013%	-38.511%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	615	0.040%	90	0.079%	0.038%	94.966%
201	Microsoft ActiveX	Programming Skills	Current	1	980	0.064%	14	0.012%	-0.052%	-80.968%
107	Pascal	Programming Skills	Legacy	1	416	0.027%	20	0.017%	-0.010%	-35.949%
90	Perl	Programming Skills	Current	1	54,820	3.590%	2,389	2.084%	-1.506%	-41.941%
91	PHP	Programming Skills	Current	1	37,004	2.423%	1,677	1.463%	-0.960%	-39.622%
103	PL/1	Programming Skills	Legacy	3	213	0.014%	18	0.016%	0.002%	12.586%
105	Prolog	Programming Skills	Legacy	1	710	0.046%	39	0.034%	-0.012%	-26.819%
95	Python	Programming Skills	Current	1	37,266	2.440%	6,208	5.416%	2.976%	121.937%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,785	0.968%	36	0.031%	-0.937%	-96.756%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	17,663	1.157%	1,418	1.237%	0.080%	6.955%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	248	0.016%	24	0.021%	0.005%	28.929%
206	Scripting languages	Programming Skills	Current	1	16,336	1.070%	1,747	1.524%	0.454%	42.475%
101	Smalltalk	Programming Skills	Legacy	1	179	0.012%	2	0.002%	-0.010%	-85.114%
92	SQL	Programming Skills	Current	3	359,757	23.560%	18,388	16.043%	-7.517%	-31.905%
110	TCL	Programming Skills	Legacy	1	2,001	0.131%	97	0.085%	-0.046%	-35.417%
98	Unified Modeling Language	Programming Skills	Current	2	28,012	1.834%	627	0.547%	-1.287%	-70.180%
93	Visual Basic	Programming Skills	Current	6	72,258	4.732%	2,648	2.310%	-2.422%	-51.177%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,602	0.498%	316	0.276%	-0.222%	-44.620%
94	XML	Programming Skills	Current	2	114,095	7.472%	3,649	3.184%	-4.288%	-57.391%
1342	Computer Science	Majors	Computer Science	2	508,729	33.316%	44,223	38.583%	5.268%	15.812%
1344	Information Technology	Majors	Information Technology	3	1,527,003	100.000%	114,617	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	302,318	19.798%	30,328	26.460%	6.662%	33.651%

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