Skill Frequencies: April, 2007 through 2017-02-27: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2017-02-27

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All Degree Programs	2017-02-27	Jobs Found:	4,052,474	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	10,947	0.270%	2,308	0.404%	0.134%	49.588%
2	Attention to Details	Soft Skills	Problem-solving skills	1	14,286	0.353%	2,379	0.417%	0.064%	18.152%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	22,762	0.562%	4,029	0.705%	0.144%	25.587%
231	Cooperation	Soft Skills	Interpersonal skills	1	30,047	0.741%	3,524	0.617%	-0.124%	-16.787%
3	Creativity	Soft Skills	Problem-solving skills	3	120,246	2.967%	20,588	3.605%	0.637%	21.479%
4	Critical thinking	Soft Skills	Problem-solving skills	3	50,449	1.245%	12,101	2.119%	0.874%	70.187%
1300	Flexibility	Soft Skills	Work ethic	1	177,855	4.389%	20,408	3.573%	-0.816%	-18.587%
232	Independence	Soft Skills	Interpersonal skills	1	19,743	0.487%	2,544	0.445%	-0.042%	-8.576%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	482,890	11.916%	71,647	12.544%	0.628%	5.271%
256	Innovation	Soft Skills	Problem-solving skills	1	277,685	6.852%	51,225	8.968%	2.116%	30.884%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	376,229	9.284%	47,460	8.309%	-0.975%	-10.498%
1422	Internship	Soft Skills	Work ethic	3	85,078	2.099%	5,922	1.037%	-1.063%	-50.613%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,100	0.052%	263	0.046%	-0.006%	-11.143%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	259,013	6.391%	42,729	7.481%	1.090%	17.046%
10	Leadership	Soft Skills	Interpersonal skills	1	810,497	20.000%	127,384	22.302%	2.302%	11.512%
258	Learning	Soft Skills	Problem-solving skills	1	328,256	8.100%	52,448	9.183%	1.082%	13.364%
1	Learning Ability	Soft Skills	Problem-solving skills	3	68,568	1.692%	11,811	2.068%	0.376%	22.214%
236	Listening	Soft Skills	Language skills	1	88,947	2.195%	10,990	1.924%	-0.271%	-12.336%
260	Mathematics	Soft Skills	Problem-solving skills	3	209,326	5.165%	32,941	5.767%	0.602%	11.653%
261	Memorization	Soft Skills	Problem-solving skills	1	118	0.003%	10	0.002%	-0.001%	-39.872%
18	Negotiation Skills	Soft Skills	Language skills	1	34,274	0.846%	4,141	0.725%	-0.121%	-14.277%
262	Optimization	Soft Skills	Problem-solving skills	1	197,800	4.881%	34,069	5.965%	1.084%	22.205%
19	Oral Communications	Soft Skills	Language skills	3	63,222	1.560%	9,899	1.733%	0.173%	11.091%
273	Persistence	Soft Skills	Work ethic	1	14,775	0.365%	2,767	0.484%	0.120%	32.874%
239	Persuasion	Soft Skills	Language skills	1	5,808	0.143%	799	0.140%	-0.003%	-2.394%
1301	Physical Skill	Soft Skills	Work ethic	2	3,870	0.095%	694	0.122%	0.026%	27.235%
240	Presentations	Soft Skills	Language skills	1	185,873	4.587%	23,780	4.163%	-0.423%	-9.228%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	706,522	17.434%	115,288	20.185%	2.750%	15.775%
20	Questioning skills	Soft Skills	Language skills	1	1,130	0.028%	223	0.039%	0.011%	40.018%
241	Reading Comprehension	Soft Skills	Language skills	1	981	0.024%	150	0.026%	0.002%	8.487%
6	Research skills	Soft Skills	Problem-solving skills	1	6,680	0.165%	918	0.161%	-0.004%	-2.496%
15	Responsibility	Soft Skills	Work ethic	2	367,638	9.072%	44,804	7.844%	-1.228%	-13.532%
234	Self Control	Soft Skills	Interpersonal skills	1	413	0.010%	95	0.017%	0.006%	63.204%
11	Self-esteem	Soft Skills	Interpersonal skills	1	249	0.006%	79	0.014%	0.008%	125.105%
16	Self-management	Soft Skills	Work ethic	1	4,515	0.111%	845	0.148%	0.037%	32.787%
250	Stress Tolerance	Soft Skills	Physical skills	1	606	0.015%	127	0.022%	0.007%	48.692%
12	Teamwork	Soft Skills	Interpersonal skills	1	162,016	3.998%	22,703	3.975%	-0.023%	-0.578%
17	Time Management	Soft Skills	Work ethic	2	135,429	3.342%	21,347	3.737%	0.396%	11.836%
268	Visualization	Soft Skills	Problem-solving skills	1	40,677	1.004%	13,121	2.297%	1.293%	128.863%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,032	0.050%	404	0.071%	0.021%	41.064%
21	Written Communications	Soft Skills	Language skills	4	596,939	14.730%	88,227	15.447%	0.717%	4.865%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	299,089	7.380%	34,493	6.039%	-1.341%	-18.175%
172	Account management	Business Skills	Management skills	1	41,686	1.029%	5,319	0.931%	-0.097%	-9.469%
22	Accounting	Business Skills	Business processes	4	480,277	11.851%	32,024	5.607%	-6.245%	-52.691%
1263	Accounting software	Business Skills	Business processes	7	58,160	1.435%	3,216	0.563%	-0.872%	-60.767%
174	Administration	Business Skills	Management skills	3	993,373	24.513%	113,669	19.901%	-4.612%	-18.813%
1313	Analyst	Business Skills	Project management	1	683,999	16.879%	90,778	15.893%	-0.985%	-5.837%
175	Application management	Business Skills	Management skills	5	280,021	6.910%	45,176	7.909%	1.000%	14.465%
150	Asset management	Business Skills	Business processes	1	53,195	1.313%	7,227	1.265%	-0.047%	-3.607%
151	Auditing	Business Skills	Business processes	5	239,119	5.901%	29,067	5.089%	-0.812%	-13.753%
1264	Auditing software	Business Skills	Business processes	1	214	0.005%	3	0.001%	-0.005%	-90.054%
152	Billing	Business Skills	Business processes	1	108,892	2.687%	7,461	1.306%	-1.381%	-51.386%
1314	Business Analyst	Business Skills	Project management	1	258,785	6.386%	32,583	5.705%	-0.681%	-10.668%
35	Business Intelligence	Business Skills	Strategy skills	1	169,722	4.188%	26,544	4.647%	0.459%	10.965%
155	Business performance management (BPM)	Business Skills	Business processes	2	25,054	0.618%	4,388	0.768%	0.150%	24.264%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	59,432	1.467%	2,506	0.439%	-1.028%	-70.083%
36	Business Strategy	Business Skills	Strategy skills	3	732,892	18.085%	102,236	17.899%	-0.186%	-1.026%
182	Calendar and scheduling	Business Skills	Project management	3	157,042	3.875%	18,079	3.165%	-0.710%	-18.320%
156	Capacity planning	Business Skills	Business processes	1	80,802	1.994%	11,530	2.019%	0.025%	1.243%
28	Change Management	Business Skills	Management skills	1	155,555	3.839%	25,667	4.494%	0.655%	17.071%
183	Content workflow	Business Skills	Project management	1	161	0.004%	18	0.003%	-0.001%	-20.676%
24	Contracting and legal	Business Skills	Business processes	2	270,817	6.683%	29,792	5.216%	-1.467%	-21.949%
176	Coordination	Business Skills	Management skills	1	185,325	4.573%	24,706	4.326%	-0.248%	-5.414%
157	Cost accounting	Business Skills	Business processes	1	6,114	0.151%	418	0.073%	-0.078%	-51.493%
158	Cost estimation	Business Skills	Business processes	1	3,081	0.076%	393	0.069%	-0.007%	-9.498%
1312	Customer Support	Business Skills	Business processes	6	782,493	19.309%	98,626	17.267%	-2.042%	-10.573%
1339	Education	Business Skills	Industry Segment	1	34,942	0.862%	4,345	0.761%	-0.102%	-11.773%
1333	Energy	Business Skills	Industry Segment	1	194,353	4.796%	25,971	4.547%	-0.249%	-5.190%
1340	Entertainment	Business Skills	Industry Segment	1	223,024	5.503%	11,983	2.098%	-3.405%	-61.878%
1319	Environmental	Business Skills	Environmental	15	164,684	4.064%	13,320	2.332%	-1.732%	-42.613%
1320	Environmental Strategy	Business Skills	Environmental	7	23,886	0.589%	9,683	1.695%	1.106%	187.623%
161	Financial	Business Skills	Business processes	2	990,941	24.453%	113,371	19.849%	-4.604%	-18.827%
1275	Financial Analysis software	Business Skills	Business processes	6	4,634	0.114%	139	0.024%	-0.090%	-78.718%
1332	Health Care	Business Skills	Industry Segment	2	663,352	16.369%	70,077	12.269%	-4.100%	-25.047%
177	Human resources	Business Skills	Management skills	2	320,584	7.911%	14,423	2.525%	-5.386%	-68.079%
1336	Insurance	Business Skills	Industry Segment	1	22,899	0.565%	3,635	0.636%	0.071%	12.628%
1316	Managing/Supervision	Business Skills	Management skills	5	1,615,606	39.867%	176,448	30.893%	-8.975%	-22.511%
1334	Manufacturing	Business Skills	Industry Segment	2	350,112	8.639%	26,565	4.651%	-3.988%	-46.166%
26	Marketing	Business Skills	Business processes	1	513,047	12.660%	39,054	6.838%	-5.823%	-45.991%
185	Monitoring	Business Skills	Project management	1	441,602	10.897%	75,865	13.282%	2.385%	21.890%
179	Negotiation	Business Skills	Management skills	1	134,949	3.330%	17,434	3.052%	-0.278%	-8.339%
163	Operation and Control	Business Skills	Business processes	2	2,112	0.052%	282	0.049%	-0.003%	-5.265%
29	Outsourcing Management	Business Skills	Management skills	3	150,897	3.724%	12,091	2.117%	-1.607%	-43.149%
167	Procurement	Business Skills	Business processes	1	113,871	2.810%	8,445	1.479%	-1.331%	-47.381%
1290	Project Management software	Business Skills	Project management	2	110,499	2.727%	14,176	2.482%	-0.245%	-8.977%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	701,208	17.303%	92,574	16.208%	-1.095%	-6.330%
168	Quality	Business Skills	Business processes	1	1,164,071	28.725%	179,799	31.479%	2.754%	9.588%
1337	Real Estate	Business Skills	Industry Segment	2	186,442	4.601%	6,640	1.163%	-3.438%	-74.731%
1335	Retail	Business Skills	Industry Segment	2	799,958	19.740%	64,253	11.249%	-8.491%	-43.012%
34	Risk Management	Business Skills	Project management	1	116,746	2.881%	19,299	3.379%	0.498%	17.287%
169	Service Orientation	Business Skills	Business processes	1	27,910	0.689%	3,739	0.655%	-0.034%	-4.950%
27	Supply Chain Management	Business Skills	Business processes	3	149,710	3.694%	13,732	2.404%	-1.290%	-34.921%
1295	Supply Chain Management software	Business Skills	Business processes	4	7,832	0.193%	687	0.120%	-0.073%	-37.764%
178	Teaching	Business Skills	Management skills	7	275,586	6.800%	14,695	2.573%	-4.228%	-62.167%
190	Timekeeping	Business Skills	Project management	3	111,141	2.743%	7,646	1.339%	-1.404%	-51.189%
1296	Timekeeping software	Business Skills	Project management	1	4,501	0.111%	604	0.106%	-0.005%	-4.789%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,512	0.111%	333	0.058%	-0.053%	-47.636%
180	Troubleshooting	Business Skills	Management skills	1	508,195	12.540%	85,586	14.984%	2.444%	19.489%
181	Verification	Business Skills	Management skills	1	254,848	6.289%	139,520	24.427%	18.138%	288.430%
1338	Waste Management	Business Skills	Industry Segment	1	4,276	0.106%	498	0.087%	-0.018%	-17.368%
191	Workflow	Business Skills	Project management	1	171,520	4.232%	26,223	4.591%	0.359%	8.474%
31	Working Globally	Business Skills	Management skills	3	23,428	0.578%	963	0.169%	-0.410%	-70.836%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,213	0.178%	1,020	0.179%	0.001%	0.332%
51	4GL	Technical Skills	Software development	3	5,705	0.141%	406	0.071%	-0.070%	-49.507%
987	Access servers & software	Technical Skills	Network	10	124,313	3.068%	20,528	3.594%	0.526%	17.162%
38	Agile Development Methods	Technical Skills	Software development	13	235,201	5.804%	72,953	12.773%	6.969%	120.070%
304	Algorithmic software	Technical Skills	Business applications	1	110	0.003%	4	0.001%	-0.002%	-74.200%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,253	0.105%	346	0.061%	-0.044%	-42.278%
1352	Android	Technical Skills	Mobile Platforms	3	67,773	1.672%	23,506	4.115%	2.443%	146.082%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	51,996	1.283%	12,859	2.251%	0.968%	75.467%
120	Apple operating systems	Technical Skills	Business applications	6	103,744	2.560%	22,870	4.004%	1.444%	56.408%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,419	1.047%	344	0.060%	-0.987%	-94.246%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	61,097	1.508%	18,281	3.201%	1.693%	112.294%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	160	0.004%	32	0.006%	0.002%	41.902%
1265	Backup & Recovery	Technical Skills	Technical applications	16	311,042	7.675%	40,341	7.063%	-0.612%	-7.979%
1386	Biometric	Technical Skills	Information mgmt	2	10,411	0.257%	2,264	0.396%	0.139%	54.291%
1353	Blackberry	Technical Skills	Mobile Platforms	2	32,109	0.792%	2,218	0.388%	-0.404%	-50.989%
336	Borland Delphi	Technical Skills	Business applications	1	6,030	0.149%	731	0.128%	-0.021%	-13.988%
337	Borland JBuilder	Technical Skills	Business applications	1	4,103	0.101%	75	0.013%	-0.088%	-87.031%
338	Borland Paradox	Technical Skills	Business applications	1	348	0.009%	27	0.005%	-0.004%	-44.952%
72	Business Continuity Planning	Technical Skills	Hardware	2	68,029	1.679%	6,907	1.209%	-0.469%	-27.964%
352	Cadence Opus	Technical Skills	Business applications	1	2,001	0.049%	122	0.021%	-0.028%	-56.742%
868	Calculators	Technical Skills	Hardware	1	3,621	0.089%	374	0.065%	-0.024%	-26.718%
39	CASE Tools	Technical Skills	Software development	1	210,777	5.201%	21,956	3.844%	-1.357%	-26.093%
367	Categorization or classification software	Technical Skills	Business applications	1	16,337	0.403%	2,566	0.449%	0.046%	11.440%
112	Certification	Technical Skills	Misc	3	734,909	18.135%	102,292	17.909%	-0.226%	-1.244%
78	Cisco	Technical Skills	Hardware	1	321,569	7.935%	31,056	5.437%	-2.498%	-31.478%
1009	Cisco Systems IOS	Technical Skills	Network	1	71,405	1.762%	25,414	4.449%	2.687%	152.523%
40	Client-Server	Technical Skills	Software development	1	89,161	2.200%	7,340	1.285%	-0.915%	-41.591%
1011	Cluster server software	Technical Skills	Network	8	62,469	1.542%	10,563	1.849%	0.308%	19.972%
1147	CMAKE	Technical Skills	Software development	1	659	0.016%	471	0.082%	0.066%	407.099%
1151	Compatibility testing	Technical Skills	Software development	1	1,880	0.046%	691	0.121%	0.075%	160.782%
1152	Compilers	Technical Skills	Software development	5	38,020	0.938%	4,381	0.767%	-0.171%	-18.244%
1255	Compliance software	Technical Skills	Technical applications	3	21,989	0.543%	3,849	0.674%	0.131%	24.194%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	73,515	1.814%	6,101	1.068%	-0.746%	-41.118%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	6,492	0.160%	832	0.146%	-0.015%	-9.071%
875	Computer diagnostics	Technical Skills	Hardware	5	162,160	4.002%	24,431	4.277%	0.276%	6.894%
1107	Computer forensics	Technical Skills	Security	1	9,051	0.223%	803	0.141%	-0.083%	-37.053%
1266	Computer Hardware	Technical Skills	Hardware	15	90,504	2.233%	11,782	2.063%	-0.171%	-7.635%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,033	0.914%	374	0.065%	-0.848%	-92.835%
1015	Computer servers	Technical Skills	Network	6	364,702	8.999%	49,714	8.704%	-0.296%	-3.284%
1267	Computer Utilities	Technical Skills	Misc	1	2,327	0.057%	469	0.082%	0.025%	42.999%
59	Content Manager	Technical Skills	Business applications	1	4,132	0.102%	360	0.063%	-0.039%	-38.184%
1396	Continuous Improvement	Technical Skills	Software development	1	67,727	1.671%	14,331	2.509%	0.838%	50.131%
878	Controllers	Technical Skills	Hardware	3	24,936	0.615%	4,654	0.815%	0.199%	32.421%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,686	0.116%	1,189	0.208%	0.093%	80.027%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	15,564	0.384%	1,728	0.303%	-0.082%	-21.227%
53	Customer Relationship Management	Technical Skills	Business applications	9	236,520	5.836%	28,565	5.001%	-0.835%	-14.311%
1368	Cyber Security	Technical Skills	Information mgmt	3	59,996	1.480%	15,644	2.739%	1.258%	85.005%
953	Data acquisition systems	Technical Skills	Information mgmt	1	19,387	0.478%	2,688	0.471%	-0.008%	-1.627%
955	Data compression software	Technical Skills	Information mgmt	1	12,678	0.313%	1,551	0.272%	-0.041%	-13.200%
956	Data conversion software	Technical Skills	Information mgmt	1	18,045	0.445%	2,412	0.422%	-0.023%	-5.163%
958	Data dictionary	Technical Skills	Information mgmt	1	10,479	0.259%	1,290	0.226%	-0.033%	-12.657%
959	Data entry	Technical Skills	Information mgmt	1	188,538	4.652%	3,908	0.684%	-3.968%	-85.293%
962	Data mapping	Technical Skills	Information mgmt	1	20,044	0.495%	3,674	0.643%	0.149%	30.050%
67	Data Mining	Technical Skills	Information mgmt	5	103,976	2.566%	13,283	2.326%	-0.240%	-9.360%
963	Data modeling	Technical Skills	Information mgmt	1	123,434	3.046%	19,489	3.412%	0.366%	12.024%
68	Data Warehousing	Technical Skills	Information mgmt	2	191,378	4.722%	28,951	5.069%	0.346%	7.332%
69	Database Administration	Technical Skills	Information mgmt	12	248,147	6.123%	36,328	6.360%	0.237%	3.870%
969	Database design software	Technical Skills	Information mgmt	15	199,986	4.935%	27,090	4.743%	-0.192%	-3.890%
1268	Database Reporting	Technical Skills	Information mgmt	3	59,984	1.480%	4,935	0.864%	-0.616%	-41.627%
1269	Database Security	Technical Skills	Information mgmt	2	644	0.016%	158	0.028%	0.012%	74.072%
1373	Database Security	Technical Skills	Information mgmt	1	885	0.022%	141	0.025%	0.003%	13.040%
1270	Database Servers	Technical Skills	Information mgmt	3	50,441	1.245%	4,062	0.711%	-0.534%	-42.864%
1271	Database Testing	Technical Skills	Information mgmt	1	3,366	0.083%	769	0.135%	0.052%	62.095%
1160	Debugging	Technical Skills	Software development	7	263,961	6.514%	45,007	7.880%	1.366%	20.976%
1385	Decryption	Technical Skills	Information mgmt	1	1,224	0.030%	215	0.038%	0.007%	24.628%
418	Desktop publishing software	Technical Skills	Business applications	13	52,773	1.302%	4,997	0.875%	-0.427%	-32.818%
1272	Development Environment	Technical Skills	Software development	13	179,420	4.427%	28,754	5.034%	0.607%	13.706%
1273	Digital Imaging	Technical Skills	Hardware	1	2,065	0.051%	31	0.005%	-0.046%	-89.349%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	11,023	0.272%	1,384	0.242%	-0.030%	-10.917%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,972	0.271%	875	0.153%	-0.118%	-43.418%
1307	Doctor of Philosophy	Technical Skills	Misc	3	176,424	4.353%	16,673	2.919%	-1.434%	-32.948%
973	Document management software	Technical Skills	Information mgmt	4	35,646	0.880%	3,911	0.685%	-0.195%	-22.154%
1020	Domain name system (DNS)	Technical Skills	Network	3	121,916	3.008%	20,607	3.608%	0.599%	19.925%
61	Dreamweaver	Technical Skills	Software development	1	19,848	0.490%	1,064	0.186%	-0.303%	-61.965%
54	DSS/GDSS	Technical Skills	Business applications	5	47,964	1.184%	5,439	0.952%	-0.231%	-19.544%
425	Dynamic modeling software	Technical Skills	Business applications	1	138	0.003%	7	0.001%	-0.002%	-64.010%
62	Eclipse	Technical Skills	Software development	1	77,423	1.911%	11,724	2.053%	0.142%	7.439%
1308	Electronic Commerce	Technical Skills	Business applications	2	174,700	4.311%	23,955	4.194%	-0.117%	-2.712%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	34,511	0.852%	5,426	0.950%	0.098%	11.553%
1023	Electronic mail software	Technical Skills	Network	8	61,200	1.510%	7,365	1.289%	-0.221%	-14.616%
1384	Encryption	Technical Skills	Information mgmt	1	189	0.005%	60	0.011%	0.006%	125.241%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	192,268	4.744%	24,834	4.348%	-0.397%	-8.358%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	229,382	5.660%	22,346	3.912%	-1.748%	-30.881%
1321	Environmental Certification	Technical Skills	Environmental	1	330	0.008%	63	0.011%	0.003%	35.451%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,368	0.034%	311	0.054%	0.021%	61.299%
1329	Environmental Energy	Technical Skills	Environmental	21	13,019	0.321%	2,184	0.382%	0.061%	19.023%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	13,115	0.324%	1,986	0.348%	0.024%	7.441%
1327	Environmental Pollution	Technical Skills	Environmental	16	41,247	1.018%	1,270	0.222%	-0.795%	-78.154%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	6,100	0.151%	868	0.152%	0.001%	0.959%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,061	0.051%	191	0.033%	-0.017%	-34.247%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	50,757	1.252%	1,184	0.207%	-1.045%	-83.449%
1331	Environmental Science	Technical Skills	Environmental	2	1,503	0.037%	144	0.025%	-0.012%	-32.023%
1322	Environmental Technology	Technical Skills	Environmental	2	676	0.017%	50	0.009%	-0.008%	-47.522%
461	Expert system software	Technical Skills	Business applications	1	1,404	0.035%	214	0.037%	0.003%	8.144%
1359	Facebook	Technical Skills	Social Networking	1	519,120	12.810%	155,857	27.287%	14.478%	113.018%
463	Facilities management software	Technical Skills	Business applications	4	12,126	0.299%	688	0.120%	-0.179%	-59.744%
468	Flight control software	Technical Skills	Business applications	1	1,074	0.027%	99	0.017%	-0.009%	-34.598%
469	Flowchart software	Technical Skills	Business applications	5	11,802	0.291%	2,157	0.378%	0.086%	29.674%
1367	Forensic	Technical Skills	Information mgmt	2	66,981	1.653%	5,893	1.032%	-0.621%	-37.577%
1112	Fraud Detection	Technical Skills	Security	1	19,914	0.491%	3,950	0.692%	0.200%	40.733%
63	FrontPage	Technical Skills	Software development	1	3,278	0.081%	77	0.013%	-0.067%	-83.334%
475	Fund accounting software	Technical Skills	Business applications	1	1,826	0.045%	168	0.029%	-0.016%	-34.722%
1260	Gaming	Technical Skills	Misc	2	84,689	2.090%	16,612	2.908%	0.819%	39.172%
113	Generic databases	Technical Skills	Information mgmt	2	573,848	14.160%	93,633	16.393%	2.233%	15.768%
1365	Google Apps	Technical Skills	Business applications	4	13,175	0.325%	2,040	0.357%	0.032%	9.859%
1364	Google Plus	Technical Skills	Social Networking	1	1,308	0.032%	4	0.001%	-0.032%	-97.830%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	236,062	5.825%	26,820	4.696%	-1.129%	-19.390%
484	Graphic software	Technical Skills	Business applications	16	324,887	8.017%	42,725	7.480%	-0.537%	-6.695%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	70,272	1.734%	6,502	1.138%	-0.596%	-34.352%
1323	Green IT	Technical Skills	Environmental	9	10,741	0.265%	1,288	0.226%	-0.040%	-14.920%
893	Guidance systems	Technical Skills	Hardware	1	169	0.004%	7	0.001%	-0.003%	-70.612%
1371	Hacking	Technical Skills	Information mgmt	5	17,924	0.442%	4,154	0.727%	0.285%	64.433%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,004	0.025%	87	0.015%	-0.010%	-38.519%
1277	Hardware Design	Technical Skills	Hardware	19	28,099	0.693%	3,848	0.674%	-0.020%	-2.837%
1278	Hardware Testing	Technical Skills	Hardware	4	9,761	0.241%	942	0.165%	-0.076%	-31.528%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,578	0.039%	104	0.018%	-0.021%	-53.239%
492	Helpdesk or call center	Technical Skills	Business applications	2	231,144	5.704%	20,390	3.570%	-2.134%	-37.412%
1377	Homeland Security	Technical Skills	Information mgmt	1	105,822	2.611%	3,477	0.609%	-2.003%	-76.688%
114	IBM databases	Technical Skills	Information mgmt	2	101,719	2.510%	12,340	2.160%	-0.350%	-13.926%
121	IBM operating systems	Technical Skills	Business applications	4	80,326	1.982%	6,260	1.096%	-0.886%	-44.706%
898	Image capture devices	Technical Skills	Hardware	8	17,805	0.439%	2,635	0.461%	0.022%	5.002%
524	Industrial control software	Technical Skills	Business applications	3	14,876	0.367%	1,837	0.322%	-0.045%	-12.385%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	53,881	1.330%	8,150	1.427%	0.097%	7.320%
1375	Information Security	Technical Skills	Information mgmt	3	150,862	3.723%	29,344	5.138%	1.415%	38.006%
899	Infrared	Technical Skills	Hardware	1	4,955	0.122%	261	0.046%	-0.077%	-62.627%
1180	Installation	Technical Skills	Software development	1	328,843	8.115%	39,598	6.933%	-1.182%	-14.564%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,259	0.031%	111	0.019%	-0.012%	-37.446%
536	Internet browser software	Technical Skills	Business applications	4	23,224	0.573%	2,122	0.372%	-0.202%	-35.172%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	41,535	1.025%	6,608	1.157%	0.132%	12.879%
541	Inventory management software	Technical Skills	Business applications	3	19,396	0.479%	2,495	0.437%	-0.042%	-8.733%
1414	ISO 9000	Technical Skills	Software development	1	6,223	0.154%	334	0.058%	-0.095%	-61.919%
73	IT Architecture/Standards	Technical Skills	Hardware	2	32,121	0.793%	4,205	0.736%	-0.056%	-7.117%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,447	0.036%	107	0.019%	-0.017%	-47.535%
1035	Kernel	Technical Skills	Network	1	36,776	0.907%	4,317	0.756%	-0.152%	-16.713%
907	Lasers	Technical Skills	Hardware	1	1,043	0.026%	96	0.017%	-0.009%	-34.695%
1038	License management software	Technical Skills	Network	1	2,581	0.064%	427	0.075%	0.011%	17.381%
1361	LinkedIn	Technical Skills	Social Networking	1	33,764	0.833%	8,035	1.407%	0.574%	68.845%
908	Mainframe computers	Technical Skills	Hardware	2	123,337	3.043%	8,940	1.565%	-1.478%	-48.572%
124	Mainframe operating systems	Technical Skills	Business applications	8	53,823	1.328%	4,929	0.863%	-0.465%	-35.025%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	87,920	2.170%	9,888	1.731%	-0.438%	-20.205%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	20,339	0.502%	1,738	0.304%	-0.198%	-39.371%
1281	Medical software	Technical Skills	Business applications	9	27,725	0.684%	4,192	0.734%	0.050%	7.277%
115	Microsoft databases	Technical Skills	Information mgmt	5	555,172	13.700%	81,408	14.253%	0.553%	4.039%
119	Microsoft operating systems	Technical Skills	Business applications	4	783,301	19.329%	95,582	16.735%	-2.594%	-13.423%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	20,348	0.502%	5,056	0.885%	0.383%	76.296%
625	Multimedia	Technical Skills	Business applications	1	146,354	3.611%	2,595	0.454%	-3.157%	-87.420%
1362	MySpace	Technical Skills	Social Networking	1	5,170	0.128%	9	0.002%	-0.126%	-98.765%
74	Network administration	Technical Skills	Hardware	17	426,031	10.513%	54,655	9.569%	-0.944%	-8.978%
1282	Network Administration software	Technical Skills	Network	18	199,819	4.931%	32,774	5.738%	0.807%	16.372%
1283	Network Hardware	Technical Skills	Network	11	150,446	3.712%	20,103	3.520%	-0.193%	-5.194%
1284	Network Monitoring software	Technical Skills	Network	15	101,329	2.500%	17,797	3.116%	0.615%	24.615%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,914	0.121%	614	0.107%	-0.014%	-11.348%
1369	Network Security	Technical Skills	Information mgmt	1	23,759	0.586%	4,169	0.730%	0.144%	24.498%
1122	Network security	Technical Skills	Security	1	125,777	3.104%	20,939	3.666%	0.562%	18.117%
1285	Network Security software	Technical Skills	Security	35	280,334	6.918%	51,243	8.972%	2.054%	29.693%
1286	Network software	Technical Skills	Network	6	65,748	1.622%	8,821	1.544%	-0.078%	-4.810%
1287	Network Testing	Technical Skills	Network	11	66,859	1.650%	8,856	1.551%	-0.099%	-6.020%
1065	Novell network software	Technical Skills	Network	2	5,667	0.140%	133	0.023%	-0.117%	-83.348%
643	Oberon	Technical Skills	Business applications	1	534	0.013%	135	0.024%	0.010%	79.370%
1413	Object Oriented Design	Technical Skills	Software development	2	101,792	2.512%	14,887	2.606%	0.095%	3.765%
41	Object Oriented Programming	Technical Skills	Software development	5	466,104	11.502%	76,133	13.329%	1.828%	15.890%
1288	Office Applications	Technical Skills	Business applications	13	587,029	14.486%	75,318	13.187%	-1.299%	-8.968%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	43,509	1.074%	4,294	0.752%	-0.322%	-29.977%
116	Open-source databases	Technical Skills	Information mgmt	4	213,877	5.278%	46,990	8.227%	2.949%	55.883%
118	Open-source operating systems	Technical Skills	Business applications	8	612,894	15.124%	106,992	18.732%	3.608%	23.858%
56	Operating Systems	Technical Skills	Business applications	3	346,826	8.558%	47,611	8.336%	-0.223%	-2.601%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,511	0.062%	446	0.078%	0.016%	26.022%
117	Oracle databases	Technical Skills	Information mgmt	1	694,329	17.133%	78,761	13.789%	-3.344%	-19.517%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,346	0.083%	82	0.014%	-0.068%	-82.612%
1376	Penetration Testing	Technical Skills	Information mgmt	5	100,223	2.473%	21,689	3.797%	1.324%	53.543%
1289	Physical Tools	Technical Skills	Hardware	1	229	0.006%	18	0.003%	-0.002%	-44.231%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,714	0.560%	3,599	0.630%	0.070%	12.420%
931	Printers	Technical Skills	Hardware	3	36,637	0.904%	5,463	0.956%	0.052%	5.796%
43	Programming	Technical Skills	Software development	1	990,961	24.453%	146,406	25.633%	1.180%	4.824%
700	Provisioning	Technical Skills	Business applications	1	55,243	1.363%	11,473	2.009%	0.646%	47.352%
1405	Rapid Application Development	Technical Skills	Software development	2	21,218	0.524%	2,339	0.410%	-0.114%	-21.786%
1258	Rate Control	Technical Skills	Technical applications	1	192	0.005%	14	0.002%	-0.002%	-48.265%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	46,866	1.156%	2,873	0.503%	-0.653%	-56.505%
1077	Remote control software	Technical Skills	Network	2	4,365	0.108%	783	0.137%	0.029%	27.273%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,389	0.059%	342	0.060%	0.001%	1.570%
1379	Risk Analysis	Technical Skills	Information mgmt	1	24,360	0.601%	3,955	0.692%	0.091%	15.193%
1262	Robotics	Technical Skills	Hardware	3	15,165	0.374%	3,021	0.529%	0.155%	41.340%
1318	RSA	Technical Skills	Security	1	17,625	0.435%	2,718	0.476%	0.041%	9.415%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	100,984	2.492%	30,088	5.268%	2.776%	111.397%
44	SDLC	Technical Skills	Software development	7	486,351	12.001%	85,948	15.048%	3.046%	25.384%
1132	Secure shell (SSH)	Technical Skills	Security	1	378	0.009%	47	0.008%	-0.001%	-11.781%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,113	1.286%	9,271	1.623%	0.337%	26.223%
76	Security	Technical Skills	Hardware	4	2,902,539	71.624%	568,473	99.528%	27.904%	38.960%
1382	Security Audit	Technical Skills	Information mgmt	1	4,057	0.100%	709	0.124%	0.024%	23.993%
1315	Security Clearance	Technical Skills	Misc	2	319,471	7.883%	27,557	4.825%	-3.059%	-38.799%
1381	Security Plan	Technical Skills	Information mgmt	1	3,301	0.081%	648	0.113%	0.032%	39.279%
1380	Security Policy	Technical Skills	Information mgmt	2	62,060	1.531%	12,524	2.193%	0.661%	43.182%
1135	Security testing software	Technical Skills	Security	1	10,104	0.249%	2,401	0.420%	0.171%	68.599%
60	Sharepoint Server	Technical Skills	Business applications	1	14,457	0.357%	1,216	0.213%	-0.144%	-40.322%
1084	Signal generators	Technical Skills	Network	1	817	0.020%	114	0.020%	-0.000%	-0.999%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,732	0.857%	4,380	0.767%	-0.090%	-10.525%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	143,609	3.544%	30,137	5.276%	1.733%	48.893%
1220	Simulation software	Technical Skills	Software development	5	57,908	1.429%	6,048	1.059%	-0.370%	-25.898%
1366	Social Network	Technical Skills	Social Networking	1	12,400	0.306%	4,310	0.755%	0.449%	146.611%
1358	Social Networking	Technical Skills	Social Networking	1	23,194	0.572%	1,080	0.189%	-0.383%	-66.963%
42	Software Development	Technical Skills	Software development	2	1,041,408	25.698%	137,739	24.115%	-1.583%	-6.159%
1291	Software Development software	Technical Skills	Software development	3	7,152	0.176%	723	0.127%	-0.050%	-28.275%
1309	Software Engineering	Technical Skills	Software development	1	627,561	15.486%	83,310	14.586%	-0.900%	-5.811%
1292	Software Installation	Technical Skills	Software development	4	442,394	10.917%	78,345	13.717%	2.800%	25.649%
1223	Software libraries	Technical Skills	Software development	1	1,170	0.029%	211	0.037%	0.008%	27.954%
1293	Software Maintenance	Technical Skills	Software development	1	28,738	0.709%	4,790	0.839%	0.129%	18.260%
1294	Software Testing	Technical Skills	Software development	14	430,681	10.628%	71,267	12.477%	1.850%	17.406%
1225	Source code management (SCM)	Technical Skills	Software development	5	141,623	3.495%	26,543	4.647%	1.152%	32.976%
1229	Static analysis software	Technical Skills	Software development	1	3,165	0.078%	872	0.153%	0.075%	95.479%
772	Statistical analysis software	Technical Skills	Business applications	26	317,609	7.837%	46,868	8.206%	0.368%	4.699%
774	Statistical software	Technical Skills	Business applications	1	135,400	3.341%	19,816	3.469%	0.128%	3.838%
1230	Stress testing software	Technical Skills	Software development	1	9,798	0.242%	1,391	0.244%	0.002%	0.727%
122	Sun operating systems	Technical Skills	Business applications	3	162,273	4.004%	10,391	1.819%	-2.185%	-54.567%
939	Surveillance systems	Technical Skills	Hardware	5	37,097	0.915%	3,827	0.670%	-0.245%	-26.806%
791	Symantec software	Technical Skills	Business applications	1	30,490	0.752%	3,862	0.676%	-0.076%	-10.131%
1355	Symbian	Technical Skills	Mobile Platforms	1	114	0.003%	2	0.000%	-0.002%	-87.552%
1310	System Administration	Technical Skills	Network	4	258,729	6.384%	33,170	5.807%	-0.577%	-9.039%
45	System Testing	Technical Skills	Software development	5	82,538	2.037%	12,160	2.129%	0.092%	4.529%
46	Systems Analysis	Technical Skills	Software development	8	330,439	8.154%	43,066	7.540%	-0.614%	-7.530%
47	Systems Design	Technical Skills	Software development	1	54,260	1.339%	6,437	1.127%	-0.212%	-15.829%
1233	Systems Evaluation	Technical Skills	Software development	1	628	0.015%	71	0.012%	-0.003%	-19.785%
1234	Systems integration	Technical Skills	Software development	8	228,561	5.640%	18,300	3.204%	-2.436%	-43.192%
75	TCP/IP	Technical Skills	Hardware	3	217,507	5.367%	28,118	4.923%	-0.444%	-8.279%
1235	Technology Design	Technical Skills	Software development	1	3,989	0.098%	364	0.064%	-0.035%	-35.257%
1236	Templates	Technical Skills	Software development	1	64,271	1.586%	10,282	1.800%	0.214%	13.506%
1239	Test implementation	Technical Skills	Software development	1	1,463	0.036%	277	0.048%	0.012%	34.336%
1302	Testing	Technical Skills	Software development	1	1,207,969	29.808%	195,316	34.196%	4.388%	14.720%
1297	Training software	Technical Skills	Business applications	3	4,265	0.105%	191	0.033%	-0.072%	-68.226%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,651	0.139%	593	0.104%	-0.036%	-25.546%
1360	Twitter	Technical Skills	Social Networking	1	56,472	1.394%	8,634	1.512%	0.118%	8.477%
1411	Unified Process	Technical Skills	Software development	1	10,658	0.263%	548	0.096%	-0.167%	-63.519%
123	UNIX operating systems	Technical Skills	Business applications	5	621,735	15.342%	62,935	11.019%	-4.323%	-28.180%
1298	UNIX Shells	Technical Skills	Business applications	4	131,246	3.239%	19,898	3.484%	0.245%	7.567%
1410	Use Case	Technical Skills	Software development	1	29,316	0.723%	4,108	0.719%	-0.004%	-0.578%
48	User-Interface Design	Technical Skills	Software development	2	273,710	6.754%	47,448	8.307%	1.553%	22.994%
836	Video creation and editing software	Technical Skills	Business applications	3	14,905	0.368%	1,938	0.339%	-0.028%	-7.747%
64	Visual Studio	Technical Skills	Software development	1	133,328	3.290%	21,684	3.796%	0.506%	15.392%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,914	0.146%	842	0.147%	0.001%	1.015%
77	Voice/Data Telecom	Technical Skills	Hardware	10	359,251	8.865%	34,298	6.005%	-2.860%	-32.263%
1299	Web Application Server	Technical Skills	Business applications	8	181,546	4.480%	18,719	3.277%	-1.203%	-26.843%
1248	Web platform development software	Technical Skills	Software development	5	11,030	0.272%	439	0.077%	-0.195%	-71.761%
65	web programmer	Technical Skills	Software development	4	90,035	2.222%	3,765	0.659%	-1.563%	-70.330%
58	Web servers	Technical Skills	Business applications	6	278,626	6.875%	38,344	6.713%	-0.162%	-2.359%
49	Web-based Application Development	Technical Skills	Software development	2	206,080	5.085%	31,560	5.526%	0.440%	8.657%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,603	0.558%	1,800	0.315%	-0.243%	-43.498%
1102	Wireless	Technical Skills	Network	5	162,842	4.018%	21,447	3.755%	-0.263%	-6.555%
1363	YouTube	Technical Skills	Social Networking	2	6,968	0.172%	1,277	0.224%	0.052%	30.029%
79	.NET	Programming Skills	Current	1	461,931	11.399%	66,015	11.558%	0.159%	1.396%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	127	0.003%	16	0.003%	-0.000%	-10.613%
209	A programming language (APL)	Programming Skills	Legacy	2	5,472	0.135%	519	0.091%	-0.044%	-32.706%
99	Ada	Programming Skills	Legacy	1	14,212	0.351%	1,271	0.223%	-0.128%	-36.548%
80	AJAX	Programming Skills	Current	1	230,367	5.685%	27,646	4.840%	-0.844%	-14.853%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	103	0.003%	22	0.004%	0.001%	51.545%
192	Apple AppleScript	Programming Skills	Current	1	633	0.016%	151	0.026%	0.011%	69.251%
81	ASP	Programming Skills	Current	2	295,999	7.304%	39,487	6.913%	-0.391%	-5.350%
108	Assembly	Programming Skills	Legacy	2	10,009	0.247%	595	0.104%	-0.143%	-57.822%
211	AWK	Programming Skills	Legacy	1	8,095	0.200%	1,021	0.179%	-0.021%	-10.512%
212	B	Programming Skills	Legacy	1	52,488	1.295%	7,497	1.313%	0.017%	1.341%
83	C#	Programming Skills	Current	2	445,179	10.985%	75,284	13.181%	2.195%	19.985%
82	C/C++	Programming Skills	Current	3	650,052	16.041%	80,934	14.170%	-1.871%	-11.664%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	320,203	7.901%	77,677	13.600%	5.698%	72.117%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,131	0.028%	244	0.043%	0.015%	53.068%
84	CGI	Programming Skills	Current	2	32,105	0.792%	7,192	1.259%	0.467%	58.940%
217	Clipper	Programming Skills	Legacy	1	684	0.017%	106	0.019%	0.002%	9.953%
218	CLU	Programming Skills	Legacy	1	362	0.009%	16	0.003%	-0.006%	-68.641%
100	Cobol	Programming Skills	Legacy	1	30,835	0.761%	3,456	0.605%	-0.156%	-20.478%
85	ColdFusion	Programming Skills	Current	2	24,696	0.609%	1,561	0.273%	-0.336%	-55.153%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	525	0.013%	27	0.005%	-0.008%	-63.511%
195	Component object model (COM)	Programming Skills	Current	1	558	0.014%	15	0.003%	-0.011%	-80.927%
125	Database programming	Programming Skills	Current	3	93,590	2.309%	10,204	1.787%	-0.523%	-22.643%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,839	0.144%	193	0.034%	-0.110%	-76.548%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,111	0.570%	2,785	0.488%	-0.083%	-14.500%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,920	0.171%	1,188	0.208%	0.037%	21.806%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	40,363	0.996%	3,149	0.551%	-0.445%	-44.646%
109	Forth	Programming Skills	Legacy	1	11,400	0.281%	1,989	0.348%	0.067%	23.790%
102	Fortran	Programming Skills	Legacy	1	5,963	0.147%	584	0.102%	-0.045%	-30.513%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	723,435	17.852%	97,808	17.124%	-0.727%	-4.075%
222	J	Programming Skills	Legacy	1	14,610	0.361%	1,569	0.275%	-0.086%	-23.804%
87	Java/J2EE/J2P	Programming Skills	Current	4	915,465	22.590%	150,713	26.387%	3.797%	16.806%
97	JavaScript	Programming Skills	Current	3	510,175	12.589%	115,411	20.206%	7.617%	60.504%
89	JavaServer Faces	Programming Skills	Current	3	34,457	0.850%	3,898	0.682%	-0.168%	-19.736%
88	JavaServer Pages	Programming Skills	Current	3	147,096	3.630%	13,218	2.314%	-1.316%	-36.244%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,230	0.499%	2,169	0.380%	-0.119%	-23.929%
126	LAMP	Programming Skills	Current	1	42,243	1.042%	6,435	1.127%	0.084%	8.081%
104	Lisp	Programming Skills	Legacy	1	2,451	0.060%	283	0.050%	-0.011%	-18.078%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,273	0.056%	591	0.103%	0.047%	84.478%
201	Microsoft ActiveX	Programming Skills	Current	1	5,511	0.136%	176	0.031%	-0.105%	-77.341%
107	Pascal	Programming Skills	Legacy	1	1,914	0.047%	107	0.019%	-0.028%	-60.336%
90	Perl	Programming Skills	Current	1	279,696	6.902%	35,100	6.145%	-0.757%	-10.961%
91	PHP	Programming Skills	Current	1	165,003	4.072%	26,584	4.654%	0.583%	14.310%
103	PL/1	Programming Skills	Legacy	3	655	0.016%	88	0.015%	-0.001%	-4.677%
105	Prolog	Programming Skills	Legacy	1	1,667	0.041%	255	0.045%	0.004%	8.533%
95	Python	Programming Skills	Current	1	221,007	5.454%	72,936	12.770%	7.316%	134.149%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	52,906	1.306%	9,486	1.661%	0.355%	27.214%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,741	0.043%	329	0.058%	0.015%	34.077%
206	Scripting languages	Programming Skills	Current	1	81,358	2.008%	14,778	2.587%	0.580%	28.876%
101	Smalltalk	Programming Skills	Legacy	1	1,056	0.026%	37	0.006%	-0.020%	-75.140%
92	SQL	Programming Skills	Current	3	1,225,896	30.251%	191,196	33.475%	3.224%	10.658%
110	TCL	Programming Skills	Legacy	1	17,258	0.426%	1,201	0.210%	-0.216%	-50.625%
98	Unified Modeling Language	Programming Skills	Current	2	111,108	2.742%	9,082	1.590%	-1.152%	-42.005%
93	Visual Basic	Programming Skills	Current	6	259,630	6.407%	25,670	4.494%	-1.912%	-29.850%
207	Web service definition language (WSDL)	Programming Skills	Current	2	30,485	0.752%	4,018	0.703%	-0.049%	-6.485%
94	XML	Programming Skills	Current	2	479,478	11.832%	55,053	9.639%	-2.193%	-18.535%
1342	Computer Science	Majors	Computer Science	2	2,890,739	71.333%	463,131	81.085%	9.752%	13.672%
1344	Information Technology	Majors	Information Technology	3	1,763,434	43.515%	191,018	33.443%	-10.072%	-23.145%
1343	Management Information Systems	Majors	Management Information Systems	9	1,062,386	26.216%	134,761	23.594%	-2.622%	-10.001%

mis Degrees

Management Information Systems	2017-02-27	Jobs Found:	1,062,151	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	3,716	0.350%	800	0.594%	0.244%	69.682%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,200	0.395%	660	0.490%	0.094%	23.856%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,218	0.680%	1,030	0.764%	0.085%	12.471%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,341	1.068%	1,161	0.862%	-0.206%	-19.313%
3	Creativity	Soft Skills	Problem-solving skills	3	30,407	2.863%	4,434	3.290%	0.427%	14.933%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,007	1.601%	4,104	3.045%	1.444%	90.196%
1300	Flexibility	Soft Skills	Work ethic	1	37,789	3.558%	5,110	3.792%	0.234%	6.580%
232	Independence	Soft Skills	Interpersonal skills	1	5,914	0.557%	625	0.464%	-0.093%	-16.705%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	149,782	14.102%	19,914	14.777%	0.676%	4.790%
256	Innovation	Soft Skills	Problem-solving skills	1	85,512	8.051%	12,290	9.120%	1.069%	13.278%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	130,405	12.277%	17,471	12.964%	0.687%	5.596%
1422	Internship	Soft Skills	Work ethic	3	15,870	1.494%	1,076	0.798%	-0.696%	-46.561%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	837	0.079%	130	0.096%	0.018%	22.416%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	88,060	8.291%	14,080	10.448%	2.157%	26.022%
10	Leadership	Soft Skills	Interpersonal skills	1	252,952	23.815%	36,699	27.233%	3.418%	14.351%
258	Learning	Soft Skills	Problem-solving skills	1	60,961	5.739%	8,646	6.416%	0.676%	11.785%
1	Learning Ability	Soft Skills	Problem-solving skills	3	19,570	1.842%	2,964	2.199%	0.357%	19.374%
236	Listening	Soft Skills	Language skills	1	19,781	1.862%	3,670	2.723%	0.861%	46.231%
260	Mathematics	Soft Skills	Problem-solving skills	3	63,083	5.939%	8,331	6.182%	0.243%	4.089%
261	Memorization	Soft Skills	Problem-solving skills	1	23	0.002%	0	0.000%	-0.002%	-100.000%
18	Negotiation Skills	Soft Skills	Language skills	1	12,268	1.155%	1,484	1.101%	-0.054%	-4.658%
262	Optimization	Soft Skills	Problem-solving skills	1	46,320	4.361%	7,057	5.237%	0.876%	20.081%
19	Oral Communications	Soft Skills	Language skills	3	18,020	1.697%	2,394	1.776%	0.080%	4.711%
273	Persistence	Soft Skills	Work ethic	1	3,779	0.356%	608	0.451%	0.095%	26.809%
239	Persuasion	Soft Skills	Language skills	1	2,168	0.204%	259	0.192%	-0.012%	-5.841%
1301	Physical Skill	Soft Skills	Work ethic	2	1,736	0.163%	401	0.298%	0.134%	82.061%
240	Presentations	Soft Skills	Language skills	1	60,872	5.731%	7,699	5.713%	-0.018%	-0.313%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	225,559	21.236%	33,583	24.920%	3.684%	17.350%
20	Questioning skills	Soft Skills	Language skills	1	259	0.024%	58	0.043%	0.019%	76.502%
241	Reading Comprehension	Soft Skills	Language skills	1	228	0.021%	27	0.020%	-0.001%	-6.664%
6	Research skills	Soft Skills	Problem-solving skills	1	1,960	0.185%	242	0.180%	-0.005%	-2.685%
15	Responsibility	Soft Skills	Work ethic	2	121,789	11.466%	13,825	10.259%	-1.207%	-10.530%
234	Self Control	Soft Skills	Interpersonal skills	1	218	0.021%	56	0.042%	0.021%	102.467%
11	Self-esteem	Soft Skills	Interpersonal skills	1	41	0.004%	13	0.010%	0.006%	149.909%
16	Self-management	Soft Skills	Work ethic	1	1,357	0.128%	201	0.149%	0.021%	16.745%
250	Stress Tolerance	Soft Skills	Physical skills	1	235	0.022%	39	0.029%	0.007%	30.803%
12	Teamwork	Soft Skills	Interpersonal skills	1	58,579	5.515%	7,508	5.571%	0.056%	1.019%
17	Time Management	Soft Skills	Work ethic	2	44,811	4.219%	6,539	4.852%	0.633%	15.013%
268	Visualization	Soft Skills	Problem-solving skills	1	9,170	0.863%	3,046	2.260%	1.397%	161.808%
7	Working under pressure	Soft Skills	Problem-solving skills	1	603	0.057%	108	0.080%	0.023%	41.165%
21	Written Communications	Soft Skills	Language skills	4	170,654	16.067%	23,178	17.199%	1.133%	7.049%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	44,217	4.163%	9,372	6.955%	2.792%	67.057%
172	Account management	Business Skills	Management skills	1	13,339	1.256%	1,480	1.098%	-0.158%	-12.550%
22	Accounting	Business Skills	Business processes	4	130,529	12.289%	9,928	7.367%	-4.922%	-40.052%
1263	Accounting software	Business Skills	Business processes	7	6,468	0.609%	785	0.583%	-0.026%	-4.342%
174	Administration	Business Skills	Management skills	3	310,866	29.268%	39,144	29.047%	-0.221%	-0.754%
1313	Analyst	Business Skills	Project management	1	266,224	25.065%	33,727	25.027%	-0.037%	-0.149%
175	Application management	Business Skills	Management skills	5	91,774	8.640%	13,260	9.840%	1.199%	13.880%
150	Asset management	Business Skills	Business processes	1	20,787	1.957%	2,317	1.719%	-0.238%	-12.147%
151	Auditing	Business Skills	Business processes	5	99,792	9.395%	14,245	10.571%	1.175%	12.509%
1264	Auditing software	Business Skills	Business processes	1	190	0.018%	3	0.002%	-0.016%	-87.555%
152	Billing	Business Skills	Business processes	1	28,892	2.720%	2,612	1.938%	-0.782%	-28.745%
1314	Business Analyst	Business Skills	Project management	1	85,022	8.005%	11,196	8.308%	0.303%	3.790%
35	Business Intelligence	Business Skills	Strategy skills	1	56,672	5.336%	8,904	6.607%	1.272%	23.834%
155	Business performance management (BPM)	Business Skills	Business processes	2	6,637	0.625%	1,107	0.821%	0.197%	31.461%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	18,834	1.773%	1,165	0.864%	-0.909%	-51.247%
36	Business Strategy	Business Skills	Strategy skills	3	236,030	22.222%	31,687	23.513%	1.292%	5.812%
182	Calendar and scheduling	Business Skills	Project management	3	53,189	5.008%	5,738	4.258%	-0.750%	-14.972%
156	Capacity planning	Business Skills	Business processes	1	25,126	2.366%	3,013	2.236%	-0.130%	-5.486%
28	Change Management	Business Skills	Management skills	1	59,596	5.611%	9,946	7.380%	1.770%	31.539%
183	Content workflow	Business Skills	Project management	1	69	0.006%	3	0.002%	-0.004%	-65.732%
24	Contracting and legal	Business Skills	Business processes	2	68,251	6.426%	8,460	6.278%	-0.148%	-2.303%
176	Coordination	Business Skills	Management skills	1	71,019	6.686%	8,999	6.678%	-0.009%	-0.128%
157	Cost accounting	Business Skills	Business processes	1	3,066	0.289%	159	0.118%	-0.171%	-59.126%
158	Cost estimation	Business Skills	Business processes	1	1,146	0.108%	107	0.079%	-0.028%	-26.410%
1312	Customer Support	Business Skills	Business processes	6	252,940	23.814%	31,143	23.110%	-0.704%	-2.957%
1339	Education	Business Skills	Industry Segment	1	11,601	1.092%	1,387	1.029%	-0.063%	-5.767%
1333	Energy	Business Skills	Industry Segment	1	64,751	6.096%	5,897	4.376%	-1.720%	-28.219%
1340	Entertainment	Business Skills	Industry Segment	1	16,598	1.563%	1,493	1.108%	-0.455%	-29.103%
1319	Environmental	Business Skills	Environmental	15	26,855	2.528%	3,208	2.381%	-0.148%	-5.848%
1320	Environmental Strategy	Business Skills	Environmental	7	3,694	0.348%	1,466	1.088%	0.740%	212.795%
161	Financial	Business Skills	Business processes	2	283,087	26.652%	33,241	24.667%	-1.986%	-7.450%
1275	Financial Analysis software	Business Skills	Business processes	6	1,792	0.169%	47	0.035%	-0.134%	-79.328%
1332	Health Care	Business Skills	Industry Segment	2	171,196	16.118%	19,788	14.684%	-1.434%	-8.897%
177	Human resources	Business Skills	Management skills	2	59,529	5.605%	5,136	3.811%	-1.793%	-31.999%
1336	Insurance	Business Skills	Industry Segment	1	8,579	0.808%	1,164	0.864%	0.056%	6.940%
1316	Managing/Supervision	Business Skills	Management skills	5	473,701	44.598%	52,888	39.246%	-5.352%	-12.002%
1334	Manufacturing	Business Skills	Industry Segment	2	71,896	6.769%	6,496	4.820%	-1.949%	-28.786%
26	Marketing	Business Skills	Business processes	1	87,627	8.250%	7,478	5.549%	-2.701%	-32.738%
185	Monitoring	Business Skills	Project management	1	152,281	14.337%	23,786	17.651%	3.313%	23.111%
179	Negotiation	Business Skills	Management skills	1	48,638	4.579%	6,232	4.624%	0.045%	0.989%
163	Operation and Control	Business Skills	Business processes	2	798	0.075%	106	0.079%	0.004%	4.695%
29	Outsourcing Management	Business Skills	Management skills	3	33,752	3.178%	2,807	2.083%	-1.095%	-34.451%
167	Procurement	Business Skills	Business processes	1	28,041	2.640%	3,090	2.293%	-0.347%	-13.147%
1290	Project Management software	Business Skills	Project management	2	42,732	4.023%	4,998	3.709%	-0.314%	-7.814%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	254,054	23.919%	31,197	23.150%	-0.769%	-3.215%
168	Quality	Business Skills	Business processes	1	327,573	30.841%	45,000	33.392%	2.552%	8.275%
1337	Real Estate	Business Skills	Industry Segment	2	10,404	0.980%	813	0.603%	-0.376%	-38.410%
1335	Retail	Business Skills	Industry Segment	2	184,250	17.347%	14,830	11.005%	-6.342%	-36.561%
34	Risk Management	Business Skills	Project management	1	50,897	4.792%	8,519	6.322%	1.530%	31.922%
169	Service Orientation	Business Skills	Business processes	1	9,908	0.933%	1,332	0.988%	0.056%	5.960%
27	Supply Chain Management	Business Skills	Business processes	3	36,279	3.416%	4,115	3.054%	-0.362%	-10.600%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,835	0.267%	274	0.203%	-0.064%	-23.824%
178	Teaching	Business Skills	Management skills	7	34,617	3.259%	3,364	2.496%	-0.763%	-23.407%
190	Timekeeping	Business Skills	Project management	3	25,053	2.359%	2,030	1.506%	-0.852%	-36.136%
1296	Timekeeping software	Business Skills	Project management	1	1,901	0.179%	247	0.183%	0.004%	2.409%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,641	0.154%	133	0.099%	-0.056%	-36.120%
180	Troubleshooting	Business Skills	Management skills	1	155,210	14.613%	24,498	18.179%	3.566%	24.404%
181	Verification	Business Skills	Management skills	1	43,810	4.125%	15,110	11.212%	7.088%	171.840%
1338	Waste Management	Business Skills	Industry Segment	1	2,383	0.224%	270	0.200%	-0.024%	-10.698%
191	Workflow	Business Skills	Project management	1	60,747	5.719%	8,329	6.181%	0.461%	8.066%
31	Working Globally	Business Skills	Management skills	3	4,546	0.428%	95	0.070%	-0.358%	-83.529%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,217	0.209%	307	0.228%	0.019%	9.143%
51	4GL	Technical Skills	Software development	3	2,440	0.230%	151	0.112%	-0.118%	-51.224%
987	Access servers & software	Technical Skills	Network	10	42,579	4.009%	6,599	4.897%	0.888%	22.153%
38	Agile Development Methods	Technical Skills	Software development	13	43,164	4.064%	13,125	9.739%	5.676%	139.662%
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	835	0.079%	87	0.065%	-0.014%	-17.879%
1352	Android	Technical Skills	Mobile Platforms	3	7,163	0.674%	2,492	1.849%	1.175%	174.205%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,122	0.482%	1,206	0.895%	0.413%	85.579%
120	Apple operating systems	Technical Skills	Business applications	6	20,149	1.897%	4,027	2.988%	1.091%	57.525%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	707	0.067%	8	0.006%	-0.061%	-91.081%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	5,464	0.514%	817	0.606%	0.092%	17.851%
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	110,676	10.420%	13,477	10.001%	-0.419%	-4.024%
1386	Biometric	Technical Skills	Information mgmt	2	4,180	0.394%	396	0.294%	-0.100%	-25.331%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,956	0.749%	534	0.396%	-0.353%	-47.098%
336	Borland Delphi	Technical Skills	Business applications	1	1,698	0.160%	160	0.119%	-0.041%	-25.732%
337	Borland JBuilder	Technical Skills	Business applications	1	1,018	0.096%	18	0.013%	-0.082%	-86.064%
338	Borland Paradox	Technical Skills	Business applications	1	148	0.014%	12	0.009%	-0.005%	-36.094%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,565	1.842%	3,112	2.309%	0.467%	25.367%
352	Cadence Opus	Technical Skills	Business applications	1	354	0.033%	7	0.005%	-0.028%	-84.415%
868	Calculators	Technical Skills	Hardware	1	1,740	0.164%	201	0.149%	-0.015%	-8.952%
39	CASE Tools	Technical Skills	Software development	1	52,742	4.966%	6,045	4.486%	-0.480%	-9.664%
367	Categorization or classification software	Technical Skills	Business applications	1	4,541	0.428%	608	0.451%	0.024%	5.530%
112	Certification	Technical Skills	Misc	3	262,549	24.719%	37,610	27.909%	3.190%	12.905%
78	Cisco	Technical Skills	Hardware	1	57,969	5.458%	9,034	6.704%	1.246%	22.831%
1009	Cisco Systems IOS	Technical Skills	Network	1	11,578	1.090%	3,353	2.488%	1.398%	128.256%
40	Client-Server	Technical Skills	Software development	1	29,255	2.754%	2,993	2.221%	-0.533%	-19.364%
1011	Cluster server software	Technical Skills	Network	8	14,727	1.387%	2,197	1.630%	0.244%	17.581%
1147	CMAKE	Technical Skills	Software development	1	40	0.004%	15	0.011%	0.007%	195.565%
1151	Compatibility testing	Technical Skills	Software development	1	181	0.017%	22	0.016%	-0.001%	-4.200%
1152	Compilers	Technical Skills	Software development	5	9,133	0.860%	1,084	0.804%	-0.055%	-6.451%
1255	Compliance software	Technical Skills	Technical applications	3	12,809	1.206%	2,003	1.486%	0.280%	23.250%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	6,505	0.612%	513	0.381%	-0.232%	-37.843%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,389	0.131%	133	0.099%	-0.032%	-24.531%
875	Computer diagnostics	Technical Skills	Hardware	5	49,185	4.631%	7,337	5.444%	0.814%	17.573%
1107	Computer forensics	Technical Skills	Security	1	4,158	0.391%	377	0.280%	-0.112%	-28.537%
1266	Computer Hardware	Technical Skills	Hardware	15	31,221	2.939%	3,557	2.639%	-0.300%	-10.204%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	717	0.068%	72	0.053%	-0.014%	-20.853%
1015	Computer servers	Technical Skills	Network	6	110,798	10.431%	14,301	10.612%	0.181%	1.732%
1267	Computer Utilities	Technical Skills	Misc	1	146	0.014%	58	0.043%	0.029%	213.110%
59	Content Manager	Technical Skills	Business applications	1	1,652	0.156%	90	0.067%	-0.089%	-57.061%
1396	Continuous Improvement	Technical Skills	Software development	1	22,203	2.090%	4,017	2.981%	0.890%	42.598%
878	Controllers	Technical Skills	Hardware	3	6,227	0.586%	898	0.666%	0.080%	13.663%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	756	0.071%	76	0.056%	-0.015%	-20.766%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,731	0.540%	659	0.489%	-0.051%	-9.369%
53	Customer Relationship Management	Technical Skills	Business applications	9	75,584	7.116%	9,392	6.969%	-0.147%	-2.062%
1368	Cyber Security	Technical Skills	Information mgmt	3	26,763	2.520%	5,757	4.272%	1.752%	69.544%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,511	0.519%	707	0.525%	0.006%	1.114%
955	Data compression software	Technical Skills	Information mgmt	1	1,651	0.155%	190	0.141%	-0.014%	-9.296%
956	Data conversion software	Technical Skills	Information mgmt	1	7,400	0.697%	996	0.739%	0.042%	6.084%
958	Data dictionary	Technical Skills	Information mgmt	1	4,440	0.418%	468	0.347%	-0.071%	-16.922%
959	Data entry	Technical Skills	Information mgmt	1	6,651	0.626%	611	0.453%	-0.173%	-27.594%
962	Data mapping	Technical Skills	Information mgmt	1	7,203	0.678%	1,369	1.016%	0.338%	49.800%
67	Data Mining	Technical Skills	Information mgmt	5	16,808	1.582%	2,044	1.517%	-0.066%	-4.151%
963	Data modeling	Technical Skills	Information mgmt	1	41,111	3.871%	6,356	4.716%	0.846%	21.856%
68	Data Warehousing	Technical Skills	Information mgmt	2	62,406	5.875%	8,758	6.499%	0.623%	10.612%
69	Database Administration	Technical Skills	Information mgmt	12	84,190	7.926%	10,318	7.657%	-0.270%	-3.404%
969	Database design software	Technical Skills	Information mgmt	15	63,101	5.941%	7,612	5.649%	-0.292%	-4.921%
1268	Database Reporting	Technical Skills	Information mgmt	3	24,990	2.353%	1,736	1.288%	-1.065%	-45.247%
1269	Database Security	Technical Skills	Information mgmt	2	70	0.007%	14	0.010%	0.004%	57.635%
1373	Database Security	Technical Skills	Information mgmt	1	342	0.032%	34	0.025%	-0.007%	-21.644%
1270	Database Servers	Technical Skills	Information mgmt	3	15,542	1.463%	891	0.661%	-0.802%	-54.815%
1271	Database Testing	Technical Skills	Information mgmt	1	1,050	0.099%	339	0.252%	0.153%	154.468%
1160	Debugging	Technical Skills	Software development	7	58,983	5.553%	10,298	7.642%	2.089%	37.609%
1385	Decryption	Technical Skills	Information mgmt	1	237	0.022%	43	0.032%	0.010%	43.002%
418	Desktop publishing software	Technical Skills	Business applications	13	12,995	1.223%	1,013	0.752%	-0.472%	-38.559%
1272	Development Environment	Technical Skills	Software development	13	34,684	3.265%	5,352	3.971%	0.706%	21.621%
1273	Digital Imaging	Technical Skills	Hardware	1	1,194	0.112%	9	0.007%	-0.106%	-94.059%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	806	0.076%	93	0.069%	-0.007%	-9.057%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,543	0.334%	259	0.192%	-0.141%	-42.383%
1307	Doctor of Philosophy	Technical Skills	Misc	3	20,291	1.910%	1,142	0.847%	-1.063%	-55.641%
973	Document management software	Technical Skills	Information mgmt	4	13,828	1.302%	1,445	1.072%	-0.230%	-17.637%
1020	Domain name system (DNS)	Technical Skills	Network	3	36,729	3.458%	5,370	3.985%	0.527%	15.236%
61	Dreamweaver	Technical Skills	Software development	1	4,847	0.456%	179	0.133%	-0.324%	-70.893%
54	DSS/GDSS	Technical Skills	Business applications	5	19,136	1.802%	2,480	1.840%	0.039%	2.146%
425	Dynamic modeling software	Technical Skills	Business applications	1	34	0.003%	1	0.001%	-0.002%	-76.818%
62	Eclipse	Technical Skills	Software development	1	16,664	1.569%	2,179	1.617%	0.048%	3.062%
1308	Electronic Commerce	Technical Skills	Business applications	2	31,773	2.991%	3,974	2.949%	-0.042%	-1.419%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,507	1.178%	1,625	1.206%	0.028%	2.405%
1023	Electronic mail software	Technical Skills	Network	8	20,828	1.961%	2,404	1.784%	-0.177%	-9.028%
1384	Encryption	Technical Skills	Information mgmt	1	36	0.003%	9	0.007%	0.003%	97.043%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	76,783	7.229%	8,980	6.664%	-0.565%	-7.821%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	80,650	7.593%	8,303	6.161%	-1.432%	-18.857%
1321	Environmental Certification	Technical Skills	Environmental	1	85	0.008%	18	0.013%	0.005%	66.907%
1328	Environmental Cleanup	Technical Skills	Environmental	1	46	0.004%	10	0.007%	0.003%	71.342%
1329	Environmental Energy	Technical Skills	Environmental	21	5,304	0.499%	403	0.299%	-0.200%	-40.114%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,043	0.286%	388	0.288%	0.001%	0.497%
1327	Environmental Pollution	Technical Skills	Environmental	16	3,293	0.310%	517	0.384%	0.074%	23.743%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,107	0.198%	183	0.136%	-0.063%	-31.544%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	615	0.058%	99	0.073%	0.016%	26.877%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	3,856	0.363%	474	0.352%	-0.011%	-3.113%
1331	Environmental Science	Technical Skills	Environmental	2	1,151	0.108%	19	0.014%	-0.094%	-86.989%
1322	Environmental Technology	Technical Skills	Environmental	2	251	0.024%	18	0.013%	-0.010%	-43.478%
461	Expert system software	Technical Skills	Business applications	1	390	0.037%	35	0.026%	-0.011%	-29.266%
1359	Facebook	Technical Skills	Social Networking	1	132,262	12.452%	41,043	30.456%	18.004%	144.583%
463	Facilities management software	Technical Skills	Business applications	4	6,856	0.645%	200	0.148%	-0.497%	-77.008%
468	Flight control software	Technical Skills	Business applications	1	134	0.013%	14	0.010%	-0.002%	-17.653%
469	Flowchart software	Technical Skills	Business applications	5	4,104	0.386%	587	0.436%	0.049%	12.733%
1367	Forensic	Technical Skills	Information mgmt	2	16,379	1.542%	2,839	2.107%	0.565%	36.616%
1112	Fraud Detection	Technical Skills	Security	1	6,789	0.639%	691	0.513%	-0.126%	-19.778%
63	FrontPage	Technical Skills	Software development	1	1,349	0.127%	24	0.018%	-0.109%	-85.978%
475	Fund accounting software	Technical Skills	Business applications	1	1,124	0.106%	60	0.045%	-0.061%	-57.927%
1260	Gaming	Technical Skills	Misc	2	15,905	1.497%	2,110	1.566%	0.068%	4.561%
113	Generic databases	Technical Skills	Information mgmt	2	172,112	16.204%	23,152	17.180%	0.976%	6.023%
1365	Google Apps	Technical Skills	Business applications	4	3,150	0.297%	372	0.276%	-0.021%	-6.920%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.004%	0	0.000%	-0.004%	-100.000%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	66,904	6.299%	8,173	6.065%	-0.234%	-3.717%
484	Graphic software	Technical Skills	Business applications	16	81,146	7.640%	11,012	8.172%	0.532%	6.960%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,163	1.239%	1,302	0.966%	-0.273%	-22.039%
1323	Green IT	Technical Skills	Environmental	9	2,550	0.240%	162	0.120%	-0.120%	-49.928%
893	Guidance systems	Technical Skills	Hardware	1	47	0.004%	1	0.001%	-0.004%	-83.230%
1371	Hacking	Technical Skills	Information mgmt	5	5,384	0.507%	1,167	0.866%	0.359%	70.839%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	57	0.005%	4	0.003%	-0.002%	-44.690%
1277	Hardware Design	Technical Skills	Hardware	19	3,849	0.362%	451	0.335%	-0.028%	-7.647%
1278	Hardware Testing	Technical Skills	Hardware	4	1,044	0.098%	97	0.072%	-0.026%	-26.769%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	549	0.052%	50	0.037%	-0.015%	-28.217%
492	Helpdesk or call center	Technical Skills	Business applications	2	54,895	5.168%	6,023	4.469%	-0.699%	-13.523%
1377	Homeland Security	Technical Skills	Information mgmt	1	50,923	4.794%	886	0.657%	-4.137%	-86.287%
114	IBM databases	Technical Skills	Information mgmt	2	34,451	3.244%	3,968	2.944%	-0.299%	-9.220%
121	IBM operating systems	Technical Skills	Business applications	4	24,853	2.340%	2,148	1.594%	-0.746%	-31.880%
898	Image capture devices	Technical Skills	Hardware	8	5,617	0.529%	896	0.665%	0.136%	25.726%
524	Industrial control software	Technical Skills	Business applications	3	3,459	0.326%	316	0.234%	-0.091%	-27.996%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,378	1.448%	2,402	1.782%	0.335%	23.111%
1375	Information Security	Technical Skills	Information mgmt	3	70,541	6.641%	12,953	9.612%	2.970%	44.727%
899	Infrared	Technical Skills	Hardware	1	731	0.069%	17	0.013%	-0.056%	-81.670%
1180	Installation	Technical Skills	Software development	1	114,016	10.734%	12,200	9.053%	-1.681%	-15.663%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	264	0.025%	14	0.010%	-0.014%	-58.203%
536	Internet browser software	Technical Skills	Business applications	4	7,696	0.725%	555	0.412%	-0.313%	-43.161%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	19,238	1.811%	2,837	2.105%	0.294%	16.231%
541	Inventory management software	Technical Skills	Business applications	3	6,958	0.655%	763	0.566%	-0.089%	-13.570%
1414	ISO 9000	Technical Skills	Software development	1	2,304	0.217%	62	0.046%	-0.171%	-78.790%
73	IT Architecture/Standards	Technical Skills	Hardware	2	10,366	0.976%	1,741	1.292%	0.316%	32.376%
1357	Java ME	Technical Skills	Mobile Platforms	2	113	0.011%	0	0.000%	-0.011%	-100.000%
1035	Kernel	Technical Skills	Network	1	2,814	0.265%	349	0.259%	-0.006%	-2.249%
907	Lasers	Technical Skills	Hardware	1	113	0.011%	3	0.002%	-0.008%	-79.075%
1038	License management software	Technical Skills	Network	1	1,085	0.102%	189	0.140%	0.038%	37.295%
1361	LinkedIn	Technical Skills	Social Networking	1	6,623	0.624%	2,175	1.614%	0.990%	158.837%
908	Mainframe computers	Technical Skills	Hardware	2	36,121	3.401%	3,531	2.620%	-0.781%	-22.952%
124	Mainframe operating systems	Technical Skills	Business applications	8	15,508	1.460%	1,292	0.959%	-0.501%	-34.336%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	23,560	2.218%	2,777	2.061%	-0.157%	-7.099%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,494	0.706%	484	0.359%	-0.346%	-49.096%
1281	Medical software	Technical Skills	Business applications	9	11,420	1.075%	1,234	0.916%	-0.159%	-14.833%
115	Microsoft databases	Technical Skills	Information mgmt	5	173,109	16.298%	24,432	18.130%	1.832%	11.240%
119	Microsoft operating systems	Technical Skills	Business applications	4	230,804	21.730%	26,622	19.755%	-1.975%	-9.088%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,760	0.166%	536	0.398%	0.232%	140.035%
625	Multimedia	Technical Skills	Business applications	1	5,103	0.480%	483	0.358%	-0.122%	-25.399%
1362	MySpace	Technical Skills	Social Networking	1	1,856	0.175%	1	0.001%	-0.174%	-99.575%
74	Network administration	Technical Skills	Hardware	17	116,919	11.008%	14,964	11.104%	0.096%	0.875%
1282	Network Administration software	Technical Skills	Network	18	71,237	6.707%	11,053	8.202%	1.495%	22.292%
1283	Network Hardware	Technical Skills	Network	11	44,878	4.225%	5,802	4.305%	0.080%	1.898%
1284	Network Monitoring software	Technical Skills	Network	15	31,130	2.931%	4,551	3.377%	0.446%	15.226%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,312	0.124%	83	0.062%	-0.062%	-50.138%
1369	Network Security	Technical Skills	Information mgmt	1	6,737	0.634%	1,065	0.790%	0.156%	24.596%
1122	Network security	Technical Skills	Security	1	46,858	4.412%	7,004	5.197%	0.786%	17.811%
1285	Network Security software	Technical Skills	Security	35	102,708	9.670%	17,671	13.113%	3.443%	35.606%
1286	Network software	Technical Skills	Network	6	21,019	1.979%	2,825	2.096%	0.117%	5.932%
1287	Network Testing	Technical Skills	Network	11	15,954	1.502%	2,511	1.863%	0.361%	24.051%
1065	Novell network software	Technical Skills	Network	2	2,351	0.221%	55	0.041%	-0.181%	-81.561%
643	Oberon	Technical Skills	Business applications	1	159	0.015%	35	0.026%	0.011%	73.497%
1413	Object Oriented Design	Technical Skills	Software development	2	14,251	1.342%	1,929	1.431%	0.090%	6.686%
41	Object Oriented Programming	Technical Skills	Software development	5	79,865	7.519%	11,300	8.385%	0.866%	11.518%
1288	Office Applications	Technical Skills	Business applications	13	211,830	19.943%	25,890	19.212%	-0.732%	-3.669%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	13,863	1.305%	1,333	0.989%	-0.316%	-24.213%
116	Open-source databases	Technical Skills	Information mgmt	4	31,661	2.981%	6,347	4.710%	1.729%	58.003%
118	Open-source operating systems	Technical Skills	Business applications	8	117,965	11.106%	19,748	14.654%	3.548%	31.945%
56	Operating Systems	Technical Skills	Business applications	3	118,844	11.189%	15,083	11.192%	0.003%	0.031%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	832	0.078%	124	0.092%	0.014%	17.468%
117	Oracle databases	Technical Skills	Information mgmt	1	207,114	19.499%	23,564	17.486%	-2.014%	-10.327%
1354	Palm OS	Technical Skills	Mobile Platforms	3	152	0.014%	1	0.001%	-0.014%	-94.815%
1376	Penetration Testing	Technical Skills	Information mgmt	5	48,169	4.535%	9,755	7.239%	2.704%	59.618%
1289	Physical Tools	Technical Skills	Hardware	1	32	0.003%	1	0.001%	-0.002%	-75.370%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,720	0.633%	976	0.724%	0.092%	14.473%
931	Printers	Technical Skills	Hardware	3	13,376	1.259%	1,846	1.370%	0.111%	8.775%
43	Programming	Technical Skills	Software development	1	242,988	22.877%	30,669	22.758%	-0.119%	-0.520%
700	Provisioning	Technical Skills	Business applications	1	17,613	1.658%	3,347	2.484%	0.825%	49.777%
1405	Rapid Application Development	Technical Skills	Software development	2	6,232	0.587%	604	0.448%	-0.139%	-23.611%
1258	Rate Control	Technical Skills	Technical applications	1	6	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	12,996	1.224%	685	0.508%	-0.715%	-58.457%
1077	Remote control software	Technical Skills	Network	2	1,586	0.149%	238	0.177%	0.027%	18.276%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	796	0.075%	119	0.088%	0.013%	17.830%
1379	Risk Analysis	Technical Skills	Information mgmt	1	10,879	1.024%	1,692	1.256%	0.231%	22.584%
1262	Robotics	Technical Skills	Hardware	3	2,956	0.278%	299	0.222%	-0.056%	-20.276%
1318	RSA	Technical Skills	Security	1	7,651	0.720%	942	0.699%	-0.021%	-2.959%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	10,374	0.977%	3,214	2.385%	1.408%	144.187%
44	SDLC	Technical Skills	Software development	7	148,643	13.995%	24,329	18.053%	4.059%	29.004%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	8	0.006%	0.001%	16.767%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	12,763	1.202%	2,285	1.696%	0.494%	41.109%
76	Security	Technical Skills	Hardware	4	762,118	71.752%	133,995	99.432%	27.679%	38.576%
1382	Security Audit	Technical Skills	Information mgmt	1	1,932	0.182%	412	0.306%	0.124%	68.078%
1315	Security Clearance	Technical Skills	Misc	2	132,369	12.462%	8,395	6.230%	-6.233%	-50.013%
1381	Security Plan	Technical Skills	Information mgmt	1	2,055	0.193%	427	0.317%	0.123%	63.771%
1380	Security Policy	Technical Skills	Information mgmt	2	32,754	3.084%	5,827	4.324%	1.240%	40.218%
1135	Security testing software	Technical Skills	Security	1	4,085	0.385%	868	0.644%	0.260%	67.475%
60	Sharepoint Server	Technical Skills	Business applications	1	5,159	0.486%	405	0.301%	-0.185%	-38.126%
1084	Signal generators	Technical Skills	Network	1	171	0.016%	16	0.012%	-0.004%	-26.253%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,827	0.831%	1,231	0.913%	0.082%	9.918%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	28,727	2.705%	6,466	4.798%	2.094%	77.406%
1220	Simulation software	Technical Skills	Software development	5	15,896	1.497%	1,122	0.833%	-0.664%	-44.368%
1366	Social Network	Technical Skills	Social Networking	1	1,479	0.139%	690	0.512%	0.373%	267.708%
1358	Social Networking	Technical Skills	Social Networking	1	7,901	0.744%	71	0.053%	-0.691%	-92.917%
42	Software Development	Technical Skills	Software development	2	215,924	20.329%	28,179	20.910%	0.581%	2.860%
1291	Software Development software	Technical Skills	Software development	3	2,429	0.229%	124	0.092%	-0.137%	-59.764%
1309	Software Engineering	Technical Skills	Software development	1	91,318	8.597%	12,199	9.052%	0.455%	5.291%
1292	Software Installation	Technical Skills	Software development	4	132,335	12.459%	19,219	14.262%	1.802%	14.466%
1223	Software libraries	Technical Skills	Software development	1	219	0.021%	31	0.023%	0.002%	11.568%
1293	Software Maintenance	Technical Skills	Software development	1	6,572	0.619%	994	0.738%	0.119%	19.210%
1294	Software Testing	Technical Skills	Software development	14	115,928	10.914%	17,442	12.943%	2.028%	18.585%
1225	Source code management (SCM)	Technical Skills	Software development	5	30,494	2.871%	5,108	3.790%	0.919%	32.026%
1229	Static analysis software	Technical Skills	Software development	1	267	0.025%	89	0.066%	0.041%	162.725%
772	Statistical analysis software	Technical Skills	Business applications	26	85,319	8.033%	11,097	8.235%	0.202%	2.514%
774	Statistical software	Technical Skills	Business applications	1	43,084	4.056%	4,519	3.353%	-0.703%	-17.330%
1230	Stress testing software	Technical Skills	Software development	1	2,409	0.227%	253	0.188%	-0.039%	-17.224%
122	Sun operating systems	Technical Skills	Business applications	3	52,231	4.917%	3,091	2.294%	-2.624%	-53.356%
939	Surveillance systems	Technical Skills	Hardware	5	9,805	0.923%	881	0.654%	-0.269%	-29.181%
791	Symantec software	Technical Skills	Business applications	1	9,606	0.904%	1,306	0.969%	0.065%	7.158%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	93,688	8.821%	10,090	7.487%	-1.333%	-15.115%
45	System Testing	Technical Skills	Software development	5	26,785	2.522%	3,668	2.722%	0.200%	7.934%
46	Systems Analysis	Technical Skills	Software development	8	135,340	12.742%	15,803	11.727%	-1.015%	-7.969%
47	Systems Design	Technical Skills	Software development	1	21,103	1.987%	2,475	1.837%	-0.150%	-7.561%
1233	Systems Evaluation	Technical Skills	Software development	1	166	0.016%	11	0.008%	-0.007%	-47.772%
1234	Systems integration	Technical Skills	Software development	8	84,319	7.939%	5,995	4.449%	-3.490%	-43.962%
75	TCP/IP	Technical Skills	Hardware	3	53,189	5.008%	6,503	4.826%	-0.182%	-3.636%
1235	Technology Design	Technical Skills	Software development	1	1,090	0.103%	137	0.102%	-0.001%	-0.936%
1236	Templates	Technical Skills	Software development	1	19,831	1.867%	2,753	2.043%	0.176%	9.417%
1239	Test implementation	Technical Skills	Software development	1	354	0.033%	69	0.051%	0.018%	53.627%
1302	Testing	Technical Skills	Software development	1	363,657	34.238%	52,781	39.166%	4.929%	14.395%
1297	Training software	Technical Skills	Business applications	3	1,507	0.142%	68	0.050%	-0.091%	-64.435%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,209	0.114%	92	0.068%	-0.046%	-40.023%
1360	Twitter	Technical Skills	Social Networking	1	14,179	1.335%	1,430	1.061%	-0.274%	-20.510%
1411	Unified Process	Technical Skills	Software development	1	3,548	0.334%	181	0.134%	-0.200%	-59.792%
123	UNIX operating systems	Technical Skills	Business applications	5	148,888	14.018%	15,244	11.312%	-2.706%	-19.302%
1298	UNIX Shells	Technical Skills	Business applications	4	33,705	3.173%	4,629	3.435%	0.262%	8.247%
1410	Use Case	Technical Skills	Software development	1	10,475	0.986%	1,337	0.992%	0.006%	0.600%
48	User-Interface Design	Technical Skills	Software development	2	35,786	3.369%	6,590	4.890%	1.521%	45.142%
836	Video creation and editing software	Technical Skills	Business applications	3	2,213	0.208%	123	0.091%	-0.117%	-56.193%
64	Visual Studio	Technical Skills	Software development	1	35,573	3.349%	5,450	4.044%	0.695%	20.753%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,307	0.123%	129	0.096%	-0.027%	-22.208%
77	Voice/Data Telecom	Technical Skills	Hardware	10	105,953	9.975%	9,762	7.244%	-2.731%	-27.381%
1299	Web Application Server	Technical Skills	Business applications	8	53,411	5.029%	5,406	4.012%	-1.017%	-20.225%
1248	Web platform development software	Technical Skills	Software development	5	2,367	0.223%	90	0.067%	-0.156%	-70.031%
65	web programmer	Technical Skills	Software development	4	11,145	1.049%	1,020	0.757%	-0.292%	-27.866%
58	Web servers	Technical Skills	Business applications	6	75,949	7.150%	8,778	6.514%	-0.637%	-8.905%
49	Web-based Application Development	Technical Skills	Software development	2	50,208	4.727%	7,148	5.304%	0.577%	12.211%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,156	0.203%	299	0.222%	0.019%	9.306%
1102	Wireless	Technical Skills	Network	5	42,979	4.046%	5,216	3.871%	-0.176%	-4.346%
1363	YouTube	Technical Skills	Social Networking	2	844	0.079%	203	0.151%	0.071%	89.573%
79	.NET	Programming Skills	Current	1	114,950	10.822%	17,059	12.659%	1.836%	16.968%
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	1,367	0.129%	136	0.101%	-0.028%	-21.586%
99	Ada	Programming Skills	Legacy	1	4,439	0.418%	318	0.236%	-0.182%	-43.537%
80	AJAX	Programming Skills	Current	1	42,947	4.043%	5,438	4.035%	-0.008%	-0.200%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	27	0.003%	1	0.001%	-0.002%	-70.808%
192	Apple AppleScript	Programming Skills	Current	1	66	0.006%	11	0.008%	0.002%	31.362%
81	ASP	Programming Skills	Current	2	81,194	7.644%	10,263	7.616%	-0.029%	-0.374%
108	Assembly	Programming Skills	Legacy	2	980	0.092%	87	0.065%	-0.028%	-30.029%
211	AWK	Programming Skills	Legacy	1	1,786	0.168%	185	0.137%	-0.031%	-18.358%
212	B	Programming Skills	Legacy	1	13,766	1.296%	1,602	1.189%	-0.107%	-8.277%
83	C#	Programming Skills	Current	2	90,478	8.518%	15,581	11.562%	3.044%	35.730%
82	C/C++	Programming Skills	Current	3	101,479	9.554%	10,208	7.575%	-1.979%	-20.716%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	56,130	5.285%	12,660	9.394%	4.110%	77.771%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	416	0.039%	34	0.025%	-0.014%	-35.582%
84	CGI	Programming Skills	Current	2	8,131	0.766%	1,748	1.297%	0.532%	69.441%
217	Clipper	Programming Skills	Legacy	1	227	0.021%	33	0.024%	0.003%	14.580%
218	CLU	Programming Skills	Legacy	1	148	0.014%	5	0.004%	-0.010%	-73.373%
100	Cobol	Programming Skills	Legacy	1	13,444	1.266%	1,382	1.026%	-0.240%	-18.978%
85	ColdFusion	Programming Skills	Current	2	8,416	0.792%	503	0.373%	-0.419%	-52.893%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	308	0.029%	7	0.005%	-0.024%	-82.087%
195	Component object model (COM)	Programming Skills	Current	1	87	0.008%	3	0.002%	-0.006%	-72.822%
125	Database programming	Programming Skills	Current	3	21,431	2.018%	2,218	1.646%	-0.372%	-18.428%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,608	0.151%	49	0.036%	-0.115%	-75.982%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,259	0.307%	366	0.272%	-0.035%	-11.485%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,679	0.158%	243	0.180%	0.022%	14.072%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,422	0.887%	706	0.524%	-0.363%	-40.941%
109	Forth	Programming Skills	Legacy	1	4,933	0.464%	1,022	0.758%	0.294%	63.291%
102	Fortran	Programming Skills	Legacy	1	1,443	0.136%	75	0.056%	-0.080%	-59.035%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	166,896	15.713%	17,840	13.238%	-2.475%	-15.750%
222	J	Programming Skills	Legacy	1	4,007	0.377%	550	0.408%	0.031%	8.185%
87	Java/J2EE/J2P	Programming Skills	Current	4	178,476	16.803%	24,478	18.164%	1.361%	8.098%
97	JavaScript	Programming Skills	Current	3	97,576	9.187%	19,086	14.163%	4.976%	54.168%
89	JavaServer Faces	Programming Skills	Current	3	8,547	0.805%	859	0.637%	-0.167%	-20.786%
88	JavaServer Pages	Programming Skills	Current	3	31,427	2.959%	2,918	2.165%	-0.793%	-26.818%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,336	0.691%	836	0.620%	-0.070%	-10.181%
126	LAMP	Programming Skills	Current	1	4,260	0.401%	1,116	0.828%	0.427%	106.479%
104	Lisp	Programming Skills	Legacy	1	146	0.014%	21	0.016%	0.002%	13.367%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	377	0.035%	41	0.030%	-0.005%	-14.283%
201	Microsoft ActiveX	Programming Skills	Current	1	1,374	0.129%	34	0.025%	-0.104%	-80.496%
107	Pascal	Programming Skills	Legacy	1	684	0.064%	47	0.035%	-0.030%	-45.842%
90	Perl	Programming Skills	Current	1	50,056	4.713%	6,218	4.614%	-0.099%	-2.092%
91	PHP	Programming Skills	Current	1	23,961	2.256%	4,625	3.432%	1.176%	52.135%
103	PL/1	Programming Skills	Legacy	3	232	0.022%	44	0.033%	0.011%	49.481%
105	Prolog	Programming Skills	Legacy	1	177	0.017%	3	0.002%	-0.014%	-86.641%
95	Python	Programming Skills	Current	1	24,490	2.306%	7,766	5.763%	3.457%	149.937%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,620	1.376%	2,875	2.133%	0.757%	54.993%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	247	0.023%	35	0.026%	0.003%	11.685%
206	Scripting languages	Programming Skills	Current	1	14,209	1.338%	2,823	2.095%	0.757%	56.592%
101	Smalltalk	Programming Skills	Legacy	1	274	0.026%	16	0.012%	-0.014%	-53.975%
92	SQL	Programming Skills	Current	3	337,444	31.770%	49,396	36.655%	4.885%	15.375%
110	TCL	Programming Skills	Legacy	1	2,254	0.212%	203	0.151%	-0.062%	-29.015%
98	Unified Modeling Language	Programming Skills	Current	2	27,906	2.627%	2,615	1.940%	-0.687%	-26.142%
93	Visual Basic	Programming Skills	Current	6	87,672	8.254%	8,562	6.353%	-1.901%	-23.027%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,417	0.698%	992	0.736%	0.038%	5.416%
94	XML	Programming Skills	Current	2	111,781	10.524%	13,071	9.699%	-0.825%	-7.836%
1342	Computer Science	Majors	Computer Science	2	749,445	70.559%	106,957	79.368%	8.809%	12.484%
1344	Information Technology	Majors	Information Technology	3	425,426	40.053%	53,020	39.344%	-0.710%	-1.771%
1343	Management Information Systems	Majors	Management Information Systems	9	1,062,151	100.000%	134,761	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2017-02-27	Jobs Found:	2,890,589	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	8,387	0.290%	1,674	0.361%	0.071%	24.575%
2	Attention to Details	Soft Skills	Problem-solving skills	1	11,116	0.385%	1,873	0.404%	0.020%	5.165%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,522	0.502%	2,354	0.508%	0.006%	1.173%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,441	0.707%	2,615	0.565%	-0.143%	-20.154%
3	Creativity	Soft Skills	Problem-solving skills	3	90,596	3.134%	16,080	3.472%	0.338%	10.780%
4	Critical thinking	Soft Skills	Problem-solving skills	3	35,605	1.232%	8,616	1.860%	0.629%	51.035%
1300	Flexibility	Soft Skills	Work ethic	1	88,173	3.050%	15,748	3.400%	0.350%	11.474%
232	Independence	Soft Skills	Interpersonal skills	1	13,200	0.457%	1,820	0.393%	-0.064%	-13.944%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	346,321	11.981%	52,708	11.381%	-0.600%	-5.009%
256	Innovation	Soft Skills	Problem-solving skills	1	197,718	6.840%	36,347	7.848%	1.008%	14.737%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	232,084	8.029%	34,508	7.451%	-0.578%	-7.198%
1422	Internship	Soft Skills	Work ethic	3	35,658	1.234%	3,103	0.670%	-0.564%	-45.687%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,388	0.048%	173	0.037%	-0.011%	-22.207%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	180,490	6.244%	30,161	6.512%	0.268%	4.298%
10	Leadership	Soft Skills	Interpersonal skills	1	559,802	19.366%	96,574	20.852%	1.486%	7.673%
258	Learning	Soft Skills	Problem-solving skills	1	192,989	6.676%	44,034	9.508%	2.831%	42.409%
1	Learning Ability	Soft Skills	Problem-solving skills	3	53,435	1.849%	9,598	2.072%	0.224%	12.108%
236	Listening	Soft Skills	Language skills	1	41,510	1.436%	8,121	1.753%	0.317%	22.107%
260	Mathematics	Soft Skills	Problem-solving skills	3	188,338	6.516%	30,481	6.582%	0.066%	1.012%
261	Memorization	Soft Skills	Problem-solving skills	1	73	0.003%	3	0.001%	-0.002%	-74.350%
18	Negotiation Skills	Soft Skills	Language skills	1	21,796	0.754%	2,767	0.597%	-0.157%	-20.765%
262	Optimization	Soft Skills	Problem-solving skills	1	155,894	5.393%	29,262	6.318%	0.925%	17.154%
19	Oral Communications	Soft Skills	Language skills	3	42,562	1.472%	5,693	1.229%	-0.243%	-16.516%
273	Persistence	Soft Skills	Work ethic	1	12,647	0.438%	2,445	0.528%	0.090%	20.663%
239	Persuasion	Soft Skills	Language skills	1	3,741	0.129%	511	0.110%	-0.019%	-14.746%
1301	Physical Skill	Soft Skills	Work ethic	2	2,495	0.086%	516	0.111%	0.025%	29.081%
240	Presentations	Soft Skills	Language skills	1	120,875	4.182%	15,833	3.419%	-0.763%	-18.246%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	562,880	19.473%	93,611	20.213%	0.740%	3.799%
20	Questioning skills	Soft Skills	Language skills	1	878	0.030%	175	0.038%	0.007%	24.402%
241	Reading Comprehension	Soft Skills	Language skills	1	540	0.019%	99	0.021%	0.003%	14.426%
6	Research skills	Soft Skills	Problem-solving skills	1	4,527	0.157%	745	0.161%	0.004%	2.714%
15	Responsibility	Soft Skills	Work ethic	2	258,575	8.945%	33,442	7.221%	-1.725%	-19.279%
234	Self Control	Soft Skills	Interpersonal skills	1	311	0.011%	76	0.016%	0.006%	52.523%
11	Self-esteem	Soft Skills	Interpersonal skills	1	209	0.007%	68	0.015%	0.007%	103.070%
16	Self-management	Soft Skills	Work ethic	1	3,395	0.117%	673	0.145%	0.028%	23.725%
250	Stress Tolerance	Soft Skills	Physical skills	1	413	0.014%	63	0.014%	-0.001%	-4.792%
12	Teamwork	Soft Skills	Interpersonal skills	1	118,438	4.097%	17,732	3.829%	-0.269%	-6.556%
17	Time Management	Soft Skills	Work ethic	2	97,548	3.375%	15,542	3.356%	-0.019%	-0.558%
268	Visualization	Soft Skills	Problem-solving skills	1	35,757	1.237%	11,870	2.563%	1.326%	107.192%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,503	0.052%	350	0.076%	0.024%	45.342%
21	Written Communications	Soft Skills	Language skills	4	439,274	15.197%	71,665	15.474%	0.277%	1.825%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	91,504	3.166%	25,051	5.409%	2.243%	70.871%
172	Account management	Business Skills	Management skills	1	24,008	0.831%	2,973	0.642%	-0.189%	-22.710%
22	Accounting	Business Skills	Business processes	4	163,801	5.667%	18,684	4.034%	-1.632%	-28.807%
1263	Accounting software	Business Skills	Business processes	7	17,478	0.605%	2,351	0.508%	-0.097%	-16.046%
174	Administration	Business Skills	Management skills	3	598,427	20.703%	87,342	18.859%	-1.844%	-8.905%
1313	Analyst	Business Skills	Project management	1	428,128	14.811%	60,429	13.048%	-1.763%	-11.904%
175	Application management	Business Skills	Management skills	5	215,598	7.459%	37,018	7.993%	0.534%	7.164%
150	Asset management	Business Skills	Business processes	1	34,516	1.194%	5,333	1.152%	-0.043%	-3.565%
151	Auditing	Business Skills	Business processes	5	117,634	4.070%	19,226	4.151%	0.082%	2.009%
1264	Auditing software	Business Skills	Business processes	1	93	0.003%	2	0.000%	-0.003%	-86.578%
152	Billing	Business Skills	Business processes	1	43,068	1.490%	4,906	1.059%	-0.431%	-28.902%
1314	Business Analyst	Business Skills	Project management	1	149,551	5.174%	19,866	4.289%	-0.884%	-17.091%
35	Business Intelligence	Business Skills	Strategy skills	1	127,404	4.408%	20,657	4.460%	0.053%	1.197%
155	Business performance management (BPM)	Business Skills	Business processes	2	18,199	0.630%	3,199	0.691%	0.061%	9.711%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,122	1.077%	1,503	0.325%	-0.752%	-69.858%
36	Business Strategy	Business Skills	Strategy skills	3	473,410	16.378%	74,117	16.003%	-0.374%	-2.285%
182	Calendar and scheduling	Business Skills	Project management	3	106,318	3.678%	12,543	2.708%	-0.970%	-26.366%
156	Capacity planning	Business Skills	Business processes	1	66,172	2.289%	9,666	2.087%	-0.202%	-8.829%
28	Change Management	Business Skills	Management skills	1	107,728	3.727%	18,215	3.933%	0.206%	5.532%
183	Content workflow	Business Skills	Project management	1	114	0.004%	15	0.003%	-0.001%	-17.876%
24	Contracting and legal	Business Skills	Business processes	2	104,946	3.631%	17,208	3.716%	0.085%	2.340%
176	Coordination	Business Skills	Management skills	1	118,546	4.101%	16,552	3.574%	-0.527%	-12.854%
157	Cost accounting	Business Skills	Business processes	1	1,810	0.063%	184	0.040%	-0.023%	-36.551%
158	Cost estimation	Business Skills	Business processes	1	2,251	0.078%	302	0.065%	-0.013%	-16.264%
1312	Customer Support	Business Skills	Business processes	6	535,455	18.524%	73,621	15.896%	-2.628%	-14.185%
1339	Education	Business Skills	Industry Segment	1	21,302	0.737%	2,760	0.596%	-0.141%	-19.133%
1333	Energy	Business Skills	Industry Segment	1	133,338	4.613%	18,478	3.990%	-0.623%	-13.506%
1340	Entertainment	Business Skills	Industry Segment	1	59,031	2.042%	8,497	1.835%	-0.207%	-10.160%
1319	Environmental	Business Skills	Environmental	15	51,499	1.782%	8,263	1.784%	0.003%	0.143%
1320	Environmental Strategy	Business Skills	Environmental	7	21,029	0.727%	8,985	1.940%	1.213%	166.675%
161	Financial	Business Skills	Business processes	2	522,031	18.060%	78,541	16.959%	-1.101%	-6.096%
1275	Financial Analysis software	Business Skills	Business processes	6	1,836	0.064%	96	0.021%	-0.043%	-67.365%
1332	Health Care	Business Skills	Industry Segment	2	305,122	10.556%	45,416	9.806%	-0.749%	-7.100%
177	Human resources	Business Skills	Management skills	2	88,168	3.050%	7,407	1.599%	-1.451%	-47.566%
1336	Insurance	Business Skills	Industry Segment	1	16,405	0.568%	2,676	0.578%	0.010%	1.810%
1316	Managing/Supervision	Business Skills	Management skills	5	994,223	34.395%	128,769	27.804%	-6.591%	-19.163%
1334	Manufacturing	Business Skills	Industry Segment	2	157,400	5.445%	19,219	4.150%	-1.295%	-23.791%
26	Marketing	Business Skills	Business processes	1	228,789	7.915%	27,846	6.013%	-1.902%	-24.036%
185	Monitoring	Business Skills	Project management	1	331,557	11.470%	60,149	12.987%	1.517%	13.228%
179	Negotiation	Business Skills	Management skills	1	82,071	2.839%	11,486	2.480%	-0.359%	-12.650%
163	Operation and Control	Business Skills	Business processes	2	1,359	0.047%	184	0.040%	-0.007%	-15.495%
29	Outsourcing Management	Business Skills	Management skills	3	67,164	2.324%	6,269	1.354%	-0.970%	-41.744%
167	Procurement	Business Skills	Business processes	1	41,170	1.424%	5,162	1.115%	-0.310%	-21.744%
1290	Project Management software	Business Skills	Project management	2	69,503	2.404%	8,369	1.807%	-0.597%	-24.846%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	472,107	16.333%	62,585	13.513%	-2.819%	-17.261%
168	Quality	Business Skills	Business processes	1	825,680	28.564%	139,291	30.076%	1.512%	5.292%
1337	Real Estate	Business Skills	Industry Segment	2	16,969	0.587%	3,512	0.758%	0.171%	29.176%
1335	Retail	Business Skills	Industry Segment	2	403,915	13.973%	45,976	9.927%	-4.046%	-28.957%
34	Risk Management	Business Skills	Project management	1	71,029	2.457%	11,978	2.586%	0.129%	5.252%
169	Service Orientation	Business Skills	Business processes	1	19,124	0.662%	2,836	0.612%	-0.049%	-7.443%
27	Supply Chain Management	Business Skills	Business processes	3	73,833	2.554%	10,101	2.181%	-0.373%	-14.612%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,165	0.179%	449	0.097%	-0.082%	-45.743%
178	Teaching	Business Skills	Management skills	7	65,138	2.253%	8,876	1.917%	-0.337%	-14.952%
190	Timekeeping	Business Skills	Project management	3	30,666	1.061%	3,675	0.794%	-0.267%	-25.203%
1296	Timekeeping software	Business Skills	Project management	1	2,933	0.101%	382	0.082%	-0.019%	-18.711%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,251	0.112%	198	0.043%	-0.070%	-61.987%
180	Troubleshooting	Business Skills	Management skills	1	402,260	13.916%	69,581	15.024%	1.108%	7.961%
181	Verification	Business Skills	Management skills	1	222,966	7.714%	130,403	28.157%	20.443%	265.032%
1338	Waste Management	Business Skills	Industry Segment	1	2,322	0.080%	385	0.083%	0.003%	3.486%
191	Workflow	Business Skills	Project management	1	124,605	4.311%	19,851	4.286%	-0.024%	-0.567%
31	Working Globally	Business Skills	Management skills	3	17,997	0.623%	849	0.183%	-0.439%	-70.556%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,219	0.181%	819	0.177%	-0.004%	-2.056%
51	4GL	Technical Skills	Software development	3	4,722	0.163%	344	0.074%	-0.089%	-54.531%
987	Access servers & software	Technical Skills	Network	10	92,283	3.193%	16,234	3.505%	0.313%	9.796%
38	Agile Development Methods	Technical Skills	Software development	13	208,754	7.222%	64,542	13.936%	6.714%	92.970%
304	Algorithmic software	Technical Skills	Business applications	1	107	0.004%	4	0.001%	-0.003%	-76.668%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,608	0.125%	312	0.067%	-0.057%	-46.028%
1352	Android	Technical Skills	Mobile Platforms	3	63,485	2.196%	21,885	4.725%	2.529%	115.158%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	47,201	1.633%	11,923	2.574%	0.942%	57.658%
120	Apple operating systems	Technical Skills	Business applications	6	85,778	2.967%	19,541	4.219%	1.252%	42.185%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,456	0.189%	323	0.070%	-0.119%	-63.050%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	52,273	1.808%	17,748	3.832%	2.024%	111.911%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	146	0.005%	31	0.007%	0.002%	32.523%
1265	Backup & Recovery	Technical Skills	Technical applications	16	231,010	7.992%	31,963	6.902%	-1.090%	-13.643%
1386	Biometric	Technical Skills	Information mgmt	2	7,220	0.250%	1,478	0.319%	0.069%	27.767%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,330	0.842%	1,673	0.361%	-0.480%	-57.082%
336	Borland Delphi	Technical Skills	Business applications	1	5,184	0.179%	634	0.137%	-0.042%	-23.668%
337	Borland JBuilder	Technical Skills	Business applications	1	3,786	0.131%	73	0.016%	-0.115%	-87.966%
338	Borland Paradox	Technical Skills	Business applications	1	248	0.009%	17	0.004%	-0.005%	-57.216%
72	Business Continuity Planning	Technical Skills	Hardware	2	32,399	1.121%	4,962	1.071%	-0.049%	-4.411%
352	Cadence Opus	Technical Skills	Business applications	1	1,299	0.045%	110	0.024%	-0.021%	-47.147%
868	Calculators	Technical Skills	Hardware	1	1,898	0.066%	338	0.073%	0.007%	11.148%
39	CASE Tools	Technical Skills	Software development	1	115,366	3.991%	15,957	3.445%	-0.546%	-13.671%
367	Categorization or classification software	Technical Skills	Business applications	1	14,076	0.487%	2,322	0.501%	0.014%	2.959%
112	Certification	Technical Skills	Misc	3	469,843	16.254%	73,315	15.830%	-0.424%	-2.608%
78	Cisco	Technical Skills	Hardware	1	142,352	4.925%	24,622	5.316%	0.392%	7.955%
1009	Cisco Systems IOS	Technical Skills	Network	1	64,002	2.214%	23,163	5.001%	2.787%	125.883%
40	Client-Server	Technical Skills	Software development	1	62,461	2.161%	6,264	1.353%	-0.808%	-37.407%
1011	Cluster server software	Technical Skills	Network	8	52,524	1.817%	9,229	1.993%	0.176%	9.668%
1147	CMAKE	Technical Skills	Software development	1	642	0.022%	456	0.098%	0.076%	343.315%
1151	Compatibility testing	Technical Skills	Software development	1	1,715	0.059%	660	0.143%	0.083%	140.194%
1152	Compilers	Technical Skills	Software development	5	30,024	1.039%	3,586	0.774%	-0.264%	-25.454%
1255	Compliance software	Technical Skills	Technical applications	3	12,669	0.438%	2,463	0.532%	0.094%	21.340%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	23,425	0.810%	2,986	0.645%	-0.166%	-20.440%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,221	0.146%	680	0.147%	0.001%	0.549%
875	Computer diagnostics	Technical Skills	Hardware	5	126,928	4.391%	19,875	4.291%	-0.100%	-2.269%
1107	Computer forensics	Technical Skills	Security	1	6,842	0.237%	597	0.129%	-0.108%	-45.540%
1266	Computer Hardware	Technical Skills	Hardware	15	62,345	2.157%	8,437	1.822%	-0.335%	-15.537%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,222	0.077%	267	0.058%	-0.019%	-25.002%
1015	Computer servers	Technical Skills	Network	6	296,245	10.249%	40,942	8.840%	-1.408%	-13.742%
1267	Computer Utilities	Technical Skills	Misc	1	2,166	0.075%	434	0.094%	0.019%	25.059%
59	Content Manager	Technical Skills	Business applications	1	2,379	0.082%	287	0.062%	-0.020%	-24.704%
1396	Continuous Improvement	Technical Skills	Software development	1	46,822	1.620%	10,855	2.344%	0.724%	44.698%
878	Controllers	Technical Skills	Hardware	3	18,882	0.653%	3,841	0.829%	0.176%	26.963%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,699	0.093%	513	0.111%	0.017%	18.631%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,949	0.413%	1,388	0.300%	-0.114%	-27.500%
53	Customer Relationship Management	Technical Skills	Business applications	9	141,453	4.894%	20,518	4.430%	-0.463%	-9.467%
1368	Cyber Security	Technical Skills	Information mgmt	3	46,893	1.622%	11,863	2.561%	0.939%	57.895%
953	Data acquisition systems	Technical Skills	Information mgmt	1	15,241	0.527%	2,278	0.492%	-0.035%	-6.713%
955	Data compression software	Technical Skills	Information mgmt	1	11,324	0.392%	1,427	0.308%	-0.084%	-21.349%
956	Data conversion software	Technical Skills	Information mgmt	1	12,716	0.440%	1,828	0.395%	-0.045%	-10.276%
958	Data dictionary	Technical Skills	Information mgmt	1	8,528	0.295%	1,003	0.217%	-0.078%	-26.593%
959	Data entry	Technical Skills	Information mgmt	1	11,260	0.390%	1,165	0.252%	-0.138%	-35.424%
962	Data mapping	Technical Skills	Information mgmt	1	15,175	0.525%	2,675	0.578%	0.053%	10.022%
67	Data Mining	Technical Skills	Information mgmt	5	55,395	1.916%	11,862	2.561%	0.645%	33.650%
963	Data modeling	Technical Skills	Information mgmt	1	104,909	3.629%	17,004	3.672%	0.042%	1.163%
68	Data Warehousing	Technical Skills	Information mgmt	2	153,537	5.312%	23,734	5.125%	-0.187%	-3.519%
69	Database Administration	Technical Skills	Information mgmt	12	198,370	6.863%	30,717	6.632%	-0.230%	-3.354%
969	Database design software	Technical Skills	Information mgmt	15	170,190	5.888%	23,529	5.080%	-0.807%	-13.712%
1268	Database Reporting	Technical Skills	Information mgmt	3	46,719	1.616%	3,886	0.839%	-0.777%	-48.085%
1269	Database Security	Technical Skills	Information mgmt	2	534	0.018%	145	0.031%	0.013%	69.476%
1373	Database Security	Technical Skills	Information mgmt	1	584	0.020%	111	0.024%	0.004%	18.629%
1270	Database Servers	Technical Skills	Information mgmt	3	40,638	1.406%	3,572	0.771%	-0.635%	-45.139%
1271	Database Testing	Technical Skills	Information mgmt	1	2,865	0.099%	564	0.122%	0.023%	22.867%
1160	Debugging	Technical Skills	Software development	7	230,053	7.959%	39,538	8.537%	0.578%	7.268%
1385	Decryption	Technical Skills	Information mgmt	1	879	0.030%	150	0.032%	0.002%	6.509%
418	Desktop publishing software	Technical Skills	Business applications	13	36,072	1.248%	3,913	0.845%	-0.403%	-32.295%
1272	Development Environment	Technical Skills	Software development	13	155,338	5.374%	26,338	5.687%	0.313%	5.825%
1273	Digital Imaging	Technical Skills	Hardware	1	813	0.028%	24	0.005%	-0.023%	-81.575%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,821	0.340%	1,275	0.275%	-0.064%	-18.972%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,456	0.293%	711	0.154%	-0.139%	-47.521%
1307	Doctor of Philosophy	Technical Skills	Misc	3	118,458	4.098%	15,580	3.364%	-0.734%	-17.911%
973	Document management software	Technical Skills	Information mgmt	4	23,105	0.799%	2,769	0.598%	-0.201%	-25.200%
1020	Domain name system (DNS)	Technical Skills	Network	3	100,682	3.483%	16,994	3.669%	0.186%	5.348%
61	Dreamweaver	Technical Skills	Software development	1	14,349	0.496%	834	0.180%	-0.316%	-63.723%
54	DSS/GDSS	Technical Skills	Business applications	5	33,165	1.147%	3,913	0.845%	-0.302%	-26.360%
425	Dynamic modeling software	Technical Skills	Business applications	1	97	0.003%	5	0.001%	-0.002%	-67.828%
62	Eclipse	Technical Skills	Software development	1	68,733	2.378%	10,615	2.292%	-0.086%	-3.609%
1308	Electronic Commerce	Technical Skills	Business applications	2	141,203	4.885%	20,941	4.522%	-0.363%	-7.437%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	25,601	0.886%	3,799	0.820%	-0.065%	-7.382%
1023	Electronic mail software	Technical Skills	Network	8	43,808	1.516%	5,267	1.137%	-0.378%	-24.960%
1384	Encryption	Technical Skills	Information mgmt	1	172	0.006%	55	0.012%	0.006%	99.580%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	132,462	4.583%	16,818	3.631%	-0.951%	-20.756%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	132,120	4.571%	16,429	3.547%	-1.023%	-22.389%
1321	Environmental Certification	Technical Skills	Environmental	1	155	0.005%	20	0.004%	-0.001%	-19.466%
1328	Environmental Cleanup	Technical Skills	Environmental	1	439	0.015%	222	0.048%	0.033%	215.625%
1329	Environmental Energy	Technical Skills	Environmental	21	7,914	0.274%	1,711	0.369%	0.096%	34.939%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	8,496	0.294%	1,316	0.284%	-0.010%	-3.323%
1327	Environmental Pollution	Technical Skills	Environmental	16	5,806	0.201%	901	0.195%	-0.006%	-3.143%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	3,699	0.128%	620	0.134%	0.006%	4.614%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,446	0.050%	122	0.026%	-0.024%	-47.341%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	5,036	0.174%	715	0.154%	-0.020%	-11.386%
1331	Environmental Science	Technical Skills	Environmental	2	364	0.013%	123	0.027%	0.014%	110.905%
1322	Environmental Technology	Technical Skills	Environmental	2	379	0.013%	28	0.006%	-0.007%	-53.889%
461	Expert system software	Technical Skills	Business applications	1	1,077	0.037%	172	0.037%	-0.000%	-0.323%
1359	Facebook	Technical Skills	Social Networking	1	430,797	14.903%	131,544	28.403%	13.500%	90.582%
463	Facilities management software	Technical Skills	Business applications	4	4,881	0.169%	444	0.096%	-0.073%	-43.225%
468	Flight control software	Technical Skills	Business applications	1	958	0.033%	85	0.018%	-0.015%	-44.622%
469	Flowchart software	Technical Skills	Business applications	5	8,816	0.305%	1,529	0.330%	0.025%	8.248%
1367	Forensic	Technical Skills	Information mgmt	2	22,383	0.774%	4,454	0.962%	0.187%	24.198%
1112	Fraud Detection	Technical Skills	Security	1	14,180	0.491%	3,318	0.716%	0.226%	46.044%
63	FrontPage	Technical Skills	Software development	1	2,446	0.085%	43	0.009%	-0.075%	-89.028%
475	Fund accounting software	Technical Skills	Business applications	1	657	0.023%	112	0.024%	0.001%	6.398%
1260	Gaming	Technical Skills	Misc	2	65,442	2.264%	14,631	3.159%	0.895%	39.540%
113	Generic databases	Technical Skills	Information mgmt	2	480,518	16.624%	81,766	17.655%	1.032%	6.205%
1365	Google Apps	Technical Skills	Business applications	4	11,398	0.394%	1,764	0.381%	-0.013%	-3.405%
1364	Google Plus	Technical Skills	Social Networking	1	1,307	0.045%	4	0.001%	-0.044%	-98.090%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	142,002	4.913%	20,113	4.343%	-0.570%	-11.597%
484	Graphic software	Technical Skills	Business applications	16	214,864	7.433%	31,788	6.864%	-0.570%	-7.662%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	62,846	2.174%	5,993	1.294%	-0.880%	-40.482%
1323	Green IT	Technical Skills	Environmental	9	6,806	0.235%	1,098	0.237%	0.002%	0.692%
893	Guidance systems	Technical Skills	Hardware	1	139	0.005%	6	0.001%	-0.004%	-73.059%
1371	Hacking	Technical Skills	Information mgmt	5	13,988	0.484%	3,557	0.768%	0.284%	58.712%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	883	0.031%	75	0.016%	-0.014%	-46.987%
1277	Hardware Design	Technical Skills	Hardware	19	23,359	0.808%	3,363	0.726%	-0.082%	-10.142%
1278	Hardware Testing	Technical Skills	Hardware	4	8,158	0.282%	823	0.178%	-0.105%	-37.035%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	809	0.028%	37	0.008%	-0.020%	-71.455%
492	Helpdesk or call center	Technical Skills	Business applications	2	100,181	3.466%	12,308	2.658%	-0.808%	-23.320%
1377	Homeland Security	Technical Skills	Information mgmt	1	52,250	1.808%	2,555	0.552%	-1.256%	-69.480%
114	IBM databases	Technical Skills	Information mgmt	2	81,654	2.825%	10,266	2.217%	-0.608%	-21.530%
121	IBM operating systems	Technical Skills	Business applications	4	58,625	2.028%	5,081	1.097%	-0.931%	-45.906%
898	Image capture devices	Technical Skills	Hardware	8	13,077	0.452%	1,945	0.420%	-0.032%	-7.169%
524	Industrial control software	Technical Skills	Business applications	3	11,171	0.386%	1,501	0.324%	-0.062%	-16.137%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	44,785	1.549%	6,834	1.476%	-0.074%	-4.759%
1375	Information Security	Technical Skills	Information mgmt	3	108,878	3.767%	21,869	4.722%	0.955%	25.364%
899	Infrared	Technical Skills	Hardware	1	2,234	0.077%	197	0.043%	-0.035%	-44.962%
1180	Installation	Technical Skills	Software development	1	245,109	8.480%	31,154	6.727%	-1.753%	-20.670%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,127	0.039%	92	0.020%	-0.019%	-49.050%
536	Internet browser software	Technical Skills	Business applications	4	16,991	0.588%	1,581	0.341%	-0.246%	-41.924%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	32,181	1.113%	5,250	1.134%	0.020%	1.822%
541	Inventory management software	Technical Skills	Business applications	3	12,769	0.442%	1,798	0.388%	-0.054%	-12.115%
1414	ISO 9000	Technical Skills	Software development	1	4,775	0.165%	234	0.051%	-0.115%	-69.414%
73	IT Architecture/Standards	Technical Skills	Hardware	2	19,862	0.687%	3,044	0.657%	-0.030%	-4.346%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,133	0.039%	106	0.023%	-0.016%	-41.607%
1035	Kernel	Technical Skills	Network	1	34,755	1.202%	4,125	0.891%	-0.312%	-25.922%
907	Lasers	Technical Skills	Hardware	1	750	0.026%	88	0.019%	-0.007%	-26.767%
1038	License management software	Technical Skills	Network	1	1,854	0.064%	294	0.063%	-0.001%	-1.026%
1361	LinkedIn	Technical Skills	Social Networking	1	25,732	0.890%	6,518	1.407%	0.517%	58.097%
908	Mainframe computers	Technical Skills	Hardware	2	64,725	2.239%	6,897	1.489%	-0.750%	-33.492%
124	Mainframe operating systems	Technical Skills	Business applications	8	37,974	1.314%	3,729	0.805%	-0.509%	-38.710%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	67,200	2.325%	8,120	1.753%	-0.572%	-24.583%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	11,916	0.412%	1,300	0.281%	-0.132%	-31.908%
1281	Medical software	Technical Skills	Business applications	9	16,232	0.562%	3,296	0.712%	0.150%	26.735%
115	Microsoft databases	Technical Skills	Information mgmt	5	462,222	15.991%	70,162	15.149%	-0.841%	-5.260%
119	Microsoft operating systems	Technical Skills	Business applications	4	632,204	21.871%	79,406	17.145%	-4.726%	-21.607%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	19,135	0.662%	4,758	1.027%	0.365%	55.195%
625	Multimedia	Technical Skills	Business applications	1	26,608	0.921%	2,154	0.465%	-0.455%	-49.474%
1362	MySpace	Technical Skills	Social Networking	1	3,688	0.128%	8	0.002%	-0.126%	-98.646%
74	Network administration	Technical Skills	Hardware	17	306,482	10.603%	44,268	9.558%	-1.044%	-9.850%
1282	Network Administration software	Technical Skills	Network	18	150,676	5.213%	25,129	5.426%	0.213%	4.091%
1283	Network Hardware	Technical Skills	Network	11	115,055	3.980%	15,953	3.445%	-0.536%	-13.460%
1284	Network Monitoring software	Technical Skills	Network	15	81,562	2.822%	15,047	3.249%	0.427%	15.145%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,815	0.097%	488	0.105%	0.008%	8.199%
1369	Network Security	Technical Skills	Information mgmt	1	19,863	0.687%	3,533	0.763%	0.076%	11.015%
1122	Network security	Technical Skills	Security	1	95,793	3.314%	15,903	3.434%	0.120%	3.616%
1285	Network Security software	Technical Skills	Security	35	209,000	7.230%	39,955	8.627%	1.397%	19.318%
1286	Network software	Technical Skills	Network	6	53,293	1.844%	7,375	1.592%	-0.251%	-13.628%
1287	Network Testing	Technical Skills	Network	11	47,822	1.654%	7,470	1.613%	-0.041%	-2.507%
1065	Novell network software	Technical Skills	Network	2	4,185	0.145%	74	0.016%	-0.129%	-88.964%
643	Oberon	Technical Skills	Business applications	1	413	0.014%	119	0.026%	0.011%	79.837%
1413	Object Oriented Design	Technical Skills	Software development	2	94,692	3.276%	14,285	3.084%	-0.191%	-5.844%
41	Object Oriented Programming	Technical Skills	Software development	5	429,856	14.871%	72,340	15.620%	0.749%	5.036%
1288	Office Applications	Technical Skills	Business applications	13	359,584	12.440%	47,843	10.330%	-2.109%	-16.957%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	36,704	1.270%	3,695	0.798%	-0.472%	-37.168%
116	Open-source databases	Technical Skills	Information mgmt	4	193,543	6.696%	44,632	9.637%	2.941%	43.930%
118	Open-source operating systems	Technical Skills	Business applications	8	538,955	18.645%	97,249	20.998%	2.353%	12.620%
56	Operating Systems	Technical Skills	Business applications	3	284,283	9.835%	38,898	8.399%	-1.436%	-14.600%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,721	0.060%	380	0.082%	0.023%	37.811%
117	Oracle databases	Technical Skills	Information mgmt	1	527,759	18.258%	65,757	14.198%	-4.059%	-22.234%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,171	0.110%	81	0.017%	-0.092%	-84.057%
1376	Penetration Testing	Technical Skills	Information mgmt	5	71,596	2.477%	16,400	3.541%	1.064%	42.968%
1289	Physical Tools	Technical Skills	Hardware	1	157	0.005%	15	0.003%	-0.002%	-40.369%
683	Point of sale (POS)	Technical Skills	Business applications	3	16,915	0.585%	2,870	0.620%	0.035%	5.899%
931	Printers	Technical Skills	Hardware	3	24,198	0.837%	3,525	0.761%	-0.076%	-9.079%
43	Programming	Technical Skills	Software development	1	860,010	29.752%	132,969	28.711%	-1.041%	-3.500%
700	Provisioning	Technical Skills	Business applications	1	42,670	1.476%	9,560	2.064%	0.588%	39.836%
1405	Rapid Application Development	Technical Skills	Software development	2	17,652	0.611%	1,964	0.424%	-0.187%	-30.557%
1258	Rate Control	Technical Skills	Technical applications	1	184	0.006%	13	0.003%	-0.004%	-55.903%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,155	1.355%	2,272	0.491%	-0.864%	-63.784%
1077	Remote control software	Technical Skills	Network	2	2,737	0.095%	355	0.077%	-0.018%	-19.046%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,951	0.067%	284	0.061%	-0.006%	-9.146%
1379	Risk Analysis	Technical Skills	Information mgmt	1	17,525	0.606%	2,872	0.620%	0.014%	2.284%
1262	Robotics	Technical Skills	Hardware	3	12,483	0.432%	2,834	0.612%	0.180%	41.698%
1318	RSA	Technical Skills	Security	1	13,933	0.482%	1,926	0.416%	-0.066%	-13.723%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	94,221	3.260%	28,860	6.231%	2.972%	91.175%
44	SDLC	Technical Skills	Software development	7	399,631	13.825%	70,040	15.123%	1.298%	9.388%
1132	Secure shell (SSH)	Technical Skills	Security	1	313	0.011%	41	0.009%	-0.002%	-18.244%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	41,778	1.445%	7,970	1.721%	0.276%	19.067%
76	Security	Technical Skills	Hardware	4	2,060,895	71.297%	461,190	99.581%	28.284%	39.671%
1382	Security Audit	Technical Skills	Information mgmt	1	2,978	0.103%	494	0.107%	0.004%	3.534%
1315	Security Clearance	Technical Skills	Misc	2	212,304	7.345%	19,711	4.256%	-3.089%	-42.053%
1381	Security Plan	Technical Skills	Information mgmt	1	2,007	0.069%	419	0.090%	0.021%	30.301%
1380	Security Policy	Technical Skills	Information mgmt	2	43,355	1.500%	8,776	1.895%	0.395%	26.340%
1135	Security testing software	Technical Skills	Security	1	8,244	0.285%	1,937	0.418%	0.133%	46.647%
60	Sharepoint Server	Technical Skills	Business applications	1	11,360	0.393%	923	0.199%	-0.194%	-49.289%
1084	Signal generators	Technical Skills	Network	1	581	0.020%	97	0.021%	0.001%	4.202%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	29,560	1.023%	3,692	0.797%	-0.225%	-22.046%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	130,374	4.510%	27,566	5.952%	1.442%	31.967%
1220	Simulation software	Technical Skills	Software development	5	47,657	1.649%	5,281	1.140%	-0.508%	-30.837%
1366	Social Network	Technical Skills	Social Networking	1	11,100	0.384%	3,932	0.849%	0.465%	121.092%
1358	Social Networking	Technical Skills	Social Networking	1	18,007	0.623%	933	0.201%	-0.421%	-67.661%
42	Software Development	Technical Skills	Software development	2	796,326	27.549%	121,743	26.287%	-1.262%	-4.581%
1291	Software Development software	Technical Skills	Software development	3	5,884	0.204%	552	0.119%	-0.084%	-41.447%
1309	Software Engineering	Technical Skills	Software development	1	470,382	16.273%	79,227	17.107%	0.834%	5.125%
1292	Software Installation	Technical Skills	Software development	4	352,318	12.188%	66,485	14.356%	2.167%	17.780%
1223	Software libraries	Technical Skills	Software development	1	1,077	0.037%	184	0.040%	0.002%	6.631%
1293	Software Maintenance	Technical Skills	Software development	1	25,388	0.878%	4,217	0.911%	0.032%	3.671%
1294	Software Testing	Technical Skills	Software development	14	355,406	12.295%	60,277	13.015%	0.720%	5.855%
1225	Source code management (SCM)	Technical Skills	Software development	5	126,305	4.370%	24,141	5.213%	0.843%	19.294%
1229	Static analysis software	Technical Skills	Software development	1	2,956	0.102%	804	0.174%	0.071%	69.760%
772	Statistical analysis software	Technical Skills	Business applications	26	213,694	7.393%	38,384	8.288%	0.895%	12.109%
774	Statistical software	Technical Skills	Business applications	1	99,711	3.450%	17,243	3.723%	0.274%	7.933%
1230	Stress testing software	Technical Skills	Software development	1	8,450	0.292%	1,232	0.266%	-0.026%	-9.001%
122	Sun operating systems	Technical Skills	Business applications	3	132,815	4.595%	8,559	1.848%	-2.747%	-59.778%
939	Surveillance systems	Technical Skills	Hardware	5	24,566	0.850%	3,200	0.691%	-0.159%	-18.699%
791	Symantec software	Technical Skills	Business applications	1	22,846	0.790%	3,011	0.650%	-0.140%	-17.741%
1355	Symbian	Technical Skills	Mobile Platforms	1	108	0.004%	0	0.000%	-0.004%	-100.000%
1310	System Administration	Technical Skills	Network	4	200,365	6.932%	27,412	5.919%	-1.013%	-14.611%
45	System Testing	Technical Skills	Software development	5	68,058	2.354%	10,130	2.187%	-0.167%	-7.101%
46	Systems Analysis	Technical Skills	Software development	8	253,361	8.765%	32,554	7.029%	-1.736%	-19.805%
47	Systems Design	Technical Skills	Software development	1	44,004	1.522%	5,213	1.126%	-0.397%	-26.060%
1233	Systems Evaluation	Technical Skills	Software development	1	257	0.009%	60	0.013%	0.004%	45.714%
1234	Systems integration	Technical Skills	Software development	8	149,046	5.156%	13,629	2.943%	-2.213%	-42.928%
75	TCP/IP	Technical Skills	Hardware	3	182,891	6.327%	23,859	5.152%	-1.175%	-18.578%
1235	Technology Design	Technical Skills	Software development	1	2,596	0.090%	270	0.058%	-0.032%	-35.086%
1236	Templates	Technical Skills	Software development	1	45,882	1.587%	7,736	1.670%	0.083%	5.234%
1239	Test implementation	Technical Skills	Software development	1	1,175	0.041%	221	0.048%	0.007%	17.392%
1302	Testing	Technical Skills	Software development	1	963,731	33.340%	161,937	34.966%	1.625%	4.875%
1297	Training software	Technical Skills	Business applications	3	2,383	0.082%	100	0.022%	-0.061%	-73.809%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,175	0.144%	499	0.108%	-0.037%	-25.402%
1360	Twitter	Technical Skills	Social Networking	1	36,363	1.258%	5,589	1.207%	-0.051%	-4.069%
1411	Unified Process	Technical Skills	Software development	1	8,724	0.302%	410	0.089%	-0.213%	-70.667%
123	UNIX operating systems	Technical Skills	Business applications	5	499,700	17.287%	54,627	11.795%	-5.492%	-31.769%
1298	UNIX Shells	Technical Skills	Business applications	4	115,342	3.990%	17,858	3.856%	-0.134%	-3.366%
1410	Use Case	Technical Skills	Software development	1	22,349	0.773%	3,048	0.658%	-0.115%	-14.878%
48	User-Interface Design	Technical Skills	Software development	2	206,981	7.161%	43,068	9.299%	2.139%	29.869%
836	Video creation and editing software	Technical Skills	Business applications	3	13,073	0.452%	1,881	0.406%	-0.046%	-10.196%
64	Visual Studio	Technical Skills	Software development	1	117,220	4.055%	19,413	4.192%	0.136%	3.365%
843	Voice dictation & recognition	Technical Skills	Business applications	2	3,749	0.130%	780	0.168%	0.039%	29.856%
77	Voice/Data Telecom	Technical Skills	Hardware	10	216,546	7.491%	24,556	5.302%	-2.189%	-29.223%
1299	Web Application Server	Technical Skills	Business applications	8	150,810	5.217%	16,127	3.482%	-1.735%	-33.257%
1248	Web platform development software	Technical Skills	Software development	5	9,668	0.334%	409	0.088%	-0.246%	-73.596%
65	web programmer	Technical Skills	Software development	4	36,673	1.269%	3,358	0.725%	-0.544%	-42.850%
58	Web servers	Technical Skills	Business applications	6	240,772	8.330%	34,242	7.394%	-0.936%	-11.236%
49	Web-based Application Development	Technical Skills	Software development	2	174,569	6.039%	27,719	5.985%	-0.054%	-0.896%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,802	0.720%	1,650	0.356%	-0.363%	-50.494%
1102	Wireless	Technical Skills	Network	5	128,314	4.439%	17,196	3.713%	-0.726%	-16.356%
1363	YouTube	Technical Skills	Social Networking	2	6,190	0.214%	1,088	0.235%	0.021%	9.704%
79	.NET	Programming Skills	Current	1	372,227	12.877%	58,638	12.661%	-0.216%	-1.677%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	95	0.003%	7	0.002%	-0.002%	-54.011%
209	A programming language (APL)	Programming Skills	Legacy	2	4,500	0.156%	447	0.097%	-0.059%	-38.002%
99	Ada	Programming Skills	Legacy	1	9,884	0.342%	882	0.190%	-0.151%	-44.305%
80	AJAX	Programming Skills	Current	1	205,904	7.123%	25,692	5.547%	-1.576%	-22.122%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	72	0.002%	21	0.005%	0.002%	82.041%
192	Apple AppleScript	Programming Skills	Current	1	533	0.018%	145	0.031%	0.013%	69.794%
81	ASP	Programming Skills	Current	2	255,445	8.837%	35,852	7.741%	-1.096%	-12.401%
108	Assembly	Programming Skills	Legacy	2	9,337	0.323%	516	0.111%	-0.212%	-65.507%
211	AWK	Programming Skills	Legacy	1	7,354	0.254%	954	0.206%	-0.048%	-19.033%
212	B	Programming Skills	Legacy	1	36,320	1.256%	6,178	1.334%	0.077%	6.166%
83	C#	Programming Skills	Current	2	370,246	12.809%	69,355	14.975%	2.167%	16.915%
82	C/C++	Programming Skills	Current	3	545,216	18.862%	74,801	16.151%	-2.711%	-14.371%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	284,668	9.848%	72,116	15.571%	5.723%	58.116%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	868	0.030%	190	0.041%	0.011%	36.621%
84	CGI	Programming Skills	Current	2	23,123	0.800%	4,707	1.016%	0.216%	27.052%
217	Clipper	Programming Skills	Legacy	1	553	0.019%	91	0.020%	0.001%	2.707%
218	CLU	Programming Skills	Legacy	1	182	0.006%	10	0.002%	-0.004%	-65.707%
100	Cobol	Programming Skills	Legacy	1	24,380	0.843%	2,791	0.603%	-0.241%	-28.549%
85	ColdFusion	Programming Skills	Current	2	20,509	0.710%	1,366	0.295%	-0.415%	-58.429%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	386	0.013%	19	0.004%	-0.009%	-69.278%
195	Component object model (COM)	Programming Skills	Current	1	528	0.018%	14	0.003%	-0.015%	-83.451%
125	Database programming	Programming Skills	Current	3	84,130	2.910%	9,119	1.969%	-0.941%	-32.348%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,273	0.182%	173	0.037%	-0.145%	-79.523%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	20,980	0.726%	2,633	0.569%	-0.157%	-21.670%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,329	0.184%	953	0.206%	0.021%	11.617%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,461	1.261%	2,820	0.609%	-0.652%	-51.727%
109	Forth	Programming Skills	Legacy	1	7,684	0.266%	1,495	0.323%	0.057%	21.433%
102	Fortran	Programming Skills	Legacy	1	5,340	0.185%	550	0.119%	-0.066%	-35.716%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	590,909	20.443%	89,906	19.413%	-1.030%	-5.038%
222	J	Programming Skills	Legacy	1	10,525	0.364%	1,238	0.267%	-0.097%	-26.586%
87	Java/J2EE/J2P	Programming Skills	Current	4	780,479	27.001%	137,521	29.694%	2.693%	9.974%
97	JavaScript	Programming Skills	Current	3	458,668	15.868%	107,898	23.298%	7.430%	46.824%
89	JavaServer Faces	Programming Skills	Current	3	31,005	1.073%	3,546	0.766%	-0.307%	-28.618%
88	JavaServer Pages	Programming Skills	Current	3	131,005	4.532%	12,135	2.620%	-1.912%	-42.186%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,118	0.488%	1,780	0.384%	-0.104%	-21.308%
126	LAMP	Programming Skills	Current	1	37,005	1.280%	6,205	1.340%	0.060%	4.656%
104	Lisp	Programming Skills	Legacy	1	2,265	0.078%	280	0.060%	-0.018%	-22.844%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,899	0.066%	514	0.111%	0.045%	68.935%
201	Microsoft ActiveX	Programming Skills	Current	1	5,041	0.174%	157	0.034%	-0.140%	-80.561%
107	Pascal	Programming Skills	Legacy	1	1,563	0.054%	103	0.022%	-0.032%	-58.870%
90	Perl	Programming Skills	Current	1	253,255	8.761%	32,532	7.024%	-1.737%	-19.826%
91	PHP	Programming Skills	Current	1	147,299	5.096%	25,009	5.400%	0.304%	5.969%
103	PL/1	Programming Skills	Legacy	3	537	0.019%	45	0.010%	-0.009%	-47.698%
105	Prolog	Programming Skills	Legacy	1	1,494	0.052%	247	0.053%	0.002%	3.188%
95	Python	Programming Skills	Current	1	208,490	7.213%	69,671	15.043%	7.831%	108.569%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,176	1.528%	7,699	1.662%	0.134%	8.775%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,640	0.057%	324	0.070%	0.013%	23.306%
206	Scripting languages	Programming Skills	Current	1	74,689	2.584%	13,558	2.927%	0.344%	13.298%
101	Smalltalk	Programming Skills	Legacy	1	973	0.034%	29	0.006%	-0.027%	-81.398%
92	SQL	Programming Skills	Current	3	1,010,719	34.966%	167,483	36.163%	1.197%	3.424%
110	TCL	Programming Skills	Legacy	1	16,314	0.564%	1,131	0.244%	-0.320%	-56.730%
98	Unified Modeling Language	Programming Skills	Current	2	98,895	3.421%	8,031	1.734%	-1.687%	-49.315%
93	Visual Basic	Programming Skills	Current	6	217,366	7.520%	21,591	4.662%	-2.858%	-38.004%
207	Web service definition language (WSDL)	Programming Skills	Current	2	26,740	0.925%	3,423	0.739%	-0.186%	-20.103%
94	XML	Programming Skills	Current	2	423,371	14.647%	49,698	10.731%	-3.916%	-26.734%
1342	Computer Science	Majors	Computer Science	2	2,890,589	100.000%	463,131	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	773,014	26.742%	97,444	21.040%	-5.702%	-21.323%
1343	Management Information Systems	Majors	Management Information Systems	9	749,556	25.931%	106,957	23.094%	-2.837%	-10.939%

IT Degrees

Information Technology	2017-02-27	Jobs Found:	1,412,386	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	3,974	0.281%	929	0.558%	0.277%	98.301%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,724	0.264%	665	0.399%	0.136%	51.478%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	9,544	0.676%	2,079	1.249%	0.573%	84.782%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,361	0.804%	1,321	0.793%	-0.011%	-1.367%
3	Creativity	Soft Skills	Problem-solving skills	3	38,297	2.712%	6,712	4.031%	1.320%	48.670%
4	Critical thinking	Soft Skills	Problem-solving skills	3	18,125	1.283%	5,233	3.143%	1.860%	144.912%
1300	Flexibility	Soft Skills	Work ethic	1	96,031	6.799%	6,923	4.158%	-2.641%	-38.847%
232	Independence	Soft Skills	Interpersonal skills	1	7,788	0.551%	1,078	0.647%	0.096%	17.417%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	176,269	12.480%	28,155	16.910%	4.430%	35.493%
256	Innovation	Soft Skills	Problem-solving skills	1	97,630	6.912%	20,436	12.274%	5.361%	77.562%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	169,768	12.020%	19,611	11.778%	-0.242%	-2.010%
1422	Internship	Soft Skills	Work ethic	3	49,107	3.477%	3,122	1.875%	-1.602%	-46.071%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	843	0.060%	115	0.069%	0.009%	15.720%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	97,658	6.914%	17,617	10.581%	3.666%	53.024%
10	Leadership	Soft Skills	Interpersonal skills	1	312,086	22.096%	45,744	27.474%	5.377%	24.336%
258	Learning	Soft Skills	Problem-solving skills	1	150,061	10.625%	12,423	7.461%	-3.163%	-29.774%
1	Learning Ability	Soft Skills	Problem-solving skills	3	20,437	1.447%	3,612	2.169%	0.722%	49.923%
236	Listening	Soft Skills	Language skills	1	51,161	3.622%	4,016	2.412%	-1.210%	-33.413%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,570	2.943%	7,510	4.510%	1.567%	53.249%
261	Memorization	Soft Skills	Problem-solving skills	1	77	0.005%	8	0.005%	-0.001%	-11.868%
18	Negotiation Skills	Soft Skills	Language skills	1	15,760	1.116%	1,902	1.142%	0.026%	2.374%
262	Optimization	Soft Skills	Problem-solving skills	1	58,597	4.149%	8,586	5.157%	1.008%	24.295%
19	Oral Communications	Soft Skills	Language skills	3	24,374	1.726%	4,895	2.940%	1.214%	70.358%
273	Persistence	Soft Skills	Work ethic	1	3,365	0.238%	567	0.341%	0.102%	42.934%
239	Persuasion	Soft Skills	Language skills	1	2,399	0.170%	453	0.272%	0.102%	60.179%
1301	Physical Skill	Soft Skills	Work ethic	2	1,355	0.096%	195	0.117%	0.021%	22.076%
240	Presentations	Soft Skills	Language skills	1	74,368	5.265%	10,517	6.316%	1.051%	19.962%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	202,983	14.372%	34,336	20.622%	6.250%	43.492%
20	Questioning skills	Soft Skills	Language skills	1	384	0.027%	79	0.047%	0.020%	74.515%
241	Reading Comprehension	Soft Skills	Language skills	1	480	0.034%	58	0.035%	0.001%	2.500%
6	Research skills	Soft Skills	Problem-solving skills	1	2,646	0.187%	287	0.172%	-0.015%	-7.991%
15	Responsibility	Soft Skills	Work ethic	2	138,470	9.804%	16,931	10.169%	0.365%	3.720%
234	Self Control	Soft Skills	Interpersonal skills	1	114	0.008%	19	0.011%	0.003%	41.379%
11	Self-esteem	Soft Skills	Interpersonal skills	1	43	0.003%	16	0.010%	0.007%	215.637%
16	Self-management	Soft Skills	Work ethic	1	1,255	0.089%	259	0.156%	0.067%	75.062%
250	Stress Tolerance	Soft Skills	Physical skills	1	228	0.016%	76	0.046%	0.030%	182.758%
12	Teamwork	Soft Skills	Interpersonal skills	1	60,617	4.292%	7,624	4.579%	0.287%	6.690%
17	Time Management	Soft Skills	Work ethic	2	46,592	3.299%	7,953	4.777%	1.478%	44.796%
268	Visualization	Soft Skills	Problem-solving skills	1	9,989	0.707%	3,071	1.844%	1.137%	160.792%
7	Working under pressure	Soft Skills	Problem-solving skills	1	880	0.062%	266	0.160%	0.097%	156.410%
21	Written Communications	Soft Skills	Language skills	4	207,153	14.667%	28,213	16.945%	2.278%	15.530%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	215,482	15.257%	12,428	7.464%	-7.792%	-51.075%
172	Account management	Business Skills	Management skills	1	14,899	1.055%	2,440	1.465%	0.411%	38.921%
22	Accounting	Business Skills	Business processes	4	303,763	21.507%	15,835	9.510%	-11.997%	-55.780%
1263	Accounting software	Business Skills	Business processes	7	41,214	2.918%	1,344	0.807%	-2.111%	-72.338%
174	Administration	Business Skills	Management skills	3	471,647	33.394%	43,800	26.306%	-7.087%	-21.224%
1313	Analyst	Business Skills	Project management	1	289,331	20.485%	41,630	25.003%	4.518%	22.053%
175	Application management	Business Skills	Management skills	5	95,999	6.797%	14,995	9.006%	2.209%	32.500%
150	Asset management	Business Skills	Business processes	1	21,874	1.549%	2,814	1.690%	0.141%	9.127%
151	Auditing	Business Skills	Business processes	5	122,529	8.675%	12,931	7.766%	-0.909%	-10.478%
1264	Auditing software	Business Skills	Business processes	1	135	0.010%	1	0.001%	-0.009%	-93.716%
152	Billing	Business Skills	Business processes	1	61,199	4.333%	2,891	1.736%	-2.597%	-59.928%
1314	Business Analyst	Business Skills	Project management	1	123,590	8.750%	17,009	10.216%	1.465%	16.743%
35	Business Intelligence	Business Skills	Strategy skills	1	62,585	4.431%	10,222	6.139%	1.708%	38.549%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,275	0.657%	1,852	1.112%	0.456%	69.381%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,477	1.875%	1,368	0.822%	-1.053%	-56.172%
36	Business Strategy	Business Skills	Strategy skills	3	308,198	21.821%	40,749	24.474%	2.653%	12.156%
182	Calendar and scheduling	Business Skills	Project management	3	60,471	4.281%	7,413	4.452%	0.171%	3.988%
156	Capacity planning	Business Skills	Business processes	1	25,855	1.831%	3,908	2.347%	0.517%	28.217%
28	Change Management	Business Skills	Management skills	1	64,591	4.573%	11,498	6.906%	2.332%	51.003%
183	Content workflow	Business Skills	Project management	1	50	0.004%	2	0.001%	-0.002%	-66.069%
24	Contracting and legal	Business Skills	Business processes	2	170,308	12.058%	17,669	10.612%	-1.446%	-11.994%
176	Coordination	Business Skills	Management skills	1	77,436	5.483%	11,338	6.810%	1.327%	24.202%
157	Cost accounting	Business Skills	Business processes	1	2,920	0.207%	197	0.118%	-0.088%	-42.771%
158	Cost estimation	Business Skills	Business processes	1	1,303	0.092%	182	0.109%	0.017%	18.485%
1312	Customer Support	Business Skills	Business processes	6	310,611	21.992%	37,742	22.668%	0.676%	3.073%
1339	Education	Business Skills	Industry Segment	1	15,523	1.099%	2,079	1.249%	0.150%	13.610%
1333	Energy	Business Skills	Industry Segment	1	68,451	4.846%	10,443	6.272%	1.426%	29.414%
1340	Entertainment	Business Skills	Industry Segment	1	165,545	11.721%	4,319	2.594%	-9.127%	-77.869%
1319	Environmental	Business Skills	Environmental	15	115,493	8.177%	6,308	3.789%	-4.389%	-53.669%
1320	Environmental Strategy	Business Skills	Environmental	7	4,796	0.340%	1,669	1.002%	0.663%	195.198%
161	Financial	Business Skills	Business processes	2	490,924	34.758%	46,483	27.918%	-6.841%	-19.681%
1275	Financial Analysis software	Business Skills	Business processes	6	2,382	0.169%	60	0.036%	-0.133%	-78.633%
1332	Health Care	Business Skills	Industry Segment	2	384,141	27.198%	32,379	19.447%	-7.751%	-28.499%
177	Human resources	Business Skills	Management skills	2	234,165	16.579%	7,646	4.592%	-11.987%	-72.302%
1336	Insurance	Business Skills	Industry Segment	1	8,697	0.616%	1,512	0.908%	0.292%	47.475%
1316	Managing/Supervision	Business Skills	Management skills	5	696,729	49.330%	67,058	40.275%	-9.055%	-18.356%
1334	Manufacturing	Business Skills	Industry Segment	2	197,696	13.997%	9,205	5.528%	-8.469%	-60.503%
26	Marketing	Business Skills	Business processes	1	288,821	20.449%	12,835	7.709%	-12.740%	-62.303%
185	Monitoring	Business Skills	Project management	1	154,337	10.927%	27,666	16.616%	5.689%	52.059%
179	Negotiation	Business Skills	Management skills	1	60,002	4.248%	7,807	4.689%	0.441%	10.371%
163	Operation and Control	Business Skills	Business processes	2	659	0.047%	101	0.061%	0.014%	30.009%
29	Outsourcing Management	Business Skills	Management skills	3	96,312	6.819%	6,999	4.204%	-2.616%	-38.356%
167	Procurement	Business Skills	Business processes	1	73,225	5.184%	3,983	2.392%	-2.792%	-53.859%
1290	Project Management software	Business Skills	Project management	2	49,162	3.481%	7,456	4.478%	0.997%	28.651%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	285,478	20.212%	41,225	24.760%	4.547%	22.497%
168	Quality	Business Skills	Business processes	1	418,156	29.606%	60,529	36.354%	6.747%	22.790%
1337	Real Estate	Business Skills	Industry Segment	2	166,520	11.790%	3,194	1.918%	-9.872%	-83.729%
1335	Retail	Business Skills	Industry Segment	2	409,047	28.961%	23,151	13.904%	-15.057%	-51.990%
34	Risk Management	Business Skills	Project management	1	51,381	3.638%	9,682	5.815%	2.177%	59.845%
169	Service Orientation	Business Skills	Business processes	1	11,404	0.807%	1,414	0.849%	0.042%	5.179%
27	Supply Chain Management	Business Skills	Business processes	3	77,159	5.463%	4,971	2.986%	-2.477%	-45.350%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,041	0.215%	288	0.173%	-0.042%	-19.664%
178	Teaching	Business Skills	Management skills	7	211,812	14.997%	6,660	4.000%	-10.997%	-73.328%
190	Timekeeping	Business Skills	Project management	3	75,584	5.352%	4,194	2.519%	-2.833%	-52.931%
1296	Timekeeping software	Business Skills	Project management	1	1,710	0.121%	262	0.157%	0.036%	29.970%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,430	0.101%	137	0.082%	-0.019%	-18.732%
180	Troubleshooting	Business Skills	Management skills	1	160,678	11.376%	28,639	17.200%	5.824%	51.195%
181	Verification	Business Skills	Management skills	1	45,740	3.238%	18,633	11.191%	7.952%	245.560%
1338	Waste Management	Business Skills	Industry Segment	1	1,288	0.091%	298	0.179%	0.088%	96.262%
191	Workflow	Business Skills	Project management	1	59,200	4.191%	9,628	5.783%	1.591%	37.959%
31	Working Globally	Business Skills	Management skills	3	9,299	0.658%	175	0.105%	-0.553%	-84.036%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,579	0.183%	315	0.189%	0.007%	3.609%
51	4GL	Technical Skills	Software development	3	1,503	0.106%	111	0.067%	-0.040%	-37.353%
987	Access servers & software	Technical Skills	Network	10	47,390	3.355%	7,659	4.600%	1.245%	37.095%
38	Agile Development Methods	Technical Skills	Software development	13	51,585	3.652%	16,427	9.866%	6.214%	170.129%
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	1,142	0.081%	73	0.044%	-0.037%	-45.776%
1352	Android	Technical Skills	Mobile Platforms	3	9,621	0.681%	3,746	2.250%	1.569%	230.281%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,916	0.631%	1,915	1.150%	0.519%	82.195%
120	Apple operating systems	Technical Skills	Business applications	6	26,634	1.886%	5,590	3.357%	1.472%	78.038%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,575	2.590%	30	0.018%	-2.572%	-99.304%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	19,062	1.350%	1,535	0.922%	-0.428%	-31.691%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	1	0.001%	-0.000%	-29.310%
1265	Backup & Recovery	Technical Skills	Technical applications	16	116,865	8.274%	15,711	9.436%	1.162%	14.040%
1386	Biometric	Technical Skills	Information mgmt	2	3,028	0.214%	1,140	0.685%	0.470%	219.364%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,043	0.782%	811	0.487%	-0.295%	-37.703%
336	Borland Delphi	Technical Skills	Business applications	1	1,426	0.101%	186	0.112%	0.011%	10.645%
337	Borland JBuilder	Technical Skills	Business applications	1	842	0.060%	6	0.004%	-0.056%	-93.955%
338	Borland Paradox	Technical Skills	Business applications	1	100	0.007%	6	0.004%	-0.003%	-49.104%
72	Business Continuity Planning	Technical Skills	Hardware	2	42,913	3.038%	3,380	2.030%	-1.008%	-33.186%
352	Cadence Opus	Technical Skills	Business applications	1	1,083	0.077%	27	0.016%	-0.060%	-78.852%
868	Calculators	Technical Skills	Hardware	1	704	0.050%	71	0.043%	-0.007%	-14.450%
39	CASE Tools	Technical Skills	Software development	1	102,054	7.226%	8,580	5.153%	-2.073%	-28.683%
367	Categorization or classification software	Technical Skills	Business applications	1	4,026	0.285%	603	0.362%	0.077%	27.052%
112	Certification	Technical Skills	Misc	3	329,069	23.299%	45,408	27.272%	3.973%	17.053%
78	Cisco	Technical Skills	Hardware	1	202,558	14.342%	11,333	6.807%	-7.535%	-52.540%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,103	0.999%	4,995	3.000%	2.001%	200.442%
40	Client-Server	Technical Skills	Software development	1	35,045	2.481%	2,228	1.338%	-1.143%	-46.071%
1011	Cluster server software	Technical Skills	Network	8	20,255	1.434%	3,088	1.855%	0.421%	29.325%
1147	CMAKE	Technical Skills	Software development	1	55	0.004%	35	0.021%	0.017%	439.811%
1151	Compatibility testing	Technical Skills	Software development	1	382	0.027%	113	0.068%	0.041%	150.929%
1152	Compilers	Technical Skills	Software development	5	10,304	0.730%	1,200	0.721%	-0.009%	-1.210%
1255	Compliance software	Technical Skills	Technical applications	3	10,335	0.732%	2,060	1.237%	0.505%	69.080%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	50,492	3.575%	3,337	2.004%	-1.571%	-43.938%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,564	0.182%	285	0.171%	-0.010%	-5.710%
875	Computer diagnostics	Technical Skills	Hardware	5	51,197	3.625%	8,220	4.937%	1.312%	36.196%
1107	Computer forensics	Technical Skills	Security	1	3,955	0.280%	397	0.238%	-0.042%	-14.851%
1266	Computer Hardware	Technical Skills	Hardware	15	34,346	2.432%	4,975	2.988%	0.556%	22.872%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,919	2.472%	124	0.074%	-2.398%	-96.988%
1015	Computer servers	Technical Skills	Network	6	116,947	8.280%	17,237	10.352%	2.072%	25.029%
1267	Computer Utilities	Technical Skills	Misc	1	294	0.021%	67	0.040%	0.019%	93.314%
59	Content Manager	Technical Skills	Business applications	1	1,464	0.104%	154	0.092%	-0.011%	-10.769%
1396	Continuous Improvement	Technical Skills	Software development	1	24,639	1.744%	5,071	3.046%	1.301%	74.585%
878	Controllers	Technical Skills	Hardware	3	7,554	0.535%	1,363	0.819%	0.284%	53.058%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,909	0.135%	679	0.408%	0.273%	201.717%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,797	0.410%	729	0.438%	0.027%	6.675%
53	Customer Relationship Management	Technical Skills	Business applications	9	106,567	7.545%	10,703	6.428%	-1.117%	-14.804%
1368	Cyber Security	Technical Skills	Information mgmt	3	21,100	1.494%	6,961	4.181%	2.687%	179.850%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,917	0.348%	718	0.431%	0.083%	23.868%
955	Data compression software	Technical Skills	Information mgmt	1	2,075	0.147%	281	0.169%	0.022%	14.875%
956	Data conversion software	Technical Skills	Information mgmt	1	6,725	0.476%	889	0.534%	0.058%	12.136%
958	Data dictionary	Technical Skills	Information mgmt	1	3,462	0.245%	474	0.285%	0.040%	16.142%
959	Data entry	Technical Skills	Information mgmt	1	176,111	12.469%	2,661	1.598%	-10.871%	-87.183%
962	Data mapping	Technical Skills	Information mgmt	1	6,853	0.485%	1,413	0.849%	0.363%	74.903%
67	Data Mining	Technical Skills	Information mgmt	5	51,012	3.612%	2,353	1.413%	-2.199%	-60.872%
963	Data modeling	Technical Skills	Information mgmt	1	34,867	2.469%	5,242	3.148%	0.680%	27.532%
68	Data Warehousing	Technical Skills	Information mgmt	2	58,996	4.177%	9,089	5.459%	1.282%	30.686%
69	Database Administration	Technical Skills	Information mgmt	12	79,655	5.640%	11,384	6.837%	1.197%	21.232%
969	Database design software	Technical Skills	Information mgmt	15	53,062	3.757%	7,743	4.650%	0.894%	23.783%
1268	Database Reporting	Technical Skills	Information mgmt	3	18,049	1.278%	1,768	1.062%	-0.216%	-16.907%
1269	Database Security	Technical Skills	Information mgmt	2	105	0.007%	22	0.013%	0.006%	77.734%
1373	Database Security	Technical Skills	Information mgmt	1	436	0.031%	82	0.049%	0.018%	59.538%
1270	Database Servers	Technical Skills	Information mgmt	3	13,435	0.951%	1,077	0.647%	-0.304%	-31.999%
1271	Database Testing	Technical Skills	Information mgmt	1	843	0.060%	274	0.165%	0.105%	175.714%
1160	Debugging	Technical Skills	Software development	7	63,272	4.480%	10,833	6.506%	2.026%	45.236%
1385	Decryption	Technical Skills	Information mgmt	1	524	0.037%	93	0.056%	0.019%	50.553%
418	Desktop publishing software	Technical Skills	Business applications	13	19,794	1.401%	1,589	0.954%	-0.447%	-31.903%
1272	Development Environment	Technical Skills	Software development	13	43,284	3.065%	5,719	3.435%	0.370%	12.080%
1273	Digital Imaging	Technical Skills	Hardware	1	292	0.021%	13	0.008%	-0.013%	-62.234%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,434	0.102%	185	0.111%	0.010%	9.436%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,292	0.233%	320	0.192%	-0.041%	-17.543%
1307	Doctor of Philosophy	Technical Skills	Misc	3	63,971	4.529%	2,006	1.205%	-3.324%	-73.400%
973	Document management software	Technical Skills	Information mgmt	4	13,489	0.955%	1,823	1.095%	0.140%	14.642%
1020	Domain name system (DNS)	Technical Skills	Network	3	39,546	2.800%	7,194	4.321%	1.521%	54.314%
61	Dreamweaver	Technical Skills	Software development	1	7,225	0.512%	385	0.231%	-0.280%	-54.798%
54	DSS/GDSS	Technical Skills	Business applications	5	18,536	1.312%	2,401	1.442%	0.130%	9.878%
425	Dynamic modeling software	Technical Skills	Business applications	1	47	0.003%	2	0.001%	-0.002%	-63.903%
62	Eclipse	Technical Skills	Software development	1	17,223	1.219%	2,696	1.619%	0.400%	32.785%
1308	Electronic Commerce	Technical Skills	Business applications	2	50,751	3.593%	5,385	3.234%	-0.359%	-9.993%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	11,984	0.848%	2,300	1.381%	0.533%	62.803%
1023	Electronic mail software	Technical Skills	Network	8	23,399	1.657%	3,040	1.826%	0.169%	10.208%
1384	Encryption	Technical Skills	Information mgmt	1	32	0.002%	11	0.007%	0.004%	191.594%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	77,445	5.483%	11,263	6.765%	1.281%	23.367%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	102,470	7.255%	7,993	4.801%	-2.455%	-33.832%
1321	Environmental Certification	Technical Skills	Environmental	1	123	0.009%	25	0.015%	0.006%	72.414%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,293	0.092%	266	0.160%	0.068%	74.510%
1329	Environmental Energy	Technical Skills	Environmental	21	4,595	0.325%	599	0.360%	0.034%	10.580%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,012	0.355%	847	0.509%	0.154%	43.354%
1327	Environmental Pollution	Technical Skills	Environmental	16	35,583	2.519%	541	0.325%	-2.194%	-87.103%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,711	0.192%	543	0.326%	0.134%	69.905%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	638	0.045%	86	0.052%	0.006%	14.344%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	45,446	3.218%	686	0.412%	-2.806%	-87.195%
1331	Environmental Science	Technical Skills	Environmental	2	182	0.013%	27	0.016%	0.003%	25.843%
1322	Environmental Technology	Technical Skills	Environmental	2	210	0.015%	21	0.013%	-0.002%	-15.173%
461	Expert system software	Technical Skills	Business applications	1	469	0.033%	50	0.030%	-0.003%	-9.566%
1359	Facebook	Technical Skills	Social Networking	1	145,940	10.333%	42,295	25.402%	15.069%	145.839%
463	Facilities management software	Technical Skills	Business applications	4	8,071	0.571%	417	0.250%	-0.321%	-56.173%
468	Flight control software	Technical Skills	Business applications	1	121	0.009%	13	0.008%	-0.001%	-8.863%
469	Flowchart software	Technical Skills	Business applications	5	4,324	0.306%	883	0.530%	0.224%	73.225%
1367	Forensic	Technical Skills	Information mgmt	2	47,494	3.363%	2,851	1.712%	-1.650%	-49.079%
1112	Fraud Detection	Technical Skills	Security	1	5,738	0.406%	829	0.498%	0.092%	22.555%
63	FrontPage	Technical Skills	Software development	1	865	0.061%	34	0.020%	-0.041%	-66.657%
475	Fund accounting software	Technical Skills	Business applications	1	535	0.038%	56	0.034%	-0.004%	-11.209%
1260	Gaming	Technical Skills	Misc	2	23,548	1.667%	3,672	2.205%	0.538%	32.277%
113	Generic databases	Technical Skills	Information mgmt	2	152,154	10.773%	23,632	14.193%	3.420%	31.751%
1365	Google Apps	Technical Skills	Business applications	4	2,579	0.183%	452	0.271%	0.089%	48.670%
1364	Google Plus	Technical Skills	Social Networking	1	7	0.000%	0	0.000%	-0.000%	-100.000%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	107,101	7.583%	9,472	5.689%	-1.894%	-24.979%
484	Graphic software	Technical Skills	Business applications	16	131,712	9.325%	14,966	8.989%	-0.337%	-3.613%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,422	1.021%	1,235	0.742%	-0.279%	-27.360%
1323	Green IT	Technical Skills	Environmental	9	3,397	0.241%	264	0.159%	-0.082%	-34.076%
893	Guidance systems	Technical Skills	Hardware	1	67	0.005%	1	0.001%	-0.004%	-87.339%
1371	Hacking	Technical Skills	Information mgmt	5	6,804	0.482%	1,306	0.784%	0.303%	62.823%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	103	0.007%	14	0.008%	0.001%	15.299%
1277	Hardware Design	Technical Skills	Hardware	19	6,102	0.432%	950	0.571%	0.139%	32.065%
1278	Hardware Testing	Technical Skills	Hardware	4	1,737	0.123%	135	0.081%	-0.042%	-34.072%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	633	0.045%	28	0.017%	-0.028%	-62.478%
492	Helpdesk or call center	Technical Skills	Business applications	2	141,924	10.049%	10,832	6.506%	-3.543%	-35.258%
1377	Homeland Security	Technical Skills	Information mgmt	1	56,225	3.981%	1,655	0.994%	-2.987%	-75.031%
114	IBM databases	Technical Skills	Information mgmt	2	30,195	2.138%	4,231	2.541%	0.403%	18.862%
121	IBM operating systems	Technical Skills	Business applications	4	29,841	2.113%	2,396	1.439%	-0.674%	-31.890%
898	Image capture devices	Technical Skills	Hardware	8	6,246	0.442%	1,068	0.641%	0.199%	45.046%
524	Industrial control software	Technical Skills	Business applications	3	4,637	0.328%	789	0.474%	0.146%	44.337%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,004	1.062%	2,225	1.336%	0.274%	25.794%
1375	Information Security	Technical Skills	Information mgmt	3	68,274	4.834%	14,260	8.565%	3.731%	77.174%
899	Infrared	Technical Skills	Hardware	1	2,956	0.209%	91	0.055%	-0.155%	-73.886%
1180	Installation	Technical Skills	Software development	1	118,791	8.411%	14,868	8.930%	0.519%	6.171%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	172	0.012%	24	0.014%	0.002%	18.364%
536	Internet browser software	Technical Skills	Business applications	4	6,788	0.481%	763	0.458%	-0.022%	-4.650%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	17,567	1.244%	2,986	1.793%	0.550%	44.188%
541	Inventory management software	Technical Skills	Business applications	3	6,544	0.463%	900	0.541%	0.077%	16.664%
1414	ISO 9000	Technical Skills	Software development	1	1,573	0.111%	138	0.083%	-0.028%	-25.580%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,749	1.186%	2,015	1.210%	0.024%	2.052%
1357	Java ME	Technical Skills	Mobile Platforms	2	398	0.028%	7	0.004%	-0.024%	-85.081%
1035	Kernel	Technical Skills	Network	1	4,700	0.333%	431	0.259%	-0.074%	-22.211%
907	Lasers	Technical Skills	Hardware	1	303	0.021%	6	0.004%	-0.018%	-83.202%
1038	License management software	Technical Skills	Network	1	939	0.066%	208	0.125%	0.058%	87.903%
1361	LinkedIn	Technical Skills	Social Networking	1	13,799	0.977%	2,664	1.600%	0.623%	63.766%
908	Mainframe computers	Technical Skills	Hardware	2	66,802	4.730%	3,668	2.203%	-2.527%	-53.422%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,229	1.432%	1,904	1.144%	-0.289%	-20.158%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	29,037	2.056%	3,452	2.073%	0.017%	0.845%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,363	0.521%	579	0.348%	-0.174%	-33.295%
1281	Medical software	Technical Skills	Business applications	9	11,594	0.821%	1,296	0.778%	-0.043%	-5.178%
115	Microsoft databases	Technical Skills	Information mgmt	5	155,476	11.008%	22,340	13.417%	2.409%	21.887%
119	Microsoft operating systems	Technical Skills	Business applications	4	233,359	16.522%	30,638	18.401%	1.879%	11.371%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,427	0.243%	818	0.491%	0.249%	102.477%
625	Multimedia	Technical Skills	Business applications	1	123,643	8.754%	658	0.395%	-8.359%	-95.486%
1362	MySpace	Technical Skills	Social Networking	1	652	0.046%	0	0.000%	-0.046%	-100.000%
74	Network administration	Technical Skills	Hardware	17	164,388	11.639%	19,152	11.503%	-0.136%	-1.172%
1282	Network Administration software	Technical Skills	Network	18	76,945	5.448%	13,401	8.049%	2.601%	47.738%
1283	Network Hardware	Technical Skills	Network	11	53,129	3.762%	7,548	4.533%	0.772%	20.514%
1284	Network Monitoring software	Technical Skills	Network	15	31,591	2.237%	5,402	3.244%	1.008%	45.053%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,873	0.203%	355	0.213%	0.010%	4.816%
1369	Network Security	Technical Skills	Information mgmt	1	7,103	0.503%	1,596	0.959%	0.456%	90.602%
1122	Network security	Technical Skills	Security	1	43,260	3.063%	8,203	4.927%	1.864%	60.851%
1285	Network Security software	Technical Skills	Security	35	105,467	7.467%	20,442	12.277%	4.810%	64.416%
1286	Network software	Technical Skills	Network	6	19,841	1.405%	2,796	1.679%	0.274%	19.539%
1287	Network Testing	Technical Skills	Network	11	26,475	1.874%	2,610	1.568%	-0.307%	-16.374%
1065	Novell network software	Technical Skills	Network	2	1,768	0.125%	82	0.049%	-0.076%	-60.657%
643	Oberon	Technical Skills	Business applications	1	181	0.013%	21	0.013%	-0.000%	-1.581%
1413	Object Oriented Design	Technical Skills	Software development	2	18,136	1.284%	2,009	1.207%	-0.077%	-6.033%
41	Object Oriented Programming	Technical Skills	Software development	5	86,712	6.139%	12,041	7.232%	1.092%	17.793%
1288	Office Applications	Technical Skills	Business applications	13	243,692	17.254%	33,659	20.215%	2.962%	17.165%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	10,887	0.771%	1,182	0.710%	-0.061%	-7.903%
116	Open-source databases	Technical Skills	Information mgmt	4	41,813	2.960%	6,987	4.196%	1.236%	41.748%
118	Open-source operating systems	Technical Skills	Business applications	8	137,088	9.706%	23,023	13.828%	4.121%	42.462%
56	Operating Systems	Technical Skills	Business applications	3	103,595	7.335%	16,537	9.932%	2.597%	35.411%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	826	0.058%	150	0.090%	0.032%	54.045%
117	Oracle databases	Technical Skills	Information mgmt	1	232,058	16.430%	24,499	14.714%	-1.716%	-10.445%
1354	Palm OS	Technical Skills	Mobile Platforms	3	282	0.020%	2	0.001%	-0.019%	-93.984%
1376	Penetration Testing	Technical Skills	Information mgmt	5	44,008	3.116%	9,980	5.994%	2.878%	92.369%
1289	Physical Tools	Technical Skills	Hardware	1	51	0.004%	2	0.001%	-0.002%	-66.734%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,473	0.529%	1,151	0.691%	0.162%	30.652%
931	Printers	Technical Skills	Hardware	3	15,837	1.121%	2,749	1.651%	0.530%	47.244%
43	Programming	Technical Skills	Software development	1	235,280	16.658%	31,577	18.965%	2.307%	13.847%
700	Provisioning	Technical Skills	Business applications	1	18,536	1.312%	3,545	2.129%	0.817%	62.232%
1405	Rapid Application Development	Technical Skills	Software development	2	6,447	0.456%	691	0.415%	-0.041%	-9.081%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	4	0.002%	0.002%	182.758%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,166	0.932%	1,090	0.655%	-0.278%	-29.772%
1077	Remote control software	Technical Skills	Network	2	2,051	0.145%	521	0.313%	0.168%	115.481%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	860	0.061%	144	0.086%	0.026%	42.037%
1379	Risk Analysis	Technical Skills	Information mgmt	1	9,451	0.669%	1,774	1.065%	0.396%	59.225%
1262	Robotics	Technical Skills	Hardware	3	2,975	0.211%	375	0.225%	0.015%	6.925%
1318	RSA	Technical Skills	Security	1	5,149	0.365%	1,264	0.759%	0.395%	108.238%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	16,245	1.150%	4,276	2.568%	1.418%	123.282%
44	SDLC	Technical Skills	Software development	7	146,453	10.369%	27,982	16.806%	6.437%	62.075%
1132	Secure shell (SSH)	Technical Skills	Security	1	102	0.007%	12	0.007%	-0.000%	-0.203%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,356	1.158%	2,832	1.701%	0.543%	46.877%
76	Security	Technical Skills	Hardware	4	1,063,393	75.291%	165,491	99.393%	24.103%	32.013%
1382	Security Audit	Technical Skills	Information mgmt	1	1,660	0.118%	291	0.175%	0.057%	48.704%
1315	Security Clearance	Technical Skills	Misc	2	124,102	8.787%	13,213	7.936%	-0.851%	-9.685%
1381	Security Plan	Technical Skills	Information mgmt	1	1,783	0.126%	408	0.245%	0.119%	94.109%
1380	Security Policy	Technical Skills	Information mgmt	2	27,520	1.948%	6,537	3.926%	1.978%	101.496%
1135	Security testing software	Technical Skills	Security	1	3,497	0.248%	836	0.502%	0.255%	102.790%
60	Sharepoint Server	Technical Skills	Business applications	1	5,064	0.359%	527	0.317%	-0.042%	-11.722%
1084	Signal generators	Technical Skills	Network	1	260	0.018%	25	0.015%	-0.003%	-18.435%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,958	0.705%	1,353	0.813%	0.108%	15.256%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	30,542	2.162%	6,997	4.202%	2.040%	94.335%
1220	Simulation software	Technical Skills	Software development	5	14,384	1.018%	1,506	0.904%	-0.114%	-11.186%
1366	Social Network	Technical Skills	Social Networking	1	2,674	0.189%	703	0.422%	0.233%	123.013%
1358	Social Networking	Technical Skills	Social Networking	1	6,347	0.449%	197	0.118%	-0.331%	-73.671%
42	Software Development	Technical Skills	Software development	2	354,957	25.132%	32,752	19.671%	-5.461%	-21.729%
1291	Software Development software	Technical Skills	Software development	3	2,331	0.165%	379	0.228%	0.063%	37.922%
1309	Software Engineering	Technical Skills	Software development	1	210,090	14.875%	12,234	7.348%	-7.527%	-50.603%
1292	Software Installation	Technical Skills	Software development	4	138,983	9.840%	23,671	14.217%	4.376%	44.475%
1223	Software libraries	Technical Skills	Software development	1	192	0.014%	45	0.027%	0.013%	98.814%
1293	Software Maintenance	Technical Skills	Software development	1	6,505	0.461%	1,186	0.712%	0.252%	54.659%
1294	Software Testing	Technical Skills	Software development	14	115,893	8.205%	19,549	11.741%	3.536%	43.088%
1225	Source code management (SCM)	Technical Skills	Software development	5	31,890	2.258%	5,960	3.580%	1.322%	58.536%
1229	Static analysis software	Technical Skills	Software development	1	583	0.041%	184	0.111%	0.069%	167.723%
772	Statistical analysis software	Technical Skills	Business applications	26	117,393	8.312%	12,770	7.670%	-0.642%	-7.725%
774	Statistical software	Technical Skills	Business applications	1	38,611	2.734%	4,803	2.885%	0.151%	5.521%
1230	Stress testing software	Technical Skills	Software development	1	2,263	0.160%	262	0.157%	-0.003%	-1.791%
122	Sun operating systems	Technical Skills	Business applications	3	44,182	3.128%	3,769	2.264%	-0.865%	-27.637%
939	Surveillance systems	Technical Skills	Hardware	5	14,131	1.001%	1,105	0.664%	-0.337%	-33.668%
791	Symantec software	Technical Skills	Business applications	1	10,790	0.764%	1,397	0.839%	0.075%	9.828%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	2	0.001%	-0.000%	-15.173%
1310	System Administration	Technical Skills	Network	4	88,195	6.244%	11,726	7.043%	0.798%	12.783%
45	System Testing	Technical Skills	Software development	5	21,898	1.550%	3,532	2.121%	0.571%	36.821%
46	Systems Analysis	Technical Skills	Software development	8	111,480	7.893%	17,275	10.375%	2.482%	31.449%
47	Systems Design	Technical Skills	Software development	1	17,036	1.206%	2,257	1.356%	0.149%	12.383%
1233	Systems Evaluation	Technical Skills	Software development	1	415	0.029%	31	0.019%	-0.011%	-36.635%
1234	Systems integration	Technical Skills	Software development	8	90,729	6.424%	7,507	4.509%	-1.915%	-29.813%
75	TCP/IP	Technical Skills	Hardware	3	59,538	4.215%	8,514	5.113%	0.898%	21.304%
1235	Technology Design	Technical Skills	Software development	1	1,736	0.123%	168	0.101%	-0.022%	-17.909%
1236	Templates	Technical Skills	Software development	1	22,450	1.590%	3,861	2.319%	0.729%	45.888%
1239	Test implementation	Technical Skills	Software development	1	319	0.023%	54	0.032%	0.010%	43.595%
1302	Testing	Technical Skills	Software development	1	353,992	25.063%	58,156	34.928%	9.865%	39.360%
1297	Training software	Technical Skills	Business applications	3	2,156	0.153%	129	0.077%	-0.075%	-49.245%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,181	0.154%	179	0.108%	-0.047%	-30.380%
1360	Twitter	Technical Skills	Social Networking	1	24,770	1.754%	3,983	2.392%	0.638%	36.402%
1411	Unified Process	Technical Skills	Software development	1	3,212	0.227%	231	0.139%	-0.089%	-38.994%
123	UNIX operating systems	Technical Skills	Business applications	5	180,460	12.777%	17,087	10.262%	-2.515%	-19.680%
1298	UNIX Shells	Technical Skills	Business applications	4	30,137	2.134%	5,026	3.019%	0.885%	41.468%
1410	Use Case	Technical Skills	Software development	1	9,483	0.671%	1,517	0.911%	0.240%	35.699%
48	User-Interface Design	Technical Skills	Software development	2	90,002	6.372%	9,020	5.417%	-0.955%	-14.986%
836	Video creation and editing software	Technical Skills	Business applications	3	1,867	0.132%	159	0.095%	-0.037%	-27.758%
64	Visual Studio	Technical Skills	Software development	1	32,367	2.292%	5,078	3.050%	0.758%	33.084%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,405	0.170%	105	0.063%	-0.107%	-62.965%
77	Voice/Data Telecom	Technical Skills	Hardware	10	162,245	11.487%	14,572	8.752%	-2.735%	-23.812%
1299	Web Application Server	Technical Skills	Business applications	8	53,433	3.783%	5,629	3.381%	-0.402%	-10.637%
1248	Web platform development software	Technical Skills	Software development	5	2,964	0.210%	82	0.049%	-0.161%	-76.532%
65	web programmer	Technical Skills	Software development	4	58,137	4.116%	968	0.581%	-3.535%	-85.876%
58	Web servers	Technical Skills	Business applications	6	72,307	5.119%	9,881	5.934%	0.815%	15.920%
49	Web-based Application Development	Technical Skills	Software development	2	51,907	3.675%	7,447	4.473%	0.798%	21.700%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,166	0.295%	388	0.233%	-0.062%	-20.996%
1102	Wireless	Technical Skills	Network	5	46,585	3.298%	6,899	4.144%	0.845%	25.625%
1363	YouTube	Technical Skills	Social Networking	2	956	0.068%	311	0.187%	0.119%	175.956%
79	.NET	Programming Skills	Current	1	142,450	10.086%	16,317	9.800%	-0.286%	-2.834%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	39	0.003%	9	0.005%	0.003%	95.756%
209	A programming language (APL)	Programming Skills	Legacy	2	1,569	0.111%	144	0.086%	-0.025%	-22.147%
99	Ada	Programming Skills	Legacy	1	4,195	0.297%	530	0.318%	0.021%	7.172%
80	AJAX	Programming Skills	Current	1	46,961	3.325%	5,415	3.252%	-0.073%	-2.187%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	51	0.004%	3	0.002%	-0.002%	-50.101%
192	Apple AppleScript	Programming Skills	Current	1	142	0.010%	17	0.010%	0.000%	1.554%
81	ASP	Programming Skills	Current	2	75,747	5.363%	9,167	5.506%	0.143%	2.659%
108	Assembly	Programming Skills	Legacy	2	1,620	0.115%	149	0.089%	-0.025%	-21.980%
211	AWK	Programming Skills	Legacy	1	1,506	0.107%	246	0.148%	0.041%	38.563%
212	B	Programming Skills	Legacy	1	17,633	1.248%	1,834	1.101%	-0.147%	-11.771%
83	C#	Programming Skills	Current	2	123,039	8.711%	14,600	8.769%	0.057%	0.658%
82	C/C++	Programming Skills	Current	3	145,491	10.301%	12,113	7.275%	-3.026%	-29.376%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	67,092	4.750%	13,270	7.970%	3.220%	67.779%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	383	0.027%	105	0.063%	0.036%	132.556%
84	CGI	Programming Skills	Current	2	13,058	0.925%	4,145	2.489%	1.565%	169.268%
217	Clipper	Programming Skills	Legacy	1	138	0.010%	24	0.014%	0.005%	47.526%
218	CLU	Programming Skills	Legacy	1	143	0.010%	7	0.004%	-0.006%	-58.476%
100	Cobol	Programming Skills	Legacy	1	9,791	0.693%	1,278	0.768%	0.074%	10.724%
85	ColdFusion	Programming Skills	Current	2	7,161	0.507%	459	0.276%	-0.231%	-45.628%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	136	0.010%	10	0.006%	-0.004%	-37.627%
195	Component object model (COM)	Programming Skills	Current	1	51	0.004%	3	0.002%	-0.002%	-50.101%
125	Database programming	Programming Skills	Current	3	20,876	1.478%	2,465	1.480%	0.002%	0.163%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	950	0.067%	53	0.032%	-0.035%	-52.675%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,351	0.308%	413	0.248%	-0.060%	-19.481%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,040	0.144%	366	0.220%	0.075%	52.190%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,736	0.619%	778	0.467%	-0.151%	-24.455%
109	Forth	Programming Skills	Legacy	1	4,735	0.335%	788	0.473%	0.138%	41.170%
102	Fortran	Programming Skills	Legacy	1	923	0.065%	85	0.051%	-0.014%	-21.882%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	200,414	14.190%	18,670	11.213%	-2.977%	-20.977%
222	J	Programming Skills	Legacy	1	5,506	0.390%	529	0.318%	-0.072%	-18.500%
87	Java/J2EE/J2P	Programming Skills	Current	4	220,351	15.601%	30,028	18.035%	2.433%	15.597%
97	JavaScript	Programming Skills	Current	3	99,732	7.061%	19,939	11.975%	4.914%	69.592%
89	JavaServer Faces	Programming Skills	Current	3	8,719	0.617%	950	0.571%	-0.047%	-7.574%
88	JavaServer Pages	Programming Skills	Current	3	33,956	2.404%	3,117	1.872%	-0.532%	-22.132%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,176	0.579%	836	0.502%	-0.077%	-13.263%
126	LAMP	Programming Skills	Current	1	9,939	0.704%	1,083	0.650%	-0.053%	-7.568%
104	Lisp	Programming Skills	Legacy	1	496	0.035%	41	0.025%	-0.010%	-29.881%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	525	0.037%	136	0.082%	0.045%	119.744%
201	Microsoft ActiveX	Programming Skills	Current	1	966	0.068%	34	0.020%	-0.048%	-70.144%
107	Pascal	Programming Skills	Legacy	1	396	0.028%	21	0.013%	-0.015%	-55.016%
90	Perl	Programming Skills	Current	1	52,431	3.712%	6,838	4.107%	0.395%	10.631%
91	PHP	Programming Skills	Current	1	35,327	2.501%	4,700	2.823%	0.322%	12.857%
103	PL/1	Programming Skills	Legacy	3	195	0.014%	55	0.033%	0.019%	139.257%
105	Prolog	Programming Skills	Legacy	1	671	0.048%	90	0.054%	0.007%	13.778%
95	Python	Programming Skills	Current	1	31,058	2.199%	9,524	5.720%	3.521%	160.125%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,749	1.044%	3,233	1.942%	0.897%	85.943%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	224	0.016%	30	0.018%	0.002%	13.608%
206	Scripting languages	Programming Skills	Current	1	14,589	1.033%	2,928	1.759%	0.726%	70.248%
101	Smalltalk	Programming Skills	Legacy	1	177	0.013%	16	0.010%	-0.003%	-23.320%
92	SQL	Programming Skills	Current	3	341,369	24.170%	47,387	28.460%	4.291%	17.753%
110	TCL	Programming Skills	Legacy	1	1,904	0.135%	176	0.106%	-0.029%	-21.588%
98	Unified Modeling Language	Programming Skills	Current	2	27,385	1.939%	2,385	1.432%	-0.506%	-26.122%
93	Visual Basic	Programming Skills	Current	6	69,610	4.929%	7,953	4.777%	-0.152%	-3.084%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,286	0.516%	1,219	0.732%	0.216%	41.922%
94	XML	Programming Skills	Current	2	110,446	7.820%	13,426	8.064%	0.244%	3.118%
1342	Computer Science	Majors	Computer Science	2	464,506	32.888%	76,667	46.046%	13.158%	40.008%
1344	Information Technology	Majors	Information Technology	3	1,412,386	100.000%	166,501	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	271,990	19.257%	41,090	24.679%	5.421%	28.150%

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