
	DOGS-IT.org Skill Frequencies: April, 2007 through 2017-11-09

All Degrees

All Degree Programs	2017-11-09	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%	1,484	0.388%	0.117%	43.485%
2	Attention to Details	Soft Skills	Problem-solving skills	1	14,286	0.353%	1,565	0.409%	0.056%	15.950%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	22,762	0.562%	2,602	0.680%	0.118%	20.995%
231	Cooperation	Soft Skills	Interpersonal skills	1	30,047	0.741%	2,284	0.597%	-0.145%	-19.543%
3	Creativity	Soft Skills	Problem-solving skills	3	120,246	2.967%	14,157	3.698%	0.730%	24.615%
4	Critical thinking	Soft Skills	Problem-solving skills	3	50,449	1.245%	7,701	2.011%	0.766%	61.571%
1300	Flexibility	Soft Skills	Work ethic	1	177,855	4.389%	13,542	3.537%	-0.852%	-19.409%
232	Independence	Soft Skills	Interpersonal skills	1	19,743	0.487%	1,644	0.429%	-0.058%	-11.863%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	482,890	11.916%	44,339	11.581%	-0.335%	-2.813%
256	Innovation	Soft Skills	Problem-solving skills	1	277,685	6.852%	33,141	8.656%	1.804%	26.323%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	376,229	9.284%	29,600	7.731%	-1.553%	-16.726%
1422	Internship	Soft Skills	Work ethic	3	85,078	2.099%	3,042	0.795%	-1.305%	-62.155%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,100	0.052%	166	0.043%	-0.008%	-16.332%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	259,013	6.391%	27,499	7.182%	0.791%	12.374%
10	Leadership	Soft Skills	Interpersonal skills	1	810,497	20.000%	82,910	21.655%	1.655%	8.274%
258	Learning	Soft Skills	Problem-solving skills	1	328,256	8.100%	37,656	9.835%	1.735%	21.420%
1	Learning Ability	Soft Skills	Problem-solving skills	3	68,568	1.692%	7,699	2.011%	0.319%	18.845%
236	Listening	Soft Skills	Language skills	1	88,947	2.195%	7,377	1.927%	-0.268%	-12.216%
260	Mathematics	Soft Skills	Problem-solving skills	3	209,326	5.165%	22,228	5.806%	0.640%	12.395%
261	Memorization	Soft Skills	Problem-solving skills	1	118	0.003%	2	0.001%	-0.002%	-82.060%
18	Negotiation Skills	Soft Skills	Language skills	1	34,274	0.846%	2,491	0.651%	-0.195%	-23.073%
262	Optimization	Soft Skills	Problem-solving skills	1	197,800	4.881%	22,872	5.974%	1.093%	22.390%
19	Oral Communications	Soft Skills	Language skills	3	63,222	1.560%	5,388	1.407%	-0.153%	-9.795%
273	Persistence	Soft Skills	Work ethic	1	14,775	0.365%	1,892	0.494%	0.130%	35.538%
239	Persuasion	Soft Skills	Language skills	1	5,808	0.143%	484	0.126%	-0.017%	-11.796%
1301	Physical Skill	Soft Skills	Work ethic	2	3,870	0.095%	473	0.124%	0.028%	29.366%
240	Presentations	Soft Skills	Language skills	1	185,873	4.587%	14,845	3.877%	-0.709%	-15.466%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	706,522	17.434%	74,361	19.422%	1.988%	11.401%
20	Questioning skills	Soft Skills	Language skills	1	1,130	0.028%	133	0.035%	0.007%	24.578%
241	Reading Comprehension	Soft Skills	Language skills	1	981	0.024%	92	0.024%	-0.000%	-0.737%
6	Research skills	Soft Skills	Problem-solving skills	1	6,680	0.165%	602	0.157%	-0.008%	-4.613%
15	Responsibility	Soft Skills	Work ethic	2	367,638	9.072%	28,199	7.365%	-1.707%	-18.814%
234	Self Control	Soft Skills	Interpersonal skills	1	413	0.010%	54	0.014%	0.004%	38.393%
11	Self-esteem	Soft Skills	Interpersonal skills	1	249	0.006%	69	0.018%	0.012%	193.304%
16	Self-management	Soft Skills	Work ethic	1	4,515	0.111%	608	0.159%	0.047%	42.533%
250	Stress Tolerance	Soft Skills	Physical skills	1	606	0.015%	84	0.022%	0.007%	46.715%
12	Teamwork	Soft Skills	Interpersonal skills	1	162,016	3.998%	14,617	3.818%	-0.180%	-4.508%
17	Time Management	Soft Skills	Work ethic	2	135,429	3.342%	13,449	3.513%	0.171%	5.111%
268	Visualization	Soft Skills	Problem-solving skills	1	40,677	1.004%	9,672	2.526%	1.522%	151.673%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,032	0.050%	219	0.057%	0.007%	14.075%
21	Written Communications	Soft Skills	Language skills	4	596,939	14.730%	57,678	15.065%	0.334%	2.270%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	299,089	7.380%	21,485	5.612%	-1.769%	-23.967%
172	Account management	Business Skills	Management skills	1	41,686	1.029%	3,244	0.847%	-0.181%	-17.632%
22	Accounting	Business Skills	Business processes	4	480,277	11.851%	17,061	4.456%	-7.395%	-62.401%
1263	Accounting software	Business Skills	Business processes	7	58,160	1.435%	2,226	0.581%	-0.854%	-59.489%
174	Administration	Business Skills	Management skills	3	993,373	24.513%	72,399	18.910%	-5.603%	-22.858%
1313	Analyst	Business Skills	Project management	1	683,999	16.879%	57,201	14.940%	-1.938%	-11.485%
175	Application management	Business Skills	Management skills	5	280,021	6.910%	29,941	7.820%	0.910%	13.173%
150	Asset management	Business Skills	Business processes	1	53,195	1.313%	4,701	1.228%	-0.085%	-6.462%
151	Auditing	Business Skills	Business processes	5	239,119	5.901%	17,603	4.598%	-1.303%	-22.081%
1264	Auditing software	Business Skills	Business processes	1	214	0.005%	2	0.001%	-0.005%	-90.108%
152	Billing	Business Skills	Business processes	1	108,892	2.687%	4,659	1.217%	-1.470%	-54.714%
1314	Business Analyst	Business Skills	Project management	1	258,785	6.386%	19,857	5.186%	-1.199%	-18.784%
35	Business Intelligence	Business Skills	Strategy skills	1	169,722	4.188%	17,285	4.515%	0.326%	7.795%
155	Business performance management (BPM)	Business Skills	Business processes	2	25,054	0.618%	2,790	0.729%	0.110%	17.868%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	59,432	1.467%	1,552	0.405%	-1.061%	-72.360%
36	Business Strategy	Business Skills	Strategy skills	3	732,892	18.085%	65,778	17.180%	-0.905%	-5.003%
182	Calendar and scheduling	Business Skills	Project management	3	157,042	3.875%	11,770	3.074%	-0.801%	-20.671%
156	Capacity planning	Business Skills	Business processes	1	80,802	1.994%	7,249	1.893%	-0.101%	-5.043%
28	Change Management	Business Skills	Management skills	1	155,555	3.839%	16,599	4.335%	0.497%	12.945%
183	Content workflow	Business Skills	Project management	1	161	0.004%	15	0.004%	-0.000%	-1.387%
24	Contracting and legal	Business Skills	Business processes	2	270,817	6.683%	16,637	4.345%	-2.337%	-34.977%
176	Coordination	Business Skills	Management skills	1	185,325	4.573%	15,481	4.043%	-0.530%	-11.583%
157	Cost accounting	Business Skills	Business processes	1	6,114	0.151%	209	0.055%	-0.096%	-63.818%
158	Cost estimation	Business Skills	Business processes	1	3,081	0.076%	250	0.065%	-0.011%	-14.115%
1312	Customer Support	Business Skills	Business processes	6	782,493	19.309%	61,879	16.162%	-3.147%	-16.299%
1339	Education	Business Skills	Industry Segment	1	34,942	0.862%	2,732	0.714%	-0.149%	-17.244%
1333	Energy	Business Skills	Industry Segment	1	194,353	4.796%	16,812	4.391%	-0.405%	-8.442%
1340	Entertainment	Business Skills	Industry Segment	1	223,024	5.503%	7,132	1.863%	-3.641%	-66.152%
1319	Environmental	Business Skills	Environmental	15	164,684	4.064%	7,599	1.985%	-2.079%	-51.160%
1320	Environmental Strategy	Business Skills	Environmental	7	23,886	0.589%	6,844	1.788%	1.198%	203.274%
161	Financial	Business Skills	Business processes	2	990,941	24.453%	68,465	17.882%	-6.571%	-26.871%
1275	Financial Analysis software	Business Skills	Business processes	6	4,634	0.114%	79	0.021%	-0.094%	-81.956%
1332	Health Care	Business Skills	Industry Segment	2	663,352	16.369%	44,787	11.698%	-4.671%	-28.538%
177	Human resources	Business Skills	Management skills	2	320,584	7.911%	7,660	2.001%	-5.910%	-74.710%
1336	Insurance	Business Skills	Industry Segment	1	22,899	0.565%	2,311	0.604%	0.039%	6.820%
1316	Managing/Supervision	Business Skills	Management skills	5	1,615,606	39.867%	114,388	29.876%	-9.991%	-25.060%
1334	Manufacturing	Business Skills	Industry Segment	2	350,112	8.639%	17,319	4.523%	-4.116%	-47.642%
26	Marketing	Business Skills	Business processes	1	513,047	12.660%	24,926	6.510%	-6.150%	-48.576%
185	Monitoring	Business Skills	Project management	1	441,602	10.897%	50,203	13.112%	2.215%	20.328%
179	Negotiation	Business Skills	Management skills	1	134,949	3.330%	10,863	2.837%	-0.493%	-14.798%
163	Operation and Control	Business Skills	Business processes	2	2,112	0.052%	171	0.045%	-0.007%	-14.302%
29	Outsourcing Management	Business Skills	Management skills	3	150,897	3.724%	6,864	1.793%	-1.931%	-51.853%
167	Procurement	Business Skills	Business processes	1	113,871	2.810%	5,415	1.414%	-1.396%	-49.667%
1290	Project Management software	Business Skills	Project management	2	110,499	2.727%	9,017	2.355%	-0.372%	-13.628%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	701,208	17.303%	58,923	15.390%	-1.913%	-11.058%
168	Quality	Business Skills	Business processes	1	1,164,071	28.725%	118,076	30.840%	2.115%	7.362%
1337	Real Estate	Business Skills	Industry Segment	2	186,442	4.601%	3,659	0.956%	-3.645%	-79.228%
1335	Retail	Business Skills	Industry Segment	2	799,958	19.740%	39,010	10.189%	-9.551%	-48.385%
34	Risk Management	Business Skills	Project management	1	116,746	2.881%	12,019	3.139%	0.258%	8.967%
169	Service Orientation	Business Skills	Business processes	1	27,910	0.689%	2,338	0.611%	-0.078%	-11.335%
27	Supply Chain Management	Business Skills	Business processes	3	149,710	3.694%	9,157	2.392%	-1.303%	-35.260%
1295	Supply Chain Management software	Business Skills	Business processes	4	7,832	0.193%	414	0.108%	-0.085%	-44.050%
178	Teaching	Business Skills	Management skills	7	275,586	6.800%	8,509	2.222%	-4.578%	-67.319%
190	Timekeeping	Business Skills	Project management	3	111,141	2.743%	3,929	1.026%	-1.716%	-62.582%
1296	Timekeeping software	Business Skills	Project management	1	4,501	0.111%	373	0.097%	-0.014%	-12.286%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,512	0.111%	198	0.052%	-0.060%	-53.552%
180	Troubleshooting	Business Skills	Management skills	1	508,195	12.540%	56,022	14.632%	2.092%	16.680%
181	Verification	Business Skills	Management skills	1	254,847	6.289%	109,444	28.585%	22.296%	354.550%
1338	Waste Management	Business Skills	Industry Segment	1	4,276	0.106%	363	0.095%	-0.011%	-10.146%
191	Workflow	Business Skills	Project management	1	171,520	4.232%	17,181	4.487%	0.255%	6.024%
31	Working Globally	Business Skills	Management skills	3	23,428	0.578%	608	0.159%	-0.419%	-72.531%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,213	0.178%	550	0.144%	-0.034%	-19.292%
51	4GL	Technical Skills	Software development	3	5,705	0.141%	241	0.063%	-0.078%	-55.287%
987	Access servers & software	Technical Skills	Network	10	124,313	3.068%	13,428	3.507%	0.440%	14.331%
38	Agile Development Methods	Technical Skills	Software development	13	235,201	5.804%	50,418	13.168%	7.365%	126.890%
304	Algorithmic software	Technical Skills	Business applications	1	110	0.003%	3	0.001%	-0.002%	-71.133%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,253	0.105%	240	0.063%	-0.042%	-40.271%
1352	Android	Technical Skills	Mobile Platforms	3	67,773	1.672%	16,761	4.378%	2.705%	161.765%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	51,996	1.283%	8,785	2.295%	1.011%	78.830%
120	Apple operating systems	Technical Skills	Business applications	6	103,744	2.560%	15,697	4.100%	1.540%	60.148%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,419	1.047%	261	0.068%	-0.979%	-93.487%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	61,097	1.508%	14,828	3.873%	2.365%	156.881%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	160	0.004%	29	0.008%	0.004%	91.843%
1265	Backup & Recovery	Technical Skills	Technical applications	16	311,042	7.675%	25,695	6.711%	-0.964%	-12.562%
1386	Biometric	Technical Skills	Information mgmt	2	10,411	0.257%	1,707	0.446%	0.189%	73.544%
1353	Blackberry	Technical Skills	Mobile Platforms	2	32,109	0.792%	1,357	0.354%	-0.438%	-55.268%
336	Borland Delphi	Technical Skills	Business applications	1	6,030	0.149%	557	0.145%	-0.003%	-2.230%
337	Borland JBuilder	Technical Skills	Business applications	1	4,103	0.101%	36	0.009%	-0.092%	-90.713%
338	Borland Paradox	Technical Skills	Business applications	1	348	0.009%	17	0.004%	-0.004%	-48.294%
72	Business Continuity Planning	Technical Skills	Hardware	2	68,029	1.679%	4,104	1.072%	-0.607%	-36.147%
352	Cadence Opus	Technical Skills	Business applications	1	2,001	0.049%	102	0.027%	-0.023%	-46.046%
868	Calculators	Technical Skills	Hardware	1	3,621	0.089%	311	0.081%	-0.008%	-9.092%
39	CASE Tools	Technical Skills	Software development	1	210,777	5.201%	14,171	3.701%	-1.500%	-28.838%
367	Categorization or classification software	Technical Skills	Business applications	1	16,337	0.403%	1,610	0.421%	0.017%	4.309%
112	Certification	Technical Skills	Misc	3	734,909	18.135%	65,970	17.230%	-0.904%	-4.987%
78	Cisco	Technical Skills	Hardware	1	321,569	7.935%	20,428	5.335%	-2.600%	-32.761%
1009	Cisco Systems IOS	Technical Skills	Network	1	71,405	1.762%	17,788	4.646%	2.884%	163.674%
40	Client-Server	Technical Skills	Software development	1	89,161	2.200%	4,640	1.212%	-0.988%	-44.918%
1011	Cluster server software	Technical Skills	Network	8	62,469	1.542%	6,998	1.828%	0.286%	18.571%
1147	CMAKE	Technical Skills	Software development	1	659	0.016%	365	0.095%	0.079%	486.241%
1151	Compatibility testing	Technical Skills	Software development	1	1,880	0.046%	563	0.147%	0.101%	216.971%
1152	Compilers	Technical Skills	Software development	5	38,020	0.938%	2,923	0.763%	-0.175%	-18.626%
1255	Compliance software	Technical Skills	Technical applications	3	21,989	0.543%	2,357	0.616%	0.073%	13.455%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	73,515	1.814%	3,104	0.811%	-1.003%	-55.310%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	6,492	0.160%	602	0.157%	-0.003%	-1.851%
875	Computer diagnostics	Technical Skills	Hardware	5	162,160	4.002%	16,003	4.180%	0.178%	4.454%
1107	Computer forensics	Technical Skills	Security	1	9,051	0.223%	522	0.136%	-0.087%	-38.956%
1266	Computer Hardware	Technical Skills	Hardware	15	90,504	2.233%	7,782	2.033%	-0.201%	-8.989%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,033	0.914%	215	0.056%	-0.858%	-93.855%
1015	Computer servers	Technical Skills	Network	6	364,702	8.999%	32,059	8.373%	-0.626%	-6.958%
1267	Computer Utilities	Technical Skills	Misc	1	2,327	0.057%	351	0.092%	0.034%	59.654%
59	Content Manager	Technical Skills	Business applications	1	4,132	0.102%	200	0.052%	-0.050%	-48.768%
1396	Continuous Improvement	Technical Skills	Software development	1	67,727	1.671%	9,362	2.445%	0.774%	46.311%
878	Controllers	Technical Skills	Hardware	3	24,936	0.615%	3,233	0.844%	0.229%	37.230%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,686	0.116%	476	0.124%	0.009%	7.516%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	15,564	0.384%	1,113	0.291%	-0.093%	-24.309%
53	Customer Relationship Management	Technical Skills	Business applications	9	236,520	5.836%	18,241	4.764%	-1.072%	-18.370%
1368	Cyber Security	Technical Skills	Information mgmt	3	59,996	1.480%	10,347	2.702%	1.222%	82.541%
953	Data acquisition systems	Technical Skills	Information mgmt	1	19,387	0.478%	1,835	0.479%	0.001%	0.183%
955	Data compression software	Technical Skills	Information mgmt	1	12,678	0.313%	1,085	0.283%	-0.029%	-9.417%
956	Data conversion software	Technical Skills	Information mgmt	1	18,045	0.445%	1,562	0.408%	-0.037%	-8.379%
958	Data dictionary	Technical Skills	Information mgmt	1	10,479	0.259%	881	0.230%	-0.028%	-11.013%
959	Data entry	Technical Skills	Information mgmt	1	188,538	4.652%	1,709	0.446%	-4.206%	-90.406%
962	Data mapping	Technical Skills	Information mgmt	1	20,044	0.495%	2,409	0.629%	0.135%	27.210%
67	Data Mining	Technical Skills	Information mgmt	5	103,976	2.566%	9,853	2.573%	0.008%	0.301%
963	Data modeling	Technical Skills	Information mgmt	1	123,434	3.046%	12,720	3.322%	0.276%	9.074%
68	Data Warehousing	Technical Skills	Information mgmt	2	191,378	4.722%	18,600	4.858%	0.136%	2.870%
69	Database Administration	Technical Skills	Information mgmt	12	248,147	6.123%	24,120	6.300%	0.176%	2.881%
969	Database design software	Technical Skills	Information mgmt	15	199,986	4.935%	17,896	4.674%	-0.261%	-5.284%
1268	Database Reporting	Technical Skills	Information mgmt	3	59,984	1.480%	3,108	0.812%	-0.668%	-45.158%
1269	Database Security	Technical Skills	Information mgmt	2	644	0.016%	70	0.018%	0.002%	15.049%
1373	Database Security	Technical Skills	Information mgmt	1	885	0.022%	82	0.021%	-0.000%	-1.929%
1270	Database Servers	Technical Skills	Information mgmt	3	50,441	1.245%	2,489	0.650%	-0.595%	-47.771%
1271	Database Testing	Technical Skills	Information mgmt	1	3,366	0.083%	552	0.144%	0.061%	73.578%
1160	Debugging	Technical Skills	Software development	7	263,961	6.514%	30,333	7.923%	1.409%	21.631%
1385	Decryption	Technical Skills	Information mgmt	1	1,224	0.030%	138	0.036%	0.006%	19.335%
418	Desktop publishing software	Technical Skills	Business applications	13	52,773	1.302%	3,514	0.918%	-0.384%	-29.521%
1272	Development Environment	Technical Skills	Software development	13	179,420	4.427%	19,175	5.008%	0.581%	13.118%
1273	Digital Imaging	Technical Skills	Hardware	1	2,065	0.051%	14	0.004%	-0.047%	-92.824%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	11,023	0.272%	1,025	0.268%	-0.004%	-1.578%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,972	0.271%	615	0.161%	-0.110%	-40.672%
1307	Doctor of Philosophy	Technical Skills	Misc	3	176,424	4.353%	12,987	3.392%	-0.961%	-22.085%
973	Document management software	Technical Skills	Information mgmt	4	35,646	0.880%	2,395	0.626%	-0.254%	-28.885%
1020	Domain name system (DNS)	Technical Skills	Network	3	121,916	3.008%	13,796	3.603%	0.595%	19.774%
61	Dreamweaver	Technical Skills	Software development	1	19,848	0.490%	608	0.159%	-0.331%	-67.577%
54	DSS/GDSS	Technical Skills	Business applications	5	47,964	1.184%	3,170	0.828%	-0.356%	-30.046%
425	Dynamic modeling software	Technical Skills	Business applications	1	138	0.003%	4	0.001%	-0.002%	-69.320%
62	Eclipse	Technical Skills	Software development	1	77,423	1.911%	7,829	2.045%	0.134%	7.030%
1308	Electronic Commerce	Technical Skills	Business applications	2	174,700	4.311%	15,066	3.935%	-0.376%	-8.720%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	34,511	0.852%	3,653	0.954%	0.103%	12.037%
1023	Electronic mail software	Technical Skills	Network	8	61,200	1.510%	4,833	1.262%	-0.248%	-16.414%
1384	Encryption	Technical Skills	Information mgmt	1	189	0.005%	17	0.004%	-0.000%	-4.796%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	192,268	4.744%	15,740	4.111%	-0.633%	-13.350%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	229,382	5.660%	13,754	3.592%	-2.068%	-36.534%
1321	Environmental Certification	Technical Skills	Environmental	1	330	0.008%	39	0.010%	0.002%	25.089%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,368	0.034%	205	0.054%	0.020%	58.612%
1329	Environmental Energy	Technical Skills	Environmental	21	13,019	0.321%	1,464	0.382%	0.061%	19.023%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	13,115	0.324%	1,274	0.333%	0.009%	2.818%
1327	Environmental Pollution	Technical Skills	Environmental	16	41,247	1.018%	785	0.205%	-0.813%	-79.856%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	6,100	0.151%	586	0.153%	0.003%	1.680%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,061	0.051%	122	0.032%	-0.019%	-37.346%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	50,757	1.252%	744	0.194%	-1.058%	-84.485%
1331	Environmental Science	Technical Skills	Environmental	2	1,503	0.037%	66	0.017%	-0.020%	-53.521%
1322	Environmental Technology	Technical Skills	Environmental	2	676	0.017%	27	0.007%	-0.010%	-57.725%
461	Expert system software	Technical Skills	Business applications	1	1,404	0.035%	117	0.031%	-0.004%	-11.796%
1359	Facebook	Technical Skills	Social Networking	1	519,120	12.810%	99,512	25.991%	13.181%	102.897%
463	Facilities management software	Technical Skills	Business applications	4	12,126	0.299%	336	0.088%	-0.211%	-70.671%
468	Flight control software	Technical Skills	Business applications	1	1,074	0.027%	54	0.014%	-0.012%	-46.782%
469	Flowchart software	Technical Skills	Business applications	5	11,802	0.291%	1,446	0.378%	0.086%	29.683%
1367	Forensic	Technical Skills	Information mgmt	2	66,981	1.653%	3,882	1.014%	-0.639%	-38.656%
1112	Fraud Detection	Technical Skills	Security	1	19,914	0.491%	2,904	0.758%	0.267%	54.350%
63	FrontPage	Technical Skills	Software development	1	3,278	0.081%	58	0.015%	-0.066%	-81.272%
475	Fund accounting software	Technical Skills	Business applications	1	1,826	0.045%	121	0.032%	-0.013%	-29.862%
1260	Gaming	Technical Skills	Misc	2	84,689	2.090%	11,674	3.049%	0.959%	45.902%
113	Generic databases	Technical Skills	Information mgmt	2	573,848	14.160%	62,962	16.445%	2.284%	16.132%
1365	Google Apps	Technical Skills	Business applications	4	13,175	0.325%	1,414	0.369%	0.044%	13.597%
1364	Google Plus	Technical Skills	Social Networking	1	1,308	0.032%	2	0.001%	-0.032%	-98.382%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	236,062	5.825%	17,635	4.606%	-1.219%	-20.929%
484	Graphic software	Technical Skills	Business applications	16	324,887	8.017%	28,095	7.338%	-0.679%	-8.470%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	70,272	1.734%	4,241	1.108%	-0.626%	-36.121%
1323	Green IT	Technical Skills	Environmental	9	10,741	0.265%	929	0.243%	-0.022%	-8.454%
893	Guidance systems	Technical Skills	Hardware	1	169	0.004%	7	0.002%	-0.002%	-56.159%
1371	Hacking	Technical Skills	Information mgmt	5	17,924	0.442%	2,906	0.759%	0.317%	71.605%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,004	0.025%	64	0.017%	-0.008%	-32.529%
1277	Hardware Design	Technical Skills	Hardware	19	28,099	0.693%	2,809	0.734%	0.040%	5.811%
1278	Hardware Testing	Technical Skills	Hardware	4	9,761	0.241%	682	0.178%	-0.063%	-26.046%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,578	0.039%	61	0.016%	-0.023%	-59.084%
492	Helpdesk or call center	Technical Skills	Business applications	2	231,144	5.704%	12,236	3.196%	-2.508%	-43.969%
1377	Homeland Security	Technical Skills	Information mgmt	1	105,822	2.611%	2,578	0.673%	-1.938%	-74.214%
114	IBM databases	Technical Skills	Information mgmt	2	101,719	2.510%	7,594	1.983%	-0.527%	-20.980%
121	IBM operating systems	Technical Skills	Business applications	4	80,326	1.982%	3,815	0.996%	-0.986%	-49.730%
898	Image capture devices	Technical Skills	Hardware	8	17,805	0.439%	1,687	0.441%	0.001%	0.286%
524	Industrial control software	Technical Skills	Business applications	3	14,876	0.367%	1,207	0.315%	-0.052%	-14.120%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	53,881	1.330%	5,457	1.425%	0.096%	7.198%
1375	Information Security	Technical Skills	Information mgmt	3	150,862	3.723%	19,076	4.982%	1.260%	33.837%
899	Infrared	Technical Skills	Hardware	1	4,955	0.122%	184	0.048%	-0.074%	-60.695%
1180	Installation	Technical Skills	Software development	1	328,843	8.115%	25,124	6.562%	-1.553%	-19.133%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,259	0.031%	85	0.022%	-0.009%	-28.540%
536	Internet browser software	Technical Skills	Business applications	4	23,224	0.573%	1,337	0.349%	-0.224%	-39.065%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	41,535	1.025%	4,318	1.128%	0.103%	10.037%
541	Inventory management software	Technical Skills	Business applications	3	19,396	0.479%	1,595	0.417%	-0.062%	-12.960%
1414	ISO 9000	Technical Skills	Software development	1	6,223	0.154%	171	0.045%	-0.109%	-70.915%
73	IT Architecture/Standards	Technical Skills	Hardware	2	32,121	0.793%	2,598	0.679%	-0.114%	-14.391%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,447	0.036%	86	0.022%	-0.013%	-37.093%
1035	Kernel	Technical Skills	Network	1	36,776	0.907%	3,169	0.828%	-0.080%	-8.793%
907	Lasers	Technical Skills	Hardware	1	1,043	0.026%	74	0.019%	-0.006%	-24.904%
1038	License management software	Technical Skills	Network	1	2,581	0.064%	281	0.073%	0.010%	15.236%
1361	LinkedIn	Technical Skills	Social Networking	1	33,764	0.833%	5,550	1.450%	0.616%	73.983%
908	Mainframe computers	Technical Skills	Hardware	2	123,337	3.043%	5,612	1.466%	-1.578%	-51.839%
124	Mainframe operating systems	Technical Skills	Business applications	8	53,823	1.328%	3,260	0.851%	-0.477%	-35.891%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	87,920	2.170%	6,315	1.649%	-0.520%	-23.975%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	20,339	0.502%	1,106	0.289%	-0.213%	-42.443%
1281	Medical software	Technical Skills	Business applications	9	27,725	0.684%	3,057	0.798%	0.114%	16.706%
115	Microsoft databases	Technical Skills	Information mgmt	5	555,172	13.700%	53,034	13.852%	0.152%	1.110%
119	Microsoft operating systems	Technical Skills	Business applications	4	783,301	19.329%	62,701	16.377%	-2.952%	-15.274%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	20,348	0.502%	3,685	0.962%	0.460%	91.683%
625	Multimedia	Technical Skills	Business applications	1	146,354	3.611%	1,697	0.443%	-3.168%	-87.727%
1362	MySpace	Technical Skills	Social Networking	1	5,170	0.128%	8	0.002%	-0.125%	-98.362%
74	Network administration	Technical Skills	Hardware	17	426,031	10.513%	36,366	9.498%	-1.015%	-9.651%
1282	Network Administration software	Technical Skills	Network	18	199,819	4.931%	21,294	5.562%	0.631%	12.795%
1283	Network Hardware	Technical Skills	Network	11	150,446	3.712%	13,081	3.417%	-0.296%	-7.970%
1284	Network Monitoring software	Technical Skills	Network	15	101,329	2.500%	11,791	3.080%	0.579%	23.165%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,914	0.121%	348	0.091%	-0.030%	-25.043%
1122	Network security	Technical Skills	Security	1	125,777	3.104%	12,351	3.226%	0.122%	3.937%
1369	Network Security	Technical Skills	Information mgmt	1	23,759	0.586%	2,748	0.718%	0.131%	22.421%
1285	Network Security software	Technical Skills	Security	35	280,334	6.918%	34,154	8.921%	2.003%	28.954%
1286	Network software	Technical Skills	Network	6	65,748	1.622%	5,838	1.525%	-0.098%	-6.017%
1287	Network Testing	Technical Skills	Network	11	66,859	1.650%	5,856	1.530%	-0.120%	-7.294%
1065	Novell network software	Technical Skills	Network	2	5,667	0.140%	76	0.020%	-0.120%	-85.805%
643	Oberon	Technical Skills	Business applications	1	534	0.013%	78	0.020%	0.007%	54.605%
1413	Object Oriented Design	Technical Skills	Software development	2	101,792	2.512%	10,308	2.692%	0.180%	7.184%
41	Object Oriented Programming	Technical Skills	Software development	5	466,104	11.502%	52,593	13.737%	2.235%	19.430%
1288	Office Applications	Technical Skills	Business applications	13	587,029	14.486%	47,885	12.507%	-1.979%	-13.661%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	43,509	1.074%	2,754	0.719%	-0.354%	-33.003%
116	Open-source databases	Technical Skills	Information mgmt	4	213,877	5.278%	33,805	8.829%	3.552%	67.296%
118	Open-source operating systems	Technical Skills	Business applications	8	612,894	15.124%	74,813	19.540%	4.416%	29.199%
56	Operating Systems	Technical Skills	Business applications	3	346,826	8.558%	31,493	8.226%	-0.333%	-3.889%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,511	0.062%	282	0.074%	0.012%	18.870%
117	Oracle databases	Technical Skills	Information mgmt	1	694,329	17.133%	48,516	12.672%	-4.462%	-26.041%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,346	0.083%	60	0.016%	-0.067%	-81.020%
1376	Penetration Testing	Technical Skills	Information mgmt	5	100,223	2.473%	14,464	3.778%	1.305%	52.753%
1289	Physical Tools	Technical Skills	Hardware	1	229	0.006%	12	0.003%	-0.003%	-44.536%
683	Point of sale (POS)	Technical Skills	Business applications	3	22,714	0.560%	2,300	0.601%	0.040%	7.177%
931	Printers	Technical Skills	Hardware	3	36,637	0.904%	3,671	0.959%	0.055%	6.056%
43	Programming	Technical Skills	Software development	1	990,961	24.453%	99,640	26.024%	1.571%	6.426%
700	Provisioning	Technical Skills	Business applications	1	55,243	1.363%	7,458	1.948%	0.585%	42.894%
1405	Rapid Application Development	Technical Skills	Software development	2	21,218	0.524%	1,380	0.360%	-0.163%	-31.160%
1258	Rate Control	Technical Skills	Technical applications	1	192	0.005%	11	0.003%	-0.002%	-39.360%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	46,866	1.156%	1,870	0.488%	-0.668%	-57.767%
1077	Remote control software	Technical Skills	Network	2	4,365	0.108%	549	0.143%	0.036%	33.124%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,389	0.059%	218	0.057%	-0.002%	-3.415%
1379	Risk Analysis	Technical Skills	Information mgmt	1	24,360	0.601%	2,454	0.641%	0.040%	6.627%
1262	Robotics	Technical Skills	Hardware	3	15,165	0.374%	2,342	0.612%	0.237%	63.461%
1318	RSA	Technical Skills	Security	1	17,625	0.435%	1,720	0.449%	0.014%	3.292%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	100,984	2.492%	21,078	5.505%	3.013%	120.925%
44	SDLC	Technical Skills	Software development	7	486,351	12.001%	56,403	14.732%	2.730%	22.750%
1132	Secure shell (SSH)	Technical Skills	Security	1	378	0.009%	34	0.009%	-0.000%	-4.796%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,113	1.286%	6,368	1.663%	0.377%	29.338%
76	Security	Technical Skills	Hardware	4	2,902,539	71.624%	380,727	99.440%	27.816%	38.837%
1382	Security Audit	Technical Skills	Information mgmt	1	4,057	0.100%	424	0.111%	0.011%	10.619%
1315	Security Clearance	Technical Skills	Misc	2	319,471	7.883%	19,012	4.966%	-2.918%	-37.011%
1381	Security Plan	Technical Skills	Information mgmt	1	3,301	0.081%	451	0.118%	0.036%	44.611%
1380	Security Policy	Technical Skills	Information mgmt	2	62,060	1.531%	8,042	2.100%	0.569%	37.158%
1135	Security testing software	Technical Skills	Security	1	10,104	0.249%	1,687	0.441%	0.191%	76.722%
60	Sharepoint Server	Technical Skills	Business applications	1	14,457	0.357%	747	0.195%	-0.162%	-45.310%
1084	Signal generators	Technical Skills	Network	1	817	0.020%	80	0.021%	0.001%	3.642%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,732	0.857%	2,883	0.753%	-0.104%	-12.142%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	143,609	3.544%	20,176	5.270%	1.726%	48.704%
1220	Simulation software	Technical Skills	Software development	5	57,908	1.429%	4,182	1.092%	-0.337%	-23.561%
1366	Social Network	Technical Skills	Social Networking	1	12,400	0.306%	3,913	1.022%	0.716%	234.008%
1358	Social Networking	Technical Skills	Social Networking	1	23,194	0.572%	675	0.176%	-0.396%	-69.197%
42	Software Development	Technical Skills	Software development	2	1,041,408	25.698%	94,087	24.574%	-1.124%	-4.374%
1291	Software Development software	Technical Skills	Software development	3	7,152	0.176%	481	0.126%	-0.051%	-28.815%
1309	Software Engineering	Technical Skills	Software development	1	627,561	15.486%	59,657	15.582%	0.096%	0.618%
1292	Software Installation	Technical Skills	Software development	4	442,394	10.917%	52,181	13.629%	2.712%	24.845%
1223	Software libraries	Technical Skills	Software development	1	1,170	0.029%	133	0.035%	0.006%	20.319%
1293	Software Maintenance	Technical Skills	Software development	1	28,738	0.709%	3,098	0.809%	0.100%	14.102%
1294	Software Testing	Technical Skills	Software development	14	430,681	10.628%	46,973	12.269%	1.641%	15.441%
1225	Source code management (SCM)	Technical Skills	Software development	5	141,623	3.495%	17,498	4.570%	1.075%	30.775%
1229	Static analysis software	Technical Skills	Software development	1	3,165	0.078%	562	0.147%	0.069%	87.945%
772	Statistical analysis software	Technical Skills	Business applications	26	317,609	7.837%	31,613	8.257%	0.419%	5.352%
774	Statistical software	Technical Skills	Business applications	1	135,400	3.341%	13,758	3.593%	0.252%	7.549%
1230	Stress testing software	Technical Skills	Software development	1	9,798	0.242%	827	0.216%	-0.026%	-10.662%
122	Sun operating systems	Technical Skills	Business applications	3	162,273	4.004%	6,096	1.592%	-2.412%	-60.238%
939	Surveillance systems	Technical Skills	Hardware	5	37,097	0.915%	2,511	0.656%	-0.260%	-28.356%
791	Symantec software	Technical Skills	Business applications	1	30,490	0.752%	2,209	0.577%	-0.175%	-23.316%
1355	Symbian	Technical Skills	Mobile Platforms	1	114	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	258,729	6.384%	21,612	5.645%	-0.740%	-11.586%
45	System Testing	Technical Skills	Software development	5	82,538	2.037%	7,837	2.047%	0.010%	0.500%
46	Systems Analysis	Technical Skills	Software development	8	330,439	8.154%	28,095	7.338%	-0.816%	-10.007%
47	Systems Design	Technical Skills	Software development	1	54,260	1.339%	4,102	1.071%	-0.268%	-19.983%
1233	Systems Evaluation	Technical Skills	Software development	1	628	0.015%	43	0.011%	-0.004%	-27.527%
1234	Systems integration	Technical Skills	Software development	8	228,561	5.640%	10,051	2.625%	-3.015%	-53.455%
75	TCP/IP	Technical Skills	Hardware	3	217,507	5.367%	18,786	4.907%	-0.461%	-8.582%
1235	Technology Design	Technical Skills	Software development	1	3,989	0.098%	233	0.061%	-0.038%	-38.175%
1236	Templates	Technical Skills	Software development	1	64,271	1.586%	6,689	1.747%	0.161%	10.158%
1239	Test implementation	Technical Skills	Software development	1	1,463	0.036%	189	0.049%	0.013%	36.737%
1302	Testing	Technical Skills	Software development	1	1,207,969	29.808%	129,105	33.720%	3.912%	13.124%
1297	Training software	Technical Skills	Business applications	3	4,265	0.105%	128	0.033%	-0.072%	-68.234%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,651	0.139%	392	0.102%	-0.037%	-26.577%
1360	Twitter	Technical Skills	Social Networking	1	56,472	1.394%	5,521	1.442%	0.048%	3.479%
1411	Unified Process	Technical Skills	Software development	1	10,658	0.263%	347	0.091%	-0.172%	-65.539%
123	UNIX operating systems	Technical Skills	Business applications	5	621,735	15.342%	41,337	10.797%	-4.545%	-29.628%
1298	UNIX Shells	Technical Skills	Business applications	4	131,246	3.239%	13,105	3.423%	0.184%	5.687%
1410	Use Case	Technical Skills	Software development	1	29,316	0.723%	2,682	0.700%	-0.023%	-3.167%
48	User-Interface Design	Technical Skills	Software development	2	273,710	6.754%	32,466	8.480%	1.725%	25.547%
836	Video creation and editing software	Technical Skills	Business applications	3	14,905	0.368%	1,465	0.383%	0.015%	4.034%
64	Visual Studio	Technical Skills	Software development	1	133,328	3.290%	14,254	3.723%	0.433%	13.158%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,914	0.146%	564	0.147%	0.001%	0.941%
77	Voice/Data Telecom	Technical Skills	Hardware	10	359,251	8.865%	20,444	5.340%	-3.525%	-39.767%
1299	Web Application Server	Technical Skills	Business applications	8	181,546	4.480%	11,630	3.038%	-1.442%	-32.195%
1248	Web platform development software	Technical Skills	Software development	5	11,030	0.272%	261	0.068%	-0.204%	-74.954%
65	web programmer	Technical Skills	Software development	4	90,035	2.222%	2,440	0.637%	-1.584%	-71.315%
58	Web servers	Technical Skills	Business applications	6	278,626	6.875%	25,712	6.716%	-0.160%	-2.325%
49	Web-based Application Development	Technical Skills	Software development	2	206,080	5.085%	19,831	5.180%	0.094%	1.854%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,603	0.558%	1,132	0.296%	-0.262%	-46.991%
1102	Wireless	Technical Skills	Network	5	162,842	4.018%	14,272	3.728%	-0.291%	-7.234%
1363	YouTube	Technical Skills	Social Networking	2	6,968	0.172%	835	0.218%	0.046%	26.837%
79	.NET	Programming Skills	Current	1	461,931	11.399%	44,010	11.495%	0.096%	0.842%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	127	0.003%	16	0.004%	0.001%	33.348%
209	A programming language (APL)	Programming Skills	Legacy	2	5,472	0.135%	337	0.088%	-0.047%	-34.814%
99	Ada	Programming Skills	Legacy	1	14,212	0.351%	799	0.209%	-0.142%	-40.494%
80	AJAX	Programming Skills	Current	1	230,367	5.685%	18,118	4.732%	-0.952%	-16.755%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	103	0.003%	21	0.005%	0.003%	115.800%
192	Apple AppleScript	Programming Skills	Current	1	633	0.016%	130	0.034%	0.018%	117.374%
81	ASP	Programming Skills	Current	2	295,999	7.304%	26,350	6.882%	-0.422%	-5.776%
108	Assembly	Programming Skills	Legacy	2	10,009	0.247%	343	0.090%	-0.157%	-63.728%
211	AWK	Programming Skills	Legacy	1	8,095	0.200%	716	0.187%	-0.013%	-6.381%
212	B	Programming Skills	Legacy	1	52,488	1.295%	4,835	1.263%	-0.032%	-2.500%
83	C#	Programming Skills	Current	2	445,179	10.985%	52,080	13.603%	2.617%	23.824%
82	C/C++	Programming Skills	Current	3	650,052	16.041%	57,062	14.904%	-1.137%	-7.089%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	320,203	7.901%	54,306	14.184%	6.283%	79.511%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,131	0.028%	165	0.043%	0.015%	54.415%
84	CGI	Programming Skills	Current	2	32,105	0.792%	5,172	1.351%	0.559%	70.512%
217	Clipper	Programming Skills	Legacy	1	684	0.017%	37	0.010%	-0.007%	-42.745%
218	CLU	Programming Skills	Legacy	1	362	0.009%	6	0.002%	-0.007%	-82.457%
100	Cobol	Programming Skills	Legacy	1	30,835	0.761%	2,263	0.591%	-0.170%	-22.320%
85	ColdFusion	Programming Skills	Current	2	24,696	0.609%	1,087	0.284%	-0.325%	-53.412%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	525	0.013%	15	0.004%	-0.009%	-69.759%
195	Component object model (COM)	Programming Skills	Current	1	558	0.014%	7	0.002%	-0.012%	-86.722%
125	Database programming	Programming Skills	Current	3	93,590	2.309%	6,724	1.756%	-0.553%	-23.956%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,839	0.144%	108	0.028%	-0.116%	-80.423%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,111	0.570%	1,785	0.466%	-0.104%	-18.250%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,920	0.171%	802	0.209%	0.039%	22.670%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	40,363	0.996%	1,892	0.494%	-0.502%	-50.386%
109	Forth	Programming Skills	Legacy	1	11,400	0.281%	1,033	0.270%	-0.012%	-4.090%
102	Fortran	Programming Skills	Legacy	1	5,963	0.147%	407	0.106%	-0.041%	-27.757%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	723,435	17.852%	67,044	17.511%	-0.341%	-1.909%
222	J	Programming Skills	Legacy	1	14,610	0.361%	836	0.218%	-0.142%	-39.435%
87	Java/J2EE/J2P	Programming Skills	Current	4	915,465	22.590%	103,446	27.019%	4.428%	19.603%
97	JavaScript	Programming Skills	Current	3	510,175	12.589%	80,724	21.084%	8.495%	67.476%
89	JavaServer Faces	Programming Skills	Current	3	34,457	0.850%	2,491	0.651%	-0.200%	-23.482%
88	JavaServer Pages	Programming Skills	Current	3	147,096	3.630%	8,251	2.155%	-1.475%	-40.629%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,230	0.499%	1,416	0.370%	-0.129%	-25.914%
126	LAMP	Programming Skills	Current	1	42,243	1.042%	4,778	1.248%	0.206%	19.718%
104	Lisp	Programming Skills	Legacy	1	2,451	0.060%	174	0.045%	-0.015%	-24.859%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,273	0.056%	392	0.102%	0.046%	82.539%
201	Microsoft ActiveX	Programming Skills	Current	1	5,511	0.136%	95	0.025%	-0.111%	-81.754%
107	Pascal	Programming Skills	Legacy	1	1,914	0.047%	68	0.018%	-0.029%	-62.396%
90	Perl	Programming Skills	Current	1	279,696	6.902%	23,720	6.195%	-0.707%	-10.237%
91	PHP	Programming Skills	Current	1	165,003	4.072%	19,018	4.967%	0.896%	21.995%
103	PL/1	Programming Skills	Legacy	3	655	0.016%	47	0.012%	-0.004%	-24.050%
105	Prolog	Programming Skills	Legacy	1	1,667	0.041%	224	0.059%	0.017%	42.227%
95	Python	Programming Skills	Current	1	221,007	5.454%	54,447	14.221%	8.767%	160.758%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	52,906	1.306%	6,002	1.568%	0.262%	20.077%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,741	0.043%	185	0.048%	0.005%	12.471%
206	Scripting languages	Programming Skills	Current	1	81,358	2.008%	9,870	2.578%	0.570%	28.406%
101	Smalltalk	Programming Skills	Legacy	1	1,056	0.026%	19	0.005%	-0.021%	-80.956%
92	SQL	Programming Skills	Current	3	1,225,896	30.251%	127,439	33.285%	3.035%	10.032%
110	TCL	Programming Skills	Legacy	1	17,258	0.426%	816	0.213%	-0.213%	-49.954%
98	Unified Modeling Language	Programming Skills	Current	2	111,108	2.742%	5,594	1.461%	-1.281%	-46.710%
93	Visual Basic	Programming Skills	Current	6	259,630	6.407%	16,143	4.216%	-2.190%	-34.189%
207	Web service definition language (WSDL)	Programming Skills	Current	2	30,485	0.752%	2,464	0.644%	-0.109%	-14.449%
94	XML	Programming Skills	Current	2	479,478	11.832%	35,142	9.179%	-2.653%	-22.424%
1342	Computer Science	Majors	Computer Science	2	2,890,739	71.333%	315,979	82.529%	11.196%	15.696%
1344	Information Technology	Majors	Information Technology	3	1,763,434	43.515%	117,872	30.786%	-12.729%	-29.251%
1343	Management Information Systems	Majors	Management Information Systems	9	1,062,386	26.216%	83,885	21.910%	-4.306%	-16.426%

mis Degrees

Management Information Systems	2017-11-09	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%	500	0.596%	0.246%	70.371%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,200	0.395%	396	0.472%	0.077%	19.384%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,218	0.680%	628	0.749%	0.069%	10.165%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,341	1.068%	684	0.815%	-0.252%	-23.633%
3	Creativity	Soft Skills	Problem-solving skills	3	30,407	2.863%	2,638	3.145%	0.282%	9.851%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,007	1.601%	2,326	2.773%	1.172%	73.175%
1300	Flexibility	Soft Skills	Work ethic	1	37,789	3.558%	3,207	3.823%	0.265%	7.457%
232	Independence	Soft Skills	Interpersonal skills	1	5,914	0.557%	399	0.476%	-0.081%	-14.573%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	149,782	14.102%	11,862	14.141%	0.039%	0.277%
256	Innovation	Soft Skills	Problem-solving skills	1	85,512	8.051%	7,043	8.396%	0.345%	4.288%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	130,405	12.277%	10,437	12.442%	0.165%	1.341%
1422	Internship	Soft Skills	Work ethic	3	15,870	1.494%	633	0.755%	-0.740%	-49.496%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	837	0.079%	97	0.116%	0.037%	46.740%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	88,060	8.291%	8,618	10.274%	1.983%	23.917%
10	Leadership	Soft Skills	Interpersonal skills	1	252,952	23.815%	22,666	27.020%	3.205%	13.459%
258	Learning	Soft Skills	Problem-solving skills	1	60,961	5.739%	5,342	6.368%	0.629%	10.957%
1	Learning Ability	Soft Skills	Problem-solving skills	3	19,570	1.842%	1,760	2.098%	0.256%	13.874%
236	Listening	Soft Skills	Language skills	1	19,781	1.862%	2,369	2.824%	0.962%	51.642%
260	Mathematics	Soft Skills	Problem-solving skills	3	63,083	5.939%	4,930	5.877%	-0.062%	-1.045%
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%	797	0.950%	-0.205%	-17.740%
262	Optimization	Soft Skills	Problem-solving skills	1	46,320	4.361%	4,392	5.236%	0.875%	20.059%
19	Oral Communications	Soft Skills	Language skills	3	18,020	1.697%	1,439	1.715%	0.019%	1.113%
273	Persistence	Soft Skills	Work ethic	1	3,779	0.356%	398	0.474%	0.119%	33.355%
239	Persuasion	Soft Skills	Language skills	1	2,168	0.204%	153	0.182%	-0.022%	-10.642%
1301	Physical Skill	Soft Skills	Work ethic	2	1,736	0.163%	295	0.352%	0.188%	115.166%
240	Presentations	Soft Skills	Language skills	1	60,872	5.731%	4,679	5.578%	-0.153%	-2.672%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	225,559	21.236%	20,479	24.413%	3.177%	14.961%
20	Questioning skills	Soft Skills	Language skills	1	259	0.024%	34	0.041%	0.016%	66.219%
241	Reading Comprehension	Soft Skills	Language skills	1	228	0.021%	19	0.023%	0.001%	5.517%
6	Research skills	Soft Skills	Problem-solving skills	1	1,960	0.185%	140	0.167%	-0.018%	-9.557%
15	Responsibility	Soft Skills	Work ethic	2	121,789	11.466%	8,517	10.153%	-1.313%	-11.452%
234	Self Control	Soft Skills	Interpersonal skills	1	218	0.021%	38	0.045%	0.025%	120.714%
11	Self-esteem	Soft Skills	Interpersonal skills	1	41	0.004%	10	0.012%	0.008%	208.829%
16	Self-management	Soft Skills	Work ethic	1	1,357	0.128%	132	0.157%	0.030%	23.167%
250	Stress Tolerance	Soft Skills	Physical skills	1	235	0.022%	31	0.037%	0.015%	67.031%
12	Teamwork	Soft Skills	Interpersonal skills	1	58,579	5.515%	4,498	5.362%	-0.153%	-2.775%
17	Time Management	Soft Skills	Work ethic	2	44,811	4.219%	4,063	4.844%	0.625%	14.806%
268	Visualization	Soft Skills	Problem-solving skills	1	9,170	0.863%	2,305	2.748%	1.884%	218.276%
7	Working under pressure	Soft Skills	Problem-solving skills	1	603	0.057%	56	0.067%	0.010%	17.591%
21	Written Communications	Soft Skills	Language skills	4	170,654	16.067%	14,351	17.108%	1.041%	6.480%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	44,217	4.163%	5,689	6.782%	2.619%	62.910%
172	Account management	Business Skills	Management skills	1	13,339	1.256%	824	0.982%	-0.274%	-21.782%
22	Accounting	Business Skills	Business processes	4	130,529	12.289%	5,409	6.448%	-5.841%	-47.530%
1263	Accounting software	Business Skills	Business processes	7	6,468	0.609%	517	0.616%	0.007%	1.210%
174	Administration	Business Skills	Management skills	3	310,866	29.268%	24,210	28.861%	-0.407%	-1.389%
1313	Analyst	Business Skills	Project management	1	266,224	25.065%	20,865	24.873%	-0.191%	-0.763%
175	Application management	Business Skills	Management skills	5	91,774	8.640%	8,309	9.905%	1.265%	14.639%
150	Asset management	Business Skills	Business processes	1	20,787	1.957%	1,491	1.777%	-0.180%	-9.179%
151	Auditing	Business Skills	Business processes	5	99,792	9.395%	8,292	9.885%	0.490%	5.212%
1264	Auditing software	Business Skills	Business processes	1	190	0.018%	2	0.002%	-0.016%	-86.672%
152	Billing	Business Skills	Business processes	1	28,892	2.720%	1,545	1.842%	-0.878%	-32.290%
1314	Business Analyst	Business Skills	Project management	1	85,022	8.005%	6,921	8.251%	0.246%	3.072%
35	Business Intelligence	Business Skills	Strategy skills	1	56,672	5.336%	5,513	6.572%	1.237%	23.175%
155	Business performance management (BPM)	Business Skills	Business processes	2	6,637	0.625%	723	0.862%	0.237%	37.933%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	18,834	1.773%	666	0.794%	-0.979%	-55.225%
36	Business Strategy	Business Skills	Strategy skills	3	236,030	22.222%	19,298	23.005%	0.783%	3.525%
182	Calendar and scheduling	Business Skills	Project management	3	53,189	5.008%	3,451	4.114%	-0.894%	-17.847%
156	Capacity planning	Business Skills	Business processes	1	25,126	2.366%	1,862	2.220%	-0.146%	-6.166%
28	Change Management	Business Skills	Management skills	1	59,596	5.611%	6,364	7.587%	1.976%	35.212%
183	Content workflow	Business Skills	Project management	1	69	0.006%	3	0.004%	-0.003%	-44.948%
24	Contracting and legal	Business Skills	Business processes	2	68,251	6.426%	4,930	5.877%	-0.549%	-8.538%
176	Coordination	Business Skills	Management skills	1	71,019	6.686%	5,455	6.503%	-0.183%	-2.743%
157	Cost accounting	Business Skills	Business processes	1	3,066	0.289%	74	0.088%	-0.200%	-69.439%
158	Cost estimation	Business Skills	Business processes	1	1,146	0.108%	58	0.069%	-0.039%	-35.917%
1312	Customer Support	Business Skills	Business processes	6	252,940	23.814%	18,986	22.633%	-1.181%	-4.957%
1339	Education	Business Skills	Industry Segment	1	11,601	1.092%	911	1.086%	-0.006%	-0.568%
1333	Energy	Business Skills	Industry Segment	1	64,751	6.096%	3,607	4.300%	-1.796%	-29.465%
1340	Entertainment	Business Skills	Industry Segment	1	16,598	1.563%	974	1.161%	-0.402%	-25.697%
1319	Environmental	Business Skills	Environmental	15	26,855	2.528%	1,968	2.346%	-0.182%	-7.210%
1320	Environmental Strategy	Business Skills	Environmental	7	3,694	0.348%	912	1.087%	0.739%	212.608%
161	Financial	Business Skills	Business processes	2	283,087	26.652%	19,125	22.799%	-3.853%	-14.457%
1275	Financial Analysis software	Business Skills	Business processes	6	1,792	0.169%	24	0.029%	-0.140%	-83.042%
1332	Health Care	Business Skills	Industry Segment	2	171,196	16.118%	11,917	14.206%	-1.912%	-11.860%
177	Human resources	Business Skills	Management skills	2	59,529	5.605%	2,860	3.409%	-2.195%	-39.167%
1336	Insurance	Business Skills	Industry Segment	1	8,579	0.808%	656	0.782%	-0.026%	-3.179%
1316	Managing/Supervision	Business Skills	Management skills	5	473,701	44.598%	32,732	39.020%	-5.578%	-12.508%
1334	Manufacturing	Business Skills	Industry Segment	2	71,896	6.769%	3,928	4.683%	-2.086%	-30.822%
26	Marketing	Business Skills	Business processes	1	87,627	8.250%	4,605	5.490%	-2.760%	-33.458%
185	Monitoring	Business Skills	Project management	1	152,281	14.337%	15,092	17.991%	3.654%	25.488%
179	Negotiation	Business Skills	Management skills	1	48,638	4.579%	3,701	4.412%	-0.167%	-3.651%
163	Operation and Control	Business Skills	Business processes	2	798	0.075%	42	0.050%	-0.025%	-33.358%
29	Outsourcing Management	Business Skills	Management skills	3	33,752	3.178%	1,472	1.755%	-1.423%	-44.778%
167	Procurement	Business Skills	Business processes	1	28,041	2.640%	1,917	2.285%	-0.355%	-13.437%
1290	Project Management software	Business Skills	Project management	2	42,732	4.023%	3,071	3.661%	-0.362%	-9.003%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	254,054	23.919%	19,471	23.212%	-0.707%	-2.957%
168	Quality	Business Skills	Business processes	1	327,573	30.841%	27,571	32.868%	2.027%	6.573%
1337	Real Estate	Business Skills	Industry Segment	2	10,404	0.980%	475	0.566%	-0.413%	-42.191%
1335	Retail	Business Skills	Industry Segment	2	184,250	17.347%	8,709	10.382%	-6.965%	-40.150%
34	Risk Management	Business Skills	Project management	1	50,897	4.792%	5,062	6.034%	1.243%	25.931%
169	Service Orientation	Business Skills	Business processes	1	9,908	0.933%	800	0.954%	0.021%	2.236%
27	Supply Chain Management	Business Skills	Business processes	3	36,279	3.416%	2,551	3.041%	-0.375%	-10.966%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,835	0.267%	168	0.200%	-0.067%	-24.966%
178	Teaching	Business Skills	Management skills	7	34,617	3.259%	1,983	2.364%	-0.895%	-27.467%
190	Timekeeping	Business Skills	Project management	3	25,053	2.359%	1,257	1.498%	-0.860%	-36.470%
1296	Timekeeping software	Business Skills	Project management	1	1,901	0.179%	160	0.191%	0.012%	6.571%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,641	0.154%	68	0.081%	-0.073%	-47.531%
180	Troubleshooting	Business Skills	Management skills	1	155,210	14.613%	15,452	18.420%	3.808%	26.057%
181	Verification	Business Skills	Management skills	1	43,810	4.125%	11,634	13.869%	9.744%	236.246%
1338	Waste Management	Business Skills	Industry Segment	1	2,383	0.224%	190	0.227%	0.002%	0.956%
191	Workflow	Business Skills	Project management	1	60,747	5.719%	5,346	6.373%	0.654%	11.431%
31	Working Globally	Business Skills	Management skills	3	4,546	0.428%	57	0.068%	-0.360%	-84.124%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,217	0.209%	158	0.188%	-0.020%	-9.761%
51	4GL	Technical Skills	Software development	3	2,440	0.230%	68	0.081%	-0.149%	-64.712%
987	Access servers & software	Technical Skills	Network	10	42,579	4.009%	3,910	4.661%	0.652%	16.274%
38	Agile Development Methods	Technical Skills	Software development	13	43,164	4.064%	8,638	10.297%	6.234%	153.392%
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%	59	0.070%	-0.008%	-10.532%
1352	Android	Technical Skills	Mobile Platforms	3	7,163	0.674%	1,578	1.881%	1.207%	178.942%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,122	0.482%	695	0.829%	0.346%	71.810%
120	Apple operating systems	Technical Skills	Business applications	6	20,149	1.897%	2,553	3.043%	1.146%	60.435%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	707	0.067%	5	0.006%	-0.061%	-91.045%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	5,464	0.514%	521	0.621%	0.107%	20.734%
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%	8,223	9.803%	-0.617%	-5.924%
1386	Biometric	Technical Skills	Information mgmt	2	4,180	0.394%	273	0.325%	-0.068%	-17.303%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,956	0.749%	305	0.364%	-0.385%	-51.459%
336	Borland Delphi	Technical Skills	Business applications	1	1,698	0.160%	120	0.143%	-0.017%	-10.516%
337	Borland JBuilder	Technical Skills	Business applications	1	1,018	0.096%	4	0.005%	-0.091%	-95.025%
338	Borland Paradox	Technical Skills	Business applications	1	148	0.014%	6	0.007%	-0.007%	-48.668%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,565	1.842%	1,864	2.222%	0.380%	20.634%
352	Cadence Opus	Technical Skills	Business applications	1	354	0.033%	5	0.006%	-0.027%	-82.116%
868	Calculators	Technical Skills	Hardware	1	1,740	0.164%	191	0.228%	0.064%	38.991%
39	CASE Tools	Technical Skills	Software development	1	52,742	4.966%	3,797	4.526%	-0.439%	-8.844%
367	Categorization or classification software	Technical Skills	Business applications	1	4,541	0.428%	319	0.380%	-0.047%	-11.051%
112	Certification	Technical Skills	Misc	3	262,549	24.719%	23,670	28.217%	3.499%	14.154%
78	Cisco	Technical Skills	Hardware	1	57,969	5.458%	5,536	6.600%	1.142%	20.921%
1009	Cisco Systems IOS	Technical Skills	Network	1	11,578	1.090%	2,072	2.470%	1.380%	126.599%
40	Client-Server	Technical Skills	Software development	1	29,255	2.754%	1,852	2.208%	-0.547%	-19.843%
1011	Cluster server software	Technical Skills	Network	8	14,727	1.387%	1,328	1.583%	0.197%	14.179%
1147	CMAKE	Technical Skills	Software development	1	40	0.004%	10	0.012%	0.008%	216.550%
1151	Compatibility testing	Technical Skills	Software development	1	181	0.017%	20	0.024%	0.007%	39.911%
1152	Compilers	Technical Skills	Software development	5	9,133	0.860%	624	0.744%	-0.116%	-13.489%
1255	Compliance software	Technical Skills	Technical applications	3	12,809	1.206%	1,152	1.373%	0.167%	13.878%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	6,505	0.612%	316	0.377%	-0.236%	-38.491%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,389	0.131%	73	0.087%	-0.044%	-33.454%
875	Computer diagnostics	Technical Skills	Hardware	5	49,185	4.631%	4,562	5.438%	0.808%	17.442%
1107	Computer forensics	Technical Skills	Security	1	4,158	0.391%	230	0.274%	-0.117%	-29.960%
1266	Computer Hardware	Technical Skills	Hardware	15	31,221	2.939%	2,326	2.773%	-0.167%	-5.667%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	717	0.068%	27	0.032%	-0.035%	-52.319%
1015	Computer servers	Technical Skills	Network	6	110,798	10.431%	8,799	10.489%	0.058%	0.555%
1267	Computer Utilities	Technical Skills	Misc	1	146	0.014%	39	0.046%	0.033%	238.231%
59	Content Manager	Technical Skills	Business applications	1	1,652	0.156%	58	0.069%	-0.086%	-55.545%
1396	Continuous Improvement	Technical Skills	Software development	1	22,203	2.090%	2,590	3.088%	0.997%	47.703%
878	Controllers	Technical Skills	Hardware	3	6,227	0.586%	554	0.660%	0.074%	12.650%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	756	0.071%	37	0.044%	-0.027%	-38.030%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,731	0.540%	407	0.485%	-0.054%	-10.078%
53	Customer Relationship Management	Technical Skills	Business applications	9	75,584	7.116%	5,584	6.657%	-0.459%	-6.456%
1368	Cyber Security	Technical Skills	Information mgmt	3	26,763	2.520%	3,244	3.867%	1.348%	53.479%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,511	0.519%	425	0.507%	-0.012%	-2.353%
955	Data compression software	Technical Skills	Information mgmt	1	1,651	0.155%	113	0.135%	-0.021%	-13.337%
956	Data conversion software	Technical Skills	Information mgmt	1	7,400	0.697%	670	0.799%	0.102%	14.642%
958	Data dictionary	Technical Skills	Information mgmt	1	4,440	0.418%	311	0.371%	-0.047%	-11.309%
959	Data entry	Technical Skills	Information mgmt	1	6,651	0.626%	334	0.398%	-0.228%	-36.414%
962	Data mapping	Technical Skills	Information mgmt	1	7,203	0.678%	880	1.049%	0.371%	54.693%
67	Data Mining	Technical Skills	Information mgmt	5	16,808	1.582%	1,231	1.467%	-0.115%	-7.265%
963	Data modeling	Technical Skills	Information mgmt	1	41,111	3.871%	4,193	4.999%	1.128%	29.142%
68	Data Warehousing	Technical Skills	Information mgmt	2	62,406	5.875%	5,390	6.425%	0.550%	9.361%
69	Database Administration	Technical Skills	Information mgmt	12	84,190	7.926%	6,352	7.572%	-0.354%	-4.467%
969	Database design software	Technical Skills	Information mgmt	15	63,101	5.941%	4,832	5.760%	-0.181%	-3.040%
1268	Database Reporting	Technical Skills	Information mgmt	3	24,990	2.353%	979	1.167%	-1.186%	-50.396%
1269	Database Security	Technical Skills	Information mgmt	2	70	0.007%	5	0.006%	-0.001%	-9.557%
1373	Database Security	Technical Skills	Information mgmt	1	342	0.032%	15	0.018%	-0.014%	-44.465%
1270	Database Servers	Technical Skills	Information mgmt	3	15,542	1.463%	498	0.594%	-0.870%	-59.428%
1271	Database Testing	Technical Skills	Information mgmt	1	1,050	0.099%	247	0.294%	0.196%	197.858%
1160	Debugging	Technical Skills	Software development	7	58,983	5.553%	6,463	7.705%	2.151%	38.742%
1385	Decryption	Technical Skills	Information mgmt	1	237	0.022%	21	0.025%	0.003%	12.195%
418	Desktop publishing software	Technical Skills	Business applications	13	12,995	1.223%	684	0.815%	-0.408%	-33.353%
1272	Development Environment	Technical Skills	Software development	13	34,684	3.265%	3,325	3.964%	0.698%	21.385%
1273	Digital Imaging	Technical Skills	Hardware	1	1,194	0.112%	6	0.007%	-0.105%	-93.637%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	806	0.076%	69	0.082%	0.006%	8.397%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,543	0.334%	164	0.196%	-0.138%	-41.390%
1307	Doctor of Philosophy	Technical Skills	Misc	3	20,291	1.910%	662	0.789%	-1.121%	-58.690%
973	Document management software	Technical Skills	Information mgmt	4	13,828	1.302%	846	1.009%	-0.293%	-22.534%
1020	Domain name system (DNS)	Technical Skills	Network	3	36,729	3.458%	3,399	4.052%	0.594%	17.177%
61	Dreamweaver	Technical Skills	Software development	1	4,847	0.456%	79	0.094%	-0.362%	-79.363%
54	DSS/GDSS	Technical Skills	Business applications	5	19,136	1.802%	1,379	1.644%	-0.158%	-8.754%
425	Dynamic modeling software	Technical Skills	Business applications	1	34	0.003%	0	0.000%	-0.003%	-100.000%
62	Eclipse	Technical Skills	Software development	1	16,664	1.569%	1,232	1.469%	-0.100%	-6.388%
1308	Electronic Commerce	Technical Skills	Business applications	2	31,773	2.991%	2,380	2.837%	-0.154%	-5.154%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,507	1.178%	1,003	1.196%	0.018%	1.543%
1023	Electronic mail software	Technical Skills	Network	8	20,828	1.961%	1,495	1.782%	-0.179%	-9.114%
1384	Encryption	Technical Skills	Information mgmt	1	36	0.003%	1	0.001%	-0.002%	-64.828%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	76,783	7.229%	5,406	6.445%	-0.784%	-10.852%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	80,650	7.593%	4,727	5.635%	-1.958%	-25.786%
1321	Environmental Certification	Technical Skills	Environmental	1	85	0.008%	10	0.012%	0.004%	48.965%
1328	Environmental Cleanup	Technical Skills	Environmental	1	46	0.004%	0	0.000%	-0.004%	-100.000%
1329	Environmental Energy	Technical Skills	Environmental	21	5,304	0.499%	210	0.250%	-0.249%	-49.868%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,043	0.286%	174	0.207%	-0.079%	-27.598%
1327	Environmental Pollution	Technical Skills	Environmental	16	3,293	0.310%	345	0.411%	0.101%	32.657%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,107	0.198%	82	0.098%	-0.101%	-50.722%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	615	0.058%	61	0.073%	0.015%	25.590%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	3,856	0.363%	341	0.407%	0.043%	11.975%
1331	Environmental Science	Technical Skills	Environmental	2	1,151	0.108%	7	0.008%	-0.100%	-92.299%
1322	Environmental Technology	Technical Skills	Environmental	2	251	0.024%	10	0.012%	-0.012%	-49.554%
461	Expert system software	Technical Skills	Business applications	1	390	0.037%	13	0.015%	-0.021%	-57.793%
1359	Facebook	Technical Skills	Social Networking	1	132,262	12.452%	25,796	30.752%	18.299%	146.956%
463	Facilities management software	Technical Skills	Business applications	4	6,856	0.645%	115	0.137%	-0.508%	-78.761%
468	Flight control software	Technical Skills	Business applications	1	134	0.013%	5	0.006%	-0.007%	-52.754%
469	Flowchart software	Technical Skills	Business applications	5	4,104	0.386%	379	0.452%	0.065%	16.932%
1367	Forensic	Technical Skills	Information mgmt	2	16,379	1.542%	1,771	2.111%	0.569%	36.909%
1112	Fraud Detection	Technical Skills	Security	1	6,789	0.639%	375	0.447%	-0.192%	-30.060%
63	FrontPage	Technical Skills	Software development	1	1,349	0.127%	13	0.015%	-0.112%	-87.798%
475	Fund accounting software	Technical Skills	Business applications	1	1,124	0.106%	43	0.051%	-0.055%	-51.560%
1260	Gaming	Technical Skills	Misc	2	15,905	1.497%	1,242	1.481%	-0.017%	-1.124%
113	Generic databases	Technical Skills	Information mgmt	2	172,112	16.204%	14,670	17.488%	1.284%	7.925%
1365	Google Apps	Technical Skills	Business applications	4	3,150	0.297%	243	0.290%	-0.007%	-2.322%
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%	5,075	6.050%	-0.249%	-3.953%
484	Graphic software	Technical Skills	Business applications	16	81,146	7.640%	6,550	7.808%	0.169%	2.206%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,163	1.239%	734	0.875%	-0.364%	-29.394%
1323	Green IT	Technical Skills	Environmental	9	2,550	0.240%	96	0.114%	-0.126%	-52.331%
893	Guidance systems	Technical Skills	Hardware	1	47	0.004%	1	0.001%	-0.003%	-73.060%
1371	Hacking	Technical Skills	Information mgmt	5	5,384	0.507%	748	0.892%	0.385%	75.913%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	57	0.005%	4	0.005%	-0.001%	-11.144%
1277	Hardware Design	Technical Skills	Hardware	19	3,849	0.362%	281	0.335%	-0.027%	-7.560%
1278	Hardware Testing	Technical Skills	Hardware	4	1,044	0.098%	49	0.058%	-0.040%	-40.571%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	549	0.052%	28	0.033%	-0.018%	-35.422%
492	Helpdesk or call center	Technical Skills	Business applications	2	54,895	5.168%	3,735	4.453%	-0.716%	-13.849%
1377	Homeland Security	Technical Skills	Information mgmt	1	50,923	4.794%	570	0.680%	-4.115%	-85.827%
114	IBM databases	Technical Skills	Information mgmt	2	34,451	3.244%	2,323	2.769%	-0.474%	-14.621%
121	IBM operating systems	Technical Skills	Business applications	4	24,853	2.340%	1,236	1.473%	-0.866%	-37.029%
898	Image capture devices	Technical Skills	Hardware	8	5,617	0.529%	557	0.664%	0.135%	25.560%
524	Industrial control software	Technical Skills	Business applications	3	3,459	0.326%	188	0.224%	-0.102%	-31.181%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,378	1.448%	1,489	1.775%	0.327%	22.602%
1375	Information Security	Technical Skills	Information mgmt	3	70,541	6.641%	8,199	9.774%	3.133%	47.171%
899	Infrared	Technical Skills	Hardware	1	731	0.069%	11	0.013%	-0.056%	-80.946%
1180	Installation	Technical Skills	Software development	1	114,016	10.734%	7,355	8.768%	-1.966%	-18.319%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	264	0.025%	12	0.014%	-0.011%	-42.446%
536	Internet browser software	Technical Skills	Business applications	4	7,696	0.725%	340	0.405%	-0.319%	-44.061%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	19,238	1.811%	1,752	2.089%	0.277%	15.312%
541	Inventory management software	Technical Skills	Business applications	3	6,958	0.655%	471	0.561%	-0.094%	-14.289%
1414	ISO 9000	Technical Skills	Software development	1	2,304	0.217%	39	0.046%	-0.170%	-78.567%
73	IT Architecture/Standards	Technical Skills	Hardware	2	10,366	0.976%	1,003	1.196%	0.220%	22.516%
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%	236	0.281%	0.016%	6.192%
907	Lasers	Technical Skills	Hardware	1	113	0.011%	2	0.002%	-0.008%	-77.589%
1038	License management software	Technical Skills	Network	1	1,085	0.102%	142	0.169%	0.067%	65.715%
1361	LinkedIn	Technical Skills	Social Networking	1	6,623	0.624%	1,612	1.922%	1.298%	208.186%
908	Mainframe computers	Technical Skills	Hardware	2	36,121	3.401%	2,063	2.459%	-0.941%	-27.683%
124	Mainframe operating systems	Technical Skills	Business applications	8	15,508	1.460%	782	0.932%	-0.528%	-36.151%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	23,560	2.218%	1,638	1.953%	-0.265%	-11.968%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,494	0.706%	258	0.308%	-0.398%	-56.408%
1281	Medical software	Technical Skills	Business applications	9	11,420	1.075%	816	0.973%	-0.102%	-9.526%
115	Microsoft databases	Technical Skills	Information mgmt	5	173,109	16.298%	15,516	18.497%	2.199%	13.491%
119	Microsoft operating systems	Technical Skills	Business applications	4	230,804	21.730%	16,411	19.564%	-2.166%	-9.969%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,760	0.166%	360	0.429%	0.263%	158.995%
625	Multimedia	Technical Skills	Business applications	1	5,103	0.480%	344	0.410%	-0.070%	-14.644%
1362	MySpace	Technical Skills	Social Networking	1	1,856	0.175%	1	0.001%	-0.174%	-99.318%
74	Network administration	Technical Skills	Hardware	17	116,919	11.008%	9,211	10.981%	-0.027%	-0.248%
1282	Network Administration software	Technical Skills	Network	18	71,237	6.707%	6,730	8.023%	1.316%	19.622%
1283	Network Hardware	Technical Skills	Network	11	44,878	4.225%	3,389	4.040%	-0.185%	-4.382%
1284	Network Monitoring software	Technical Skills	Network	15	31,130	2.931%	2,886	3.440%	0.510%	17.387%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,312	0.124%	52	0.062%	-0.062%	-49.815%
1122	Network security	Technical Skills	Security	1	46,858	4.412%	3,877	4.622%	0.210%	4.764%
1369	Network Security	Technical Skills	Information mgmt	1	6,737	0.634%	638	0.761%	0.126%	19.910%
1285	Network Security software	Technical Skills	Security	35	102,708	9.670%	11,253	13.415%	3.745%	38.729%
1286	Network software	Technical Skills	Network	6	21,019	1.979%	1,794	2.139%	0.160%	8.072%
1287	Network Testing	Technical Skills	Network	11	15,954	1.502%	1,621	1.932%	0.430%	28.652%
1065	Novell network software	Technical Skills	Network	2	2,351	0.221%	23	0.027%	-0.194%	-87.613%
643	Oberon	Technical Skills	Business applications	1	159	0.015%	21	0.025%	0.010%	67.234%
1413	Object Oriented Design	Technical Skills	Software development	2	14,251	1.342%	1,259	1.501%	0.159%	11.862%
41	Object Oriented Programming	Technical Skills	Software development	5	79,865	7.519%	7,278	8.676%	1.157%	15.387%
1288	Office Applications	Technical Skills	Business applications	13	211,830	19.943%	15,541	18.527%	-1.417%	-7.105%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	13,863	1.305%	826	0.985%	-0.321%	-24.556%
116	Open-source databases	Technical Skills	Information mgmt	4	31,661	2.981%	4,334	5.167%	2.186%	73.327%
118	Open-source operating systems	Technical Skills	Business applications	8	117,965	11.106%	12,772	15.226%	4.119%	37.091%
56	Operating Systems	Technical Skills	Business applications	3	118,844	11.189%	9,462	11.280%	0.091%	0.811%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	832	0.078%	66	0.079%	0.000%	0.444%
117	Oracle databases	Technical Skills	Information mgmt	1	207,114	19.499%	13,920	16.594%	-2.905%	-14.900%
1354	Palm OS	Technical Skills	Mobile Platforms	3	152	0.014%	0	0.000%	-0.014%	-100.000%
1376	Penetration Testing	Technical Skills	Information mgmt	5	48,169	4.535%	6,436	7.672%	3.137%	69.181%
1289	Physical Tools	Technical Skills	Hardware	1	32	0.003%	0	0.000%	-0.003%	-100.000%
683	Point of sale (POS)	Technical Skills	Business applications	3	6,720	0.633%	608	0.725%	0.092%	14.561%
931	Printers	Technical Skills	Hardware	3	13,376	1.259%	1,209	1.441%	0.182%	14.446%
43	Programming	Technical Skills	Software development	1	242,988	22.877%	19,156	22.836%	-0.041%	-0.179%
700	Provisioning	Technical Skills	Business applications	1	17,613	1.658%	1,949	2.323%	0.665%	40.114%
1405	Rapid Application Development	Technical Skills	Software development	2	6,232	0.587%	341	0.407%	-0.180%	-30.717%
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%	347	0.414%	-0.810%	-66.192%
1077	Remote control software	Technical Skills	Network	2	1,586	0.149%	145	0.173%	0.024%	15.762%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	796	0.075%	83	0.099%	0.024%	32.028%
1379	Risk Analysis	Technical Skills	Information mgmt	1	10,879	1.024%	989	1.179%	0.155%	15.109%
1262	Robotics	Technical Skills	Hardware	3	2,956	0.278%	208	0.248%	-0.030%	-10.903%
1318	RSA	Technical Skills	Security	1	7,651	0.720%	584	0.696%	-0.024%	-3.351%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	10,374	0.977%	2,026	2.415%	1.439%	147.284%
44	SDLC	Technical Skills	Software development	7	148,643	13.995%	14,971	17.847%	3.853%	27.529%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	5	0.006%	0.001%	17.241%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	12,763	1.202%	1,399	1.668%	0.466%	38.793%
76	Security	Technical Skills	Hardware	4	762,118	71.752%	83,291	99.292%	27.540%	38.381%
1382	Security Audit	Technical Skills	Information mgmt	1	1,932	0.182%	239	0.285%	0.103%	56.636%
1315	Security Clearance	Technical Skills	Misc	2	132,369	12.462%	5,195	6.193%	-6.269%	-50.306%
1381	Security Plan	Technical Skills	Information mgmt	1	2,055	0.193%	292	0.348%	0.155%	79.917%
1380	Security Policy	Technical Skills	Information mgmt	2	32,754	3.084%	3,698	4.408%	1.325%	42.957%
1135	Security testing software	Technical Skills	Security	1	4,085	0.385%	586	0.699%	0.314%	81.638%
60	Sharepoint Server	Technical Skills	Business applications	1	5,159	0.486%	226	0.269%	-0.216%	-44.532%
1084	Signal generators	Technical Skills	Network	1	171	0.016%	10	0.012%	-0.004%	-25.953%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	8,827	0.831%	777	0.926%	0.095%	11.458%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	28,727	2.705%	4,405	5.251%	2.547%	94.159%
1220	Simulation software	Technical Skills	Software development	5	15,896	1.497%	601	0.716%	-0.780%	-52.127%
1366	Social Network	Technical Skills	Social Networking	1	1,479	0.139%	642	0.765%	0.626%	449.628%
1358	Social Networking	Technical Skills	Social Networking	1	7,901	0.744%	39	0.046%	-0.697%	-93.750%
42	Software Development	Technical Skills	Software development	2	215,924	20.329%	17,981	21.435%	1.106%	5.442%
1291	Software Development software	Technical Skills	Software development	3	2,429	0.229%	64	0.076%	-0.152%	-66.638%
1309	Software Engineering	Technical Skills	Software development	1	91,318	8.597%	7,779	9.273%	0.676%	7.862%
1292	Software Installation	Technical Skills	Software development	4	132,335	12.459%	12,020	14.329%	1.870%	15.009%
1223	Software libraries	Technical Skills	Software development	1	219	0.021%	11	0.013%	-0.008%	-36.401%
1293	Software Maintenance	Technical Skills	Software development	1	6,572	0.619%	635	0.757%	0.138%	22.343%
1294	Software Testing	Technical Skills	Software development	14	115,928	10.914%	10,765	12.833%	1.919%	17.578%
1225	Source code management (SCM)	Technical Skills	Software development	5	30,494	2.871%	3,025	3.606%	0.735%	25.607%
1229	Static analysis software	Technical Skills	Software development	1	267	0.025%	56	0.067%	0.042%	165.570%
772	Statistical analysis software	Technical Skills	Business applications	26	85,319	8.033%	6,686	7.970%	-0.062%	-0.775%
774	Statistical software	Technical Skills	Business applications	1	43,084	4.056%	2,732	3.257%	-0.799%	-19.709%
1230	Stress testing software	Technical Skills	Software development	1	2,409	0.227%	120	0.143%	-0.084%	-36.927%
122	Sun operating systems	Technical Skills	Business applications	3	52,231	4.917%	1,671	1.992%	-2.925%	-59.491%
939	Surveillance systems	Technical Skills	Hardware	5	9,805	0.923%	505	0.602%	-0.321%	-34.785%
791	Symantec software	Technical Skills	Business applications	1	9,606	0.904%	786	0.937%	0.033%	3.605%
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%	6,114	7.289%	-1.532%	-17.369%
45	System Testing	Technical Skills	Software development	5	26,785	2.522%	2,273	2.710%	0.188%	7.451%
46	Systems Analysis	Technical Skills	Software development	8	135,340	12.742%	9,898	11.799%	-0.943%	-7.397%
47	Systems Design	Technical Skills	Software development	1	21,103	1.987%	1,470	1.752%	-0.234%	-11.799%
1233	Systems Evaluation	Technical Skills	Software development	1	166	0.016%	7	0.008%	-0.007%	-46.606%
1234	Systems integration	Technical Skills	Software development	8	84,319	7.939%	3,233	3.854%	-4.084%	-51.451%
75	TCP/IP	Technical Skills	Hardware	3	53,189	5.008%	3,946	4.704%	-0.304%	-6.063%
1235	Technology Design	Technical Skills	Software development	1	1,090	0.103%	73	0.087%	-0.016%	-15.200%
1236	Templates	Technical Skills	Software development	1	19,831	1.867%	1,676	1.998%	0.131%	7.012%
1239	Test implementation	Technical Skills	Software development	1	354	0.033%	34	0.041%	0.007%	21.612%
1302	Testing	Technical Skills	Software development	1	363,657	34.238%	33,063	39.415%	5.177%	15.120%
1297	Training software	Technical Skills	Business applications	3	1,507	0.142%	40	0.048%	-0.094%	-66.392%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,209	0.114%	58	0.069%	-0.045%	-39.256%
1360	Twitter	Technical Skills	Social Networking	1	14,179	1.335%	866	1.032%	-0.303%	-22.665%
1411	Unified Process	Technical Skills	Software development	1	3,548	0.334%	98	0.117%	-0.217%	-65.026%
123	UNIX operating systems	Technical Skills	Business applications	5	148,888	14.018%	9,268	11.048%	-2.969%	-21.181%
1298	UNIX Shells	Technical Skills	Business applications	4	33,705	3.173%	2,776	3.309%	0.136%	4.286%
1410	Use Case	Technical Skills	Software development	1	10,475	0.986%	859	1.024%	0.038%	3.834%
48	User-Interface Design	Technical Skills	Software development	2	35,786	3.369%	4,287	5.111%	1.741%	51.685%
836	Video creation and editing software	Technical Skills	Business applications	3	2,213	0.208%	73	0.087%	-0.121%	-58.232%
64	Visual Studio	Technical Skills	Software development	1	35,573	3.349%	3,411	4.066%	0.717%	21.412%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,307	0.123%	84	0.100%	-0.023%	-18.622%
77	Voice/Data Telecom	Technical Skills	Hardware	10	105,953	9.975%	5,455	6.503%	-3.472%	-34.810%
1299	Web Application Server	Technical Skills	Business applications	8	53,411	5.029%	3,195	3.809%	-1.220%	-24.257%
1248	Web platform development software	Technical Skills	Software development	5	2,367	0.223%	36	0.043%	-0.180%	-80.742%
65	web programmer	Technical Skills	Software development	4	11,145	1.049%	586	0.699%	-0.351%	-33.424%
58	Web servers	Technical Skills	Business applications	6	75,949	7.150%	5,488	6.542%	-0.608%	-8.506%
49	Web-based Application Development	Technical Skills	Software development	2	50,208	4.727%	4,081	4.865%	0.138%	2.919%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,156	0.203%	178	0.212%	0.009%	4.538%
1102	Wireless	Technical Skills	Network	5	42,979	4.046%	3,271	3.899%	-0.147%	-3.633%
1363	YouTube	Technical Skills	Social Networking	2	844	0.079%	121	0.144%	0.065%	81.529%
79	.NET	Programming Skills	Current	1	114,950	10.822%	10,741	12.804%	1.982%	18.314%
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%	91	0.108%	-0.020%	-15.710%
99	Ada	Programming Skills	Legacy	1	4,439	0.418%	192	0.229%	-0.189%	-45.233%
80	AJAX	Programming Skills	Current	1	42,947	4.043%	3,461	4.126%	0.082%	2.040%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	27	0.003%	1	0.001%	-0.001%	-53.104%
192	Apple AppleScript	Programming Skills	Current	1	66	0.006%	5	0.006%	-0.000%	-4.076%
81	ASP	Programming Skills	Current	2	81,194	7.644%	6,547	7.805%	0.160%	2.099%
108	Assembly	Programming Skills	Legacy	2	980	0.092%	46	0.055%	-0.037%	-40.566%
211	AWK	Programming Skills	Legacy	1	1,786	0.168%	113	0.135%	-0.033%	-19.888%
212	B	Programming Skills	Legacy	1	13,766	1.296%	800	0.954%	-0.342%	-26.416%
83	C#	Programming Skills	Current	2	90,478	8.518%	10,044	11.974%	3.455%	40.561%
82	C/C++	Programming Skills	Current	3	101,479	9.554%	5,948	7.091%	-2.463%	-25.784%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	56,130	5.285%	8,507	10.141%	4.857%	91.904%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	416	0.039%	17	0.020%	-0.019%	-48.256%
84	CGI	Programming Skills	Current	2	8,131	0.766%	1,217	1.451%	0.685%	89.517%
217	Clipper	Programming Skills	Legacy	1	227	0.021%	3	0.004%	-0.018%	-83.266%
218	CLU	Programming Skills	Legacy	1	148	0.014%	4	0.005%	-0.009%	-65.778%
100	Cobol	Programming Skills	Legacy	1	13,444	1.266%	892	1.063%	-0.202%	-15.989%
85	ColdFusion	Programming Skills	Current	2	8,416	0.792%	367	0.438%	-0.355%	-44.784%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	308	0.029%	5	0.006%	-0.023%	-79.445%
195	Component object model (COM)	Programming Skills	Current	1	87	0.008%	0	0.000%	-0.008%	-100.000%
125	Database programming	Programming Skills	Current	3	21,431	2.018%	1,299	1.549%	-0.469%	-23.252%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,608	0.151%	18	0.021%	-0.130%	-85.826%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,259	0.307%	211	0.252%	-0.055%	-18.021%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,679	0.158%	133	0.159%	0.000%	0.300%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,422	0.887%	380	0.453%	-0.434%	-48.933%
109	Forth	Programming Skills	Legacy	1	4,933	0.464%	493	0.588%	0.123%	26.543%
102	Fortran	Programming Skills	Legacy	1	1,443	0.136%	42	0.050%	-0.086%	-63.146%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	166,896	15.713%	11,458	13.659%	-2.054%	-13.071%
222	J	Programming Skills	Legacy	1	4,007	0.377%	255	0.304%	-0.073%	-19.421%
87	Java/J2EE/J2P	Programming Skills	Current	4	178,476	16.803%	15,400	18.358%	1.555%	9.255%
97	JavaScript	Programming Skills	Current	3	97,576	9.187%	12,541	14.950%	5.764%	62.739%
89	JavaServer Faces	Programming Skills	Current	3	8,547	0.805%	539	0.643%	-0.162%	-20.150%
88	JavaServer Pages	Programming Skills	Current	3	31,427	2.959%	1,680	2.003%	-0.956%	-32.313%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,336	0.691%	501	0.597%	-0.093%	-13.527%
126	LAMP	Programming Skills	Current	1	4,260	0.401%	920	1.097%	0.696%	173.451%
104	Lisp	Programming Skills	Legacy	1	146	0.014%	10	0.012%	-0.002%	-13.274%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	377	0.035%	17	0.020%	-0.015%	-42.903%
201	Microsoft ActiveX	Programming Skills	Current	1	1,374	0.129%	12	0.014%	-0.115%	-88.941%
107	Pascal	Programming Skills	Legacy	1	684	0.064%	30	0.036%	-0.029%	-44.465%
90	Perl	Programming Skills	Current	1	50,056	4.713%	3,749	4.469%	-0.243%	-5.167%
91	PHP	Programming Skills	Current	1	23,961	2.256%	3,312	3.948%	1.692%	75.020%
103	PL/1	Programming Skills	Legacy	3	232	0.022%	20	0.024%	0.002%	9.155%
105	Prolog	Programming Skills	Legacy	1	177	0.017%	2	0.002%	-0.014%	-85.693%
95	Python	Programming Skills	Current	1	24,490	2.306%	5,078	6.054%	3.748%	162.546%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,620	1.376%	1,773	2.114%	0.737%	53.555%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	247	0.023%	16	0.019%	-0.004%	-17.979%
206	Scripting languages	Programming Skills	Current	1	14,209	1.338%	1,752	2.089%	0.751%	56.125%
101	Smalltalk	Programming Skills	Legacy	1	274	0.026%	6	0.007%	-0.019%	-72.273%
92	SQL	Programming Skills	Current	3	337,444	31.770%	31,093	37.066%	5.296%	16.671%
110	TCL	Programming Skills	Legacy	1	2,254	0.212%	101	0.120%	-0.092%	-43.263%
98	Unified Modeling Language	Programming Skills	Current	2	27,906	2.627%	1,550	1.848%	-0.780%	-29.671%
93	Visual Basic	Programming Skills	Current	6	87,672	8.254%	5,137	6.124%	-2.130%	-25.809%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,417	0.698%	530	0.632%	-0.066%	-9.521%
94	XML	Programming Skills	Current	2	111,781	10.524%	8,004	9.542%	-0.982%	-9.335%
1342	Computer Science	Majors	Computer Science	2	749,445	70.559%	67,699	80.705%	10.145%	14.379%
1344	Information Technology	Majors	Information Technology	3	425,426	40.053%	31,766	37.869%	-2.185%	-5.455%
1343	Management Information Systems	Majors	Management Information Systems	9	1,062,151	100.000%	83,885	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2017-11-09	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%	1,090	0.345%	0.055%	18.891%
2	Attention to Details	Soft Skills	Problem-solving skills	1	11,116	0.385%	1,240	0.392%	0.008%	2.047%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,522	0.502%	1,545	0.489%	-0.013%	-2.674%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,441	0.707%	1,681	0.532%	-0.175%	-24.770%
3	Creativity	Soft Skills	Problem-solving skills	3	90,596	3.134%	11,294	3.574%	0.440%	14.043%
4	Critical thinking	Soft Skills	Problem-solving skills	3	35,605	1.232%	5,565	1.761%	0.529%	42.982%
1300	Flexibility	Soft Skills	Work ethic	1	88,173	3.050%	10,656	3.372%	0.322%	10.557%
232	Independence	Soft Skills	Interpersonal skills	1	13,200	0.457%	1,194	0.378%	-0.079%	-17.252%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	346,321	11.981%	33,612	10.637%	-1.344%	-11.214%
256	Innovation	Soft Skills	Problem-solving skills	1	197,718	6.840%	23,962	7.583%	0.743%	10.868%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	232,084	8.029%	21,789	6.896%	-1.133%	-14.114%
1422	Internship	Soft Skills	Work ethic	3	35,658	1.234%	2,163	0.685%	-0.549%	-44.508%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,388	0.048%	108	0.034%	-0.014%	-28.819%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	180,490	6.244%	19,645	6.217%	-0.027%	-0.430%
10	Leadership	Soft Skills	Interpersonal skills	1	559,802	19.366%	64,782	20.502%	1.136%	5.864%
258	Learning	Soft Skills	Problem-solving skills	1	192,989	6.676%	32,593	10.315%	3.638%	54.497%
1	Learning Ability	Soft Skills	Problem-solving skills	3	53,435	1.849%	6,382	2.020%	0.171%	9.259%
236	Listening	Soft Skills	Language skills	1	41,510	1.436%	5,543	1.754%	0.318%	22.158%
260	Mathematics	Soft Skills	Problem-solving skills	3	188,338	6.516%	20,716	6.556%	0.041%	0.623%
261	Memorization	Soft Skills	Problem-solving skills	1	73	0.003%	2	0.001%	-0.002%	-74.937%
18	Negotiation Skills	Soft Skills	Language skills	1	21,796	0.754%	1,663	0.526%	-0.228%	-30.202%
262	Optimization	Soft Skills	Problem-solving skills	1	155,894	5.393%	19,903	6.299%	0.906%	16.793%
19	Oral Communications	Soft Skills	Language skills	3	42,562	1.472%	3,542	1.121%	-0.351%	-23.870%
273	Persistence	Soft Skills	Work ethic	1	12,647	0.438%	1,707	0.540%	0.103%	23.474%
239	Persuasion	Soft Skills	Language skills	1	3,741	0.129%	325	0.103%	-0.027%	-20.526%
1301	Physical Skill	Soft Skills	Work ethic	2	2,495	0.086%	362	0.115%	0.028%	32.729%
240	Presentations	Soft Skills	Language skills	1	120,875	4.182%	10,202	3.229%	-0.953%	-22.789%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	562,880	19.473%	61,025	19.313%	-0.160%	-0.821%
20	Questioning skills	Soft Skills	Language skills	1	878	0.030%	104	0.033%	0.003%	8.359%
241	Reading Comprehension	Soft Skills	Language skills	1	540	0.019%	51	0.016%	-0.003%	-13.602%
6	Research skills	Soft Skills	Problem-solving skills	1	4,527	0.157%	523	0.166%	0.009%	5.686%
15	Responsibility	Soft Skills	Work ethic	2	258,575	8.945%	21,092	6.675%	-2.270%	-25.379%
234	Self Control	Soft Skills	Interpersonal skills	1	311	0.011%	41	0.013%	0.002%	20.601%
11	Self-esteem	Soft Skills	Interpersonal skills	1	209	0.007%	65	0.021%	0.013%	184.508%
16	Self-management	Soft Skills	Work ethic	1	3,395	0.117%	485	0.153%	0.036%	30.686%
250	Stress Tolerance	Soft Skills	Physical skills	1	413	0.014%	45	0.014%	-0.000%	-0.324%
12	Teamwork	Soft Skills	Interpersonal skills	1	118,438	4.097%	11,563	3.659%	-0.438%	-10.688%
17	Time Management	Soft Skills	Work ethic	2	97,548	3.375%	9,982	3.159%	-0.216%	-6.389%
268	Visualization	Soft Skills	Problem-solving skills	1	35,757	1.237%	8,874	2.808%	1.571%	127.032%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,503	0.052%	181	0.057%	0.005%	10.166%
21	Written Communications	Soft Skills	Language skills	4	439,274	15.197%	47,286	14.965%	-0.232%	-1.525%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	91,504	3.166%	16,601	5.254%	2.088%	65.967%
172	Account management	Business Skills	Management skills	1	24,008	0.831%	1,920	0.608%	-0.223%	-26.840%
22	Accounting	Business Skills	Business processes	4	163,801	5.667%	10,502	3.324%	-2.343%	-41.348%
1263	Accounting software	Business Skills	Business processes	7	17,478	0.605%	1,664	0.527%	-0.078%	-12.906%
174	Administration	Business Skills	Management skills	3	598,427	20.703%	56,984	18.034%	-2.668%	-12.890%
1313	Analyst	Business Skills	Project management	1	428,128	14.811%	38,826	12.288%	-2.524%	-17.038%
175	Application management	Business Skills	Management skills	5	215,598	7.459%	24,783	7.843%	0.385%	5.157%
150	Asset management	Business Skills	Business processes	1	34,516	1.194%	3,471	1.098%	-0.096%	-8.005%
151	Auditing	Business Skills	Business processes	5	117,634	4.070%	11,841	3.747%	-0.322%	-7.916%
1264	Auditing software	Business Skills	Business processes	1	93	0.003%	2	0.001%	-0.003%	-80.327%
152	Billing	Business Skills	Business processes	1	43,068	1.490%	3,138	0.993%	-0.497%	-33.346%
1314	Business Analyst	Business Skills	Project management	1	149,551	5.174%	12,725	4.027%	-1.147%	-22.161%
35	Business Intelligence	Business Skills	Strategy skills	1	127,404	4.408%	13,583	4.299%	-0.109%	-2.469%
155	Business performance management (BPM)	Business Skills	Business processes	2	18,199	0.630%	2,070	0.655%	0.026%	4.052%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,122	1.077%	890	0.282%	-0.795%	-73.839%
36	Business Strategy	Business Skills	Strategy skills	3	473,410	16.378%	48,740	15.425%	-0.953%	-5.816%
182	Calendar and scheduling	Business Skills	Project management	3	106,318	3.678%	8,160	2.582%	-1.096%	-29.788%
156	Capacity planning	Business Skills	Business processes	1	66,172	2.289%	6,042	1.912%	-0.377%	-16.472%
28	Change Management	Business Skills	Management skills	1	107,728	3.727%	11,843	3.748%	0.021%	0.568%
183	Content workflow	Business Skills	Project management	1	114	0.004%	13	0.004%	0.000%	4.320%
24	Contracting and legal	Business Skills	Business processes	2	104,946	3.631%	9,987	3.161%	-0.470%	-12.944%
176	Coordination	Business Skills	Management skills	1	118,546	4.101%	10,352	3.276%	-0.825%	-20.115%
157	Cost accounting	Business Skills	Business processes	1	1,810	0.063%	94	0.030%	-0.033%	-52.491%
158	Cost estimation	Business Skills	Business processes	1	2,251	0.078%	195	0.062%	-0.016%	-20.752%
1312	Customer Support	Business Skills	Business processes	6	535,455	18.524%	46,990	14.871%	-3.653%	-19.719%
1339	Education	Business Skills	Industry Segment	1	21,302	0.737%	1,846	0.584%	-0.153%	-20.724%
1333	Energy	Business Skills	Industry Segment	1	133,338	4.613%	12,340	3.905%	-0.708%	-15.338%
1340	Entertainment	Business Skills	Industry Segment	1	59,031	2.042%	5,815	1.840%	-0.202%	-9.885%
1319	Environmental	Business Skills	Environmental	15	51,499	1.782%	5,374	1.701%	-0.081%	-4.539%
1320	Environmental Strategy	Business Skills	Environmental	7	21,029	0.727%	6,418	2.031%	1.304%	179.196%
161	Financial	Business Skills	Business processes	2	522,031	18.060%	49,090	15.536%	-2.524%	-13.975%
1275	Financial Analysis software	Business Skills	Business processes	6	1,836	0.064%	60	0.019%	-0.045%	-70.104%
1332	Health Care	Business Skills	Industry Segment	2	305,122	10.556%	30,245	9.572%	-0.984%	-9.321%
177	Human resources	Business Skills	Management skills	2	88,168	3.050%	4,328	1.370%	-1.680%	-55.094%
1336	Insurance	Business Skills	Industry Segment	1	16,405	0.568%	1,735	0.549%	-0.018%	-3.250%
1316	Managing/Supervision	Business Skills	Management skills	5	994,223	34.395%	85,237	26.976%	-7.420%	-21.572%
1334	Manufacturing	Business Skills	Industry Segment	2	157,400	5.445%	13,004	4.115%	-1.330%	-24.421%
26	Marketing	Business Skills	Business processes	1	228,789	7.915%	19,071	6.036%	-1.879%	-23.745%
185	Monitoring	Business Skills	Project management	1	331,557	11.470%	40,173	12.714%	1.244%	10.842%
179	Negotiation	Business Skills	Management skills	1	82,071	2.839%	7,268	2.300%	-0.539%	-18.987%
163	Operation and Control	Business Skills	Business processes	2	1,359	0.047%	122	0.039%	-0.008%	-17.876%
29	Outsourcing Management	Business Skills	Management skills	3	67,164	2.324%	3,501	1.108%	-1.216%	-52.315%
167	Procurement	Business Skills	Business processes	1	41,170	1.424%	3,280	1.038%	-0.386%	-27.118%
1290	Project Management software	Business Skills	Project management	2	69,503	2.404%	5,265	1.666%	-0.738%	-30.702%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	472,107	16.333%	40,728	12.889%	-3.443%	-21.081%
168	Quality	Business Skills	Business processes	1	825,680	28.564%	93,470	29.581%	1.017%	3.559%
1337	Real Estate	Business Skills	Industry Segment	2	16,969	0.587%	2,578	0.816%	0.229%	38.981%
1335	Retail	Business Skills	Industry Segment	2	403,915	13.973%	29,398	9.304%	-4.670%	-33.418%
34	Risk Management	Business Skills	Project management	1	71,029	2.457%	7,458	2.360%	-0.097%	-3.946%
169	Service Orientation	Business Skills	Business processes	1	19,124	0.662%	1,738	0.550%	-0.112%	-16.862%
27	Supply Chain Management	Business Skills	Business processes	3	73,833	2.554%	6,920	2.190%	-0.364%	-14.260%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,165	0.179%	296	0.094%	-0.085%	-47.574%
178	Teaching	Business Skills	Management skills	7	65,138	2.253%	6,027	1.907%	-0.346%	-15.356%
190	Timekeeping	Business Skills	Project management	3	30,666	1.061%	2,293	0.726%	-0.335%	-31.597%
1296	Timekeeping software	Business Skills	Project management	1	2,933	0.101%	221	0.070%	-0.032%	-31.070%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,251	0.112%	115	0.036%	-0.076%	-67.640%
180	Troubleshooting	Business Skills	Management skills	1	402,260	13.916%	45,716	14.468%	0.552%	3.966%
181	Verification	Business Skills	Management skills	1	222,966	7.714%	103,651	32.803%	25.090%	325.268%
1338	Waste Management	Business Skills	Industry Segment	1	2,322	0.080%	296	0.094%	0.013%	16.616%
191	Workflow	Business Skills	Project management	1	124,605	4.311%	13,186	4.173%	-0.138%	-3.193%
31	Working Globally	Business Skills	Management skills	3	17,997	0.623%	542	0.172%	-0.451%	-72.450%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,219	0.181%	438	0.139%	-0.042%	-23.226%
51	4GL	Technical Skills	Software development	3	4,722	0.163%	204	0.065%	-0.099%	-60.479%
987	Access servers & software	Technical Skills	Network	10	92,283	3.193%	10,637	3.366%	0.174%	5.445%
38	Agile Development Methods	Technical Skills	Software development	13	208,754	7.222%	44,698	14.146%	6.924%	95.876%
304	Algorithmic software	Technical Skills	Business applications	1	107	0.004%	3	0.001%	-0.003%	-74.351%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,608	0.125%	219	0.069%	-0.056%	-44.473%
1352	Android	Technical Skills	Mobile Platforms	3	63,485	2.196%	15,685	4.964%	2.768%	126.017%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	47,201	1.633%	8,238	2.607%	0.974%	59.661%
120	Apple operating systems	Technical Skills	Business applications	6	85,778	2.967%	13,570	4.295%	1.327%	44.721%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,456	0.189%	247	0.078%	-0.111%	-58.586%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	52,273	1.808%	14,478	4.582%	2.774%	153.372%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	146	0.005%	29	0.009%	0.004%	81.708%
1265	Backup & Recovery	Technical Skills	Technical applications	16	231,010	7.992%	20,454	6.473%	-1.519%	-19.002%
1386	Biometric	Technical Skills	Information mgmt	2	7,220	0.250%	1,078	0.341%	0.091%	36.587%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,330	0.842%	1,008	0.319%	-0.523%	-62.099%
336	Borland Delphi	Technical Skills	Business applications	1	5,184	0.179%	492	0.156%	-0.024%	-13.178%
337	Borland JBuilder	Technical Skills	Business applications	1	3,786	0.131%	36	0.011%	-0.120%	-91.301%
338	Borland Paradox	Technical Skills	Business applications	1	248	0.009%	12	0.004%	-0.005%	-55.735%
72	Business Continuity Planning	Technical Skills	Hardware	2	32,399	1.121%	3,016	0.954%	-0.166%	-14.842%
352	Cadence Opus	Technical Skills	Business applications	1	1,299	0.045%	90	0.028%	-0.016%	-36.619%
868	Calculators	Technical Skills	Hardware	1	1,898	0.066%	296	0.094%	0.028%	42.667%
39	CASE Tools	Technical Skills	Software development	1	115,366	3.991%	10,228	3.237%	-0.754%	-18.896%
367	Categorization or classification software	Technical Skills	Business applications	1	14,076	0.487%	1,477	0.467%	-0.020%	-4.009%
112	Certification	Technical Skills	Misc	3	469,843	16.254%	47,750	15.112%	-1.142%	-7.029%
78	Cisco	Technical Skills	Hardware	1	142,352	4.925%	16,212	5.131%	0.206%	4.184%
1009	Cisco Systems IOS	Technical Skills	Network	1	64,002	2.214%	16,335	5.170%	2.955%	133.482%
40	Client-Server	Technical Skills	Software development	1	62,461	2.161%	3,945	1.249%	-0.912%	-42.222%
1011	Cluster server software	Technical Skills	Network	8	52,524	1.817%	6,157	1.949%	0.131%	7.236%
1147	CMAKE	Technical Skills	Software development	1	642	0.022%	354	0.112%	0.090%	404.425%
1151	Compatibility testing	Technical Skills	Software development	1	1,715	0.059%	536	0.170%	0.110%	185.910%
1152	Compilers	Technical Skills	Software development	5	30,024	1.039%	2,447	0.774%	-0.264%	-25.442%
1255	Compliance software	Technical Skills	Technical applications	3	12,669	0.438%	1,500	0.475%	0.036%	8.312%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	23,425	0.810%	2,087	0.660%	-0.150%	-18.497%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,221	0.146%	496	0.157%	0.011%	7.497%
875	Computer diagnostics	Technical Skills	Hardware	5	126,928	4.391%	13,130	4.155%	-0.236%	-5.369%
1107	Computer forensics	Technical Skills	Security	1	6,842	0.237%	403	0.128%	-0.109%	-46.117%
1266	Computer Hardware	Technical Skills	Hardware	15	62,345	2.157%	5,656	1.790%	-0.367%	-17.008%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,222	0.077%	166	0.053%	-0.024%	-31.657%
1015	Computer servers	Technical Skills	Network	6	296,245	10.249%	26,545	8.401%	-1.848%	-18.029%
1267	Computer Utilities	Technical Skills	Misc	1	2,166	0.075%	323	0.102%	0.027%	36.418%
59	Content Manager	Technical Skills	Business applications	1	2,379	0.082%	166	0.053%	-0.030%	-36.168%
1396	Continuous Improvement	Technical Skills	Software development	1	46,822	1.620%	7,183	2.273%	0.653%	40.341%
878	Controllers	Technical Skills	Hardware	3	18,882	0.653%	2,720	0.861%	0.208%	31.780%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,699	0.093%	322	0.102%	0.009%	9.139%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,949	0.413%	904	0.286%	-0.127%	-30.791%
53	Customer Relationship Management	Technical Skills	Business applications	9	141,453	4.894%	13,401	4.241%	-0.652%	-13.333%
1368	Cyber Security	Technical Skills	Information mgmt	3	46,893	1.622%	8,015	2.537%	0.914%	56.359%
953	Data acquisition systems	Technical Skills	Information mgmt	1	15,241	0.527%	1,592	0.504%	-0.023%	-4.444%
955	Data compression software	Technical Skills	Information mgmt	1	11,324	0.392%	1,015	0.321%	-0.071%	-18.004%
956	Data conversion software	Technical Skills	Information mgmt	1	12,716	0.440%	1,191	0.377%	-0.063%	-14.318%
958	Data dictionary	Technical Skills	Information mgmt	1	8,528	0.295%	689	0.218%	-0.077%	-26.091%
959	Data entry	Technical Skills	Information mgmt	1	11,260	0.390%	798	0.253%	-0.137%	-35.168%
962	Data mapping	Technical Skills	Information mgmt	1	15,175	0.525%	1,788	0.566%	0.041%	7.787%
67	Data Mining	Technical Skills	Information mgmt	5	55,395	1.916%	8,959	2.835%	0.919%	47.951%
963	Data modeling	Technical Skills	Information mgmt	1	104,909	3.629%	11,152	3.529%	-0.100%	-2.755%
68	Data Warehousing	Technical Skills	Information mgmt	2	153,537	5.312%	15,301	4.842%	-0.469%	-8.834%
69	Database Administration	Technical Skills	Information mgmt	12	198,370	6.863%	20,504	6.489%	-0.374%	-5.444%
969	Database design software	Technical Skills	Information mgmt	15	170,190	5.888%	15,563	4.925%	-0.962%	-16.346%
1268	Database Reporting	Technical Skills	Information mgmt	3	46,719	1.616%	2,393	0.757%	-0.859%	-53.143%
1269	Database Security	Technical Skills	Information mgmt	2	534	0.018%	60	0.019%	0.001%	2.787%
1373	Database Security	Technical Skills	Information mgmt	1	584	0.020%	67	0.021%	0.001%	4.952%
1270	Database Servers	Technical Skills	Information mgmt	3	40,638	1.406%	2,163	0.685%	-0.721%	-51.309%
1271	Database Testing	Technical Skills	Information mgmt	1	2,865	0.099%	387	0.122%	0.023%	23.570%
1160	Debugging	Technical Skills	Software development	7	230,053	7.959%	26,803	8.483%	0.524%	6.582%
1385	Decryption	Technical Skills	Information mgmt	1	879	0.030%	95	0.030%	-0.000%	-1.130%
418	Desktop publishing software	Technical Skills	Business applications	13	36,072	1.248%	2,792	0.884%	-0.364%	-29.193%
1272	Development Environment	Technical Skills	Software development	13	155,338	5.374%	17,646	5.585%	0.211%	3.919%
1273	Digital Imaging	Technical Skills	Hardware	1	813	0.028%	9	0.003%	-0.025%	-89.873%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	9,821	0.340%	950	0.301%	-0.039%	-11.510%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,456	0.293%	491	0.155%	-0.137%	-46.882%
1307	Doctor of Philosophy	Technical Skills	Misc	3	118,458	4.098%	12,278	3.886%	-0.212%	-5.182%
973	Document management software	Technical Skills	Information mgmt	4	23,105	0.799%	1,727	0.547%	-0.253%	-31.622%
1020	Domain name system (DNS)	Technical Skills	Network	3	100,682	3.483%	11,402	3.608%	0.125%	3.599%
61	Dreamweaver	Technical Skills	Software development	1	14,349	0.496%	482	0.153%	-0.344%	-69.271%
54	DSS/GDSS	Technical Skills	Business applications	5	33,165	1.147%	2,281	0.722%	-0.425%	-37.082%
425	Dynamic modeling software	Technical Skills	Business applications	1	97	0.003%	4	0.001%	-0.002%	-62.276%
62	Eclipse	Technical Skills	Software development	1	68,733	2.378%	7,100	2.247%	-0.131%	-5.502%
1308	Electronic Commerce	Technical Skills	Business applications	2	141,203	4.885%	13,342	4.222%	-0.662%	-13.562%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	25,601	0.886%	2,531	0.801%	-0.085%	-9.559%
1023	Electronic mail software	Technical Skills	Network	8	43,808	1.516%	3,476	1.100%	-0.415%	-27.414%
1384	Encryption	Technical Skills	Information mgmt	1	172	0.006%	17	0.005%	-0.001%	-9.583%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	132,462	4.583%	10,842	3.431%	-1.151%	-25.123%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	132,120	4.571%	10,373	3.283%	-1.288%	-28.177%
1321	Environmental Certification	Technical Skills	Environmental	1	155	0.005%	14	0.004%	-0.001%	-17.373%
1328	Environmental Cleanup	Technical Skills	Environmental	1	439	0.015%	142	0.045%	0.030%	195.905%
1329	Environmental Energy	Technical Skills	Environmental	21	7,914	0.274%	1,240	0.392%	0.119%	43.335%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	8,496	0.294%	830	0.263%	-0.031%	-10.630%
1327	Environmental Pollution	Technical Skills	Environmental	16	5,806	0.201%	596	0.189%	-0.012%	-6.093%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	3,699	0.128%	455	0.144%	0.016%	12.527%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,446	0.050%	82	0.026%	-0.024%	-48.123%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	5,036	0.174%	470	0.149%	-0.025%	-14.623%
1331	Environmental Science	Technical Skills	Environmental	2	364	0.013%	48	0.015%	0.003%	20.634%
1322	Environmental Technology	Technical Skills	Environmental	2	379	0.013%	14	0.004%	-0.009%	-66.208%
461	Expert system software	Technical Skills	Business applications	1	1,077	0.037%	87	0.028%	-0.010%	-26.102%
1359	Facebook	Technical Skills	Social Networking	1	430,797	14.903%	84,150	26.632%	11.728%	78.694%
463	Facilities management software	Technical Skills	Business applications	4	4,881	0.169%	198	0.063%	-0.106%	-62.891%
468	Flight control software	Technical Skills	Business applications	1	958	0.033%	48	0.015%	-0.018%	-54.164%
469	Flowchart software	Technical Skills	Business applications	5	8,816	0.305%	1,009	0.319%	0.014%	4.700%
1367	Forensic	Technical Skills	Information mgmt	2	22,383	0.774%	2,929	0.927%	0.153%	19.710%
1112	Fraud Detection	Technical Skills	Security	1	14,180	0.491%	2,537	0.803%	0.312%	63.671%
63	FrontPage	Technical Skills	Software development	1	2,446	0.085%	36	0.011%	-0.073%	-86.536%
475	Fund accounting software	Technical Skills	Business applications	1	657	0.023%	76	0.024%	0.001%	5.822%
1260	Gaming	Technical Skills	Misc	2	65,442	2.264%	10,831	3.428%	1.164%	51.405%
113	Generic databases	Technical Skills	Information mgmt	2	480,518	16.624%	55,300	17.501%	0.878%	5.279%
1365	Google Apps	Technical Skills	Business applications	4	11,398	0.394%	1,243	0.393%	-0.001%	-0.237%
1364	Google Plus	Technical Skills	Social Networking	1	1,307	0.045%	2	0.001%	-0.045%	-98.600%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	142,002	4.913%	13,485	4.268%	-0.645%	-13.127%
484	Graphic software	Technical Skills	Business applications	16	214,864	7.433%	21,233	6.720%	-0.713%	-9.598%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	62,846	2.174%	3,966	1.255%	-0.919%	-42.270%
1323	Green IT	Technical Skills	Environmental	9	6,806	0.235%	824	0.261%	0.025%	10.755%
893	Guidance systems	Technical Skills	Hardware	1	139	0.005%	6	0.002%	-0.003%	-60.512%
1371	Hacking	Technical Skills	Information mgmt	5	13,988	0.484%	2,544	0.805%	0.321%	66.376%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	883	0.031%	54	0.017%	-0.013%	-44.055%
1277	Hardware Design	Technical Skills	Hardware	19	23,359	0.808%	2,504	0.792%	-0.016%	-1.936%
1278	Hardware Testing	Technical Skills	Hardware	4	8,158	0.282%	624	0.197%	-0.085%	-30.027%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	809	0.028%	28	0.009%	-0.019%	-68.338%
492	Helpdesk or call center	Technical Skills	Business applications	2	100,181	3.466%	7,958	2.519%	-0.947%	-27.331%
1377	Homeland Security	Technical Skills	Information mgmt	1	52,250	1.808%	1,898	0.601%	-1.207%	-66.769%
114	IBM databases	Technical Skills	Information mgmt	2	81,654	2.825%	6,326	2.002%	-0.823%	-29.127%
121	IBM operating systems	Technical Skills	Business applications	4	58,625	2.028%	3,123	0.988%	-1.040%	-51.268%
898	Image capture devices	Technical Skills	Hardware	8	13,077	0.452%	1,240	0.392%	-0.060%	-13.256%
524	Industrial control software	Technical Skills	Business applications	3	11,171	0.386%	1,015	0.321%	-0.065%	-16.881%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	44,785	1.549%	4,645	1.470%	-0.079%	-5.119%
1375	Information Security	Technical Skills	Information mgmt	3	108,878	3.767%	14,500	4.589%	0.822%	21.830%
899	Infrared	Technical Skills	Hardware	1	2,234	0.077%	146	0.046%	-0.031%	-40.214%
1180	Installation	Technical Skills	Software development	1	245,109	8.480%	19,752	6.251%	-2.229%	-26.281%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,127	0.039%	70	0.022%	-0.017%	-43.180%
536	Internet browser software	Technical Skills	Business applications	4	16,991	0.588%	977	0.309%	-0.279%	-47.398%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	32,181	1.113%	3,471	1.098%	-0.015%	-1.330%
541	Inventory management software	Technical Skills	Business applications	3	12,769	0.442%	1,162	0.368%	-0.074%	-16.751%
1414	ISO 9000	Technical Skills	Software development	1	4,775	0.165%	118	0.037%	-0.128%	-77.393%
73	IT Architecture/Standards	Technical Skills	Hardware	2	19,862	0.687%	1,853	0.586%	-0.101%	-14.655%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,133	0.039%	85	0.027%	-0.012%	-31.370%
1035	Kernel	Technical Skills	Network	1	34,755	1.202%	3,053	0.966%	-0.236%	-19.640%
907	Lasers	Technical Skills	Hardware	1	750	0.026%	69	0.022%	-0.004%	-15.838%
1038	License management software	Technical Skills	Network	1	1,854	0.064%	182	0.058%	-0.007%	-10.197%
1361	LinkedIn	Technical Skills	Social Networking	1	25,732	0.890%	4,653	1.473%	0.582%	65.420%
908	Mainframe computers	Technical Skills	Hardware	2	64,725	2.239%	4,365	1.381%	-0.858%	-38.306%
124	Mainframe operating systems	Technical Skills	Business applications	8	37,974	1.314%	2,481	0.785%	-0.529%	-40.232%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	67,200	2.325%	5,220	1.652%	-0.673%	-28.939%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	11,916	0.412%	852	0.270%	-0.143%	-34.591%
1281	Medical software	Technical Skills	Business applications	9	16,232	0.562%	2,451	0.776%	0.214%	38.134%
115	Microsoft databases	Technical Skills	Information mgmt	5	462,222	15.991%	45,931	14.536%	-1.454%	-9.096%
119	Microsoft operating systems	Technical Skills	Business applications	4	632,204	21.871%	52,332	16.562%	-5.309%	-24.275%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	19,135	0.662%	3,519	1.114%	0.452%	68.236%
625	Multimedia	Technical Skills	Business applications	1	26,608	0.921%	1,405	0.445%	-0.476%	-51.695%
1362	MySpace	Technical Skills	Social Networking	1	3,688	0.128%	7	0.002%	-0.125%	-98.264%
74	Network administration	Technical Skills	Hardware	17	306,482	10.603%	29,593	9.365%	-1.237%	-11.669%
1282	Network Administration software	Technical Skills	Network	18	150,676	5.213%	16,232	5.137%	-0.076%	-1.450%
1283	Network Hardware	Technical Skills	Network	11	115,055	3.980%	10,434	3.302%	-0.678%	-17.039%
1284	Network Monitoring software	Technical Skills	Network	15	81,562	2.822%	10,025	3.173%	0.351%	12.441%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,815	0.097%	266	0.084%	-0.013%	-13.557%
1122	Network security	Technical Skills	Security	1	95,793	3.314%	9,324	2.951%	-0.363%	-10.958%
1369	Network Security	Technical Skills	Information mgmt	1	19,863	0.687%	2,360	0.747%	0.060%	8.691%
1285	Network Security software	Technical Skills	Security	35	209,000	7.230%	26,891	8.510%	1.280%	17.703%
1286	Network software	Technical Skills	Network	6	53,293	1.844%	5,004	1.584%	-0.260%	-14.104%
1287	Network Testing	Technical Skills	Network	11	47,822	1.654%	4,943	1.564%	-0.090%	-5.444%
1065	Novell network software	Technical Skills	Network	2	4,185	0.145%	44	0.014%	-0.131%	-90.382%
643	Oberon	Technical Skills	Business applications	1	413	0.014%	69	0.022%	0.008%	52.837%
1413	Object Oriented Design	Technical Skills	Software development	2	94,692	3.276%	9,961	3.152%	-0.123%	-3.768%
41	Object Oriented Programming	Technical Skills	Software development	5	429,856	14.871%	50,177	15.880%	1.009%	6.785%
1288	Office Applications	Technical Skills	Business applications	13	359,584	12.440%	30,563	9.672%	-2.767%	-22.246%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	36,704	1.270%	2,389	0.756%	-0.514%	-40.457%
116	Open-source databases	Technical Skills	Information mgmt	4	193,543	6.696%	32,346	10.237%	3.541%	52.887%
118	Open-source operating systems	Technical Skills	Business applications	8	538,955	18.645%	68,468	21.669%	3.023%	16.215%
56	Operating Systems	Technical Skills	Business applications	3	284,283	9.835%	25,693	8.131%	-1.704%	-17.322%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,721	0.060%	237	0.075%	0.015%	25.978%
117	Oracle databases	Technical Skills	Information mgmt	1	527,759	18.258%	40,648	12.864%	-5.394%	-29.542%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,171	0.110%	60	0.019%	-0.091%	-82.691%
1376	Penetration Testing	Technical Skills	Information mgmt	5	71,596	2.477%	11,026	3.489%	1.013%	40.883%
1289	Physical Tools	Technical Skills	Hardware	1	157	0.005%	9	0.003%	-0.003%	-47.559%
683	Point of sale (POS)	Technical Skills	Business applications	3	16,915	0.585%	1,820	0.576%	-0.009%	-1.570%
931	Printers	Technical Skills	Hardware	3	24,198	0.837%	2,360	0.747%	-0.090%	-10.780%
43	Programming	Technical Skills	Software development	1	860,010	29.752%	90,986	28.795%	-0.957%	-3.217%
700	Provisioning	Technical Skills	Business applications	1	42,670	1.476%	6,261	1.981%	0.505%	34.230%
1405	Rapid Application Development	Technical Skills	Software development	2	17,652	0.611%	1,161	0.367%	-0.243%	-39.832%
1258	Rate Control	Technical Skills	Technical applications	1	184	0.006%	10	0.003%	-0.003%	-50.282%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,155	1.355%	1,432	0.453%	-0.901%	-66.543%
1077	Remote control software	Technical Skills	Network	2	2,737	0.095%	220	0.070%	-0.025%	-26.468%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,951	0.067%	175	0.055%	-0.012%	-17.944%
1379	Risk Analysis	Technical Skills	Information mgmt	1	17,525	0.606%	1,820	0.576%	-0.030%	-4.996%
1262	Robotics	Technical Skills	Hardware	3	12,483	0.432%	2,238	0.708%	0.276%	64.010%
1318	RSA	Technical Skills	Security	1	13,933	0.482%	1,234	0.391%	-0.091%	-18.979%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	94,221	3.260%	20,336	6.436%	3.176%	97.445%
44	SDLC	Technical Skills	Software development	7	399,631	13.825%	46,375	14.677%	0.851%	6.158%
1132	Secure shell (SSH)	Technical Skills	Security	1	313	0.011%	30	0.009%	-0.001%	-12.319%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	41,778	1.445%	5,653	1.789%	0.344%	23.783%
76	Security	Technical Skills	Hardware	4	2,060,895	71.297%	314,449	99.516%	28.219%	39.580%
1382	Security Audit	Technical Skills	Information mgmt	1	2,978	0.103%	292	0.092%	-0.011%	-10.301%
1315	Security Clearance	Technical Skills	Misc	2	212,304	7.345%	13,552	4.289%	-3.056%	-41.605%
1381	Security Plan	Technical Skills	Information mgmt	1	2,007	0.069%	275	0.087%	0.018%	25.347%
1380	Security Policy	Technical Skills	Information mgmt	2	43,355	1.500%	5,746	1.818%	0.319%	21.242%
1135	Security testing software	Technical Skills	Security	1	8,244	0.285%	1,355	0.429%	0.144%	50.359%
60	Sharepoint Server	Technical Skills	Business applications	1	11,360	0.393%	527	0.167%	-0.226%	-57.561%
1084	Signal generators	Technical Skills	Network	1	581	0.020%	68	0.022%	0.001%	7.068%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	29,560	1.023%	2,488	0.787%	-0.235%	-23.003%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	130,374	4.510%	18,458	5.842%	1.331%	29.516%
1220	Simulation software	Technical Skills	Software development	5	47,657	1.649%	3,653	1.156%	-0.493%	-29.879%
1366	Social Network	Technical Skills	Social Networking	1	11,100	0.384%	3,563	1.128%	0.744%	193.644%
1358	Social Networking	Technical Skills	Social Networking	1	18,007	0.623%	582	0.184%	-0.439%	-70.433%
42	Software Development	Technical Skills	Software development	2	796,326	27.549%	83,748	26.504%	-1.045%	-3.792%
1291	Software Development software	Technical Skills	Software development	3	5,884	0.204%	369	0.117%	-0.087%	-42.630%
1309	Software Engineering	Technical Skills	Software development	1	470,382	16.273%	56,892	18.005%	1.732%	10.644%
1292	Software Installation	Technical Skills	Software development	4	352,318	12.188%	44,587	14.111%	1.922%	15.771%
1223	Software libraries	Technical Skills	Software development	1	1,077	0.037%	117	0.037%	-0.000%	-0.620%
1293	Software Maintenance	Technical Skills	Software development	1	25,388	0.878%	2,745	0.869%	-0.010%	-1.090%
1294	Software Testing	Technical Skills	Software development	14	355,406	12.295%	39,963	12.647%	0.352%	2.864%
1225	Source code management (SCM)	Technical Skills	Software development	5	126,305	4.370%	16,136	5.107%	0.737%	16.870%
1229	Static analysis software	Technical Skills	Software development	1	2,956	0.102%	504	0.160%	0.057%	55.975%
772	Statistical analysis software	Technical Skills	Business applications	26	213,694	7.393%	26,447	8.370%	0.977%	13.217%
774	Statistical software	Technical Skills	Business applications	1	99,711	3.450%	12,219	3.867%	0.418%	12.104%
1230	Stress testing software	Technical Skills	Software development	1	8,450	0.292%	752	0.238%	-0.054%	-18.588%
122	Sun operating systems	Technical Skills	Business applications	3	132,815	4.595%	5,048	1.598%	-2.997%	-65.230%
939	Surveillance systems	Technical Skills	Hardware	5	24,566	0.850%	2,170	0.687%	-0.163%	-19.192%
791	Symantec software	Technical Skills	Business applications	1	22,846	0.790%	1,762	0.558%	-0.233%	-29.446%
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%	17,936	5.676%	-1.255%	-18.110%
45	System Testing	Technical Skills	Software development	5	68,058	2.354%	6,543	2.071%	-0.284%	-12.052%
46	Systems Analysis	Technical Skills	Software development	8	253,361	8.765%	21,310	6.744%	-2.021%	-23.057%
47	Systems Design	Technical Skills	Software development	1	44,004	1.522%	3,287	1.040%	-0.482%	-31.666%
1233	Systems Evaluation	Technical Skills	Software development	1	257	0.009%	35	0.011%	0.002%	24.584%
1234	Systems integration	Technical Skills	Software development	8	149,046	5.156%	7,331	2.320%	-2.836%	-55.004%
75	TCP/IP	Technical Skills	Hardware	3	182,891	6.327%	15,969	5.054%	-1.273%	-20.125%
1235	Technology Design	Technical Skills	Software development	1	2,596	0.090%	180	0.057%	-0.033%	-36.570%
1236	Templates	Technical Skills	Software development	1	45,882	1.587%	5,068	1.604%	0.017%	1.047%
1239	Test implementation	Technical Skills	Software development	1	1,175	0.041%	155	0.049%	0.008%	20.676%
1302	Testing	Technical Skills	Software development	1	963,731	33.340%	107,959	34.167%	0.826%	2.478%
1297	Training software	Technical Skills	Business applications	3	2,383	0.082%	69	0.022%	-0.061%	-73.512%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,175	0.144%	320	0.101%	-0.043%	-29.883%
1360	Twitter	Technical Skills	Social Networking	1	36,363	1.258%	3,593	1.137%	-0.121%	-9.609%
1411	Unified Process	Technical Skills	Software development	1	8,724	0.302%	245	0.078%	-0.224%	-74.309%
123	UNIX operating systems	Technical Skills	Business applications	5	499,700	17.287%	35,983	11.388%	-5.899%	-34.126%
1298	UNIX Shells	Technical Skills	Business applications	4	115,342	3.990%	11,757	3.721%	-0.269%	-6.753%
1410	Use Case	Technical Skills	Software development	1	22,349	0.773%	2,012	0.637%	-0.136%	-17.643%
48	User-Interface Design	Technical Skills	Software development	2	206,981	7.161%	29,744	9.413%	2.253%	31.461%
836	Video creation and editing software	Technical Skills	Business applications	3	13,073	0.452%	1,426	0.451%	-0.001%	-0.213%
64	Visual Studio	Technical Skills	Software development	1	117,220	4.055%	12,862	4.071%	0.015%	0.377%
843	Voice dictation & recognition	Technical Skills	Business applications	2	3,749	0.130%	526	0.166%	0.037%	28.351%
77	Voice/Data Telecom	Technical Skills	Hardware	10	216,546	7.491%	15,540	4.918%	-2.573%	-34.351%
1299	Web Application Server	Technical Skills	Business applications	8	150,810	5.217%	9,979	3.158%	-2.059%	-39.468%
1248	Web platform development software	Technical Skills	Software development	5	9,668	0.334%	247	0.078%	-0.256%	-76.628%
65	web programmer	Technical Skills	Software development	4	36,673	1.269%	2,188	0.692%	-0.576%	-45.421%
58	Web servers	Technical Skills	Business applications	6	240,772	8.330%	23,104	7.312%	-1.018%	-12.217%
49	Web-based Application Development	Technical Skills	Software development	2	174,569	6.039%	17,610	5.573%	-0.466%	-7.717%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,802	0.720%	1,061	0.336%	-0.384%	-53.341%
1102	Wireless	Technical Skills	Network	5	128,314	4.439%	11,552	3.656%	-0.783%	-17.641%
1363	YouTube	Technical Skills	Social Networking	2	6,190	0.214%	735	0.233%	0.018%	8.624%
79	.NET	Programming Skills	Current	1	372,227	12.877%	39,341	12.451%	-0.427%	-3.314%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	95	0.003%	7	0.002%	-0.001%	-32.593%
209	A programming language (APL)	Programming Skills	Legacy	2	4,500	0.156%	295	0.093%	-0.062%	-40.030%
99	Ada	Programming Skills	Legacy	1	9,884	0.342%	559	0.177%	-0.165%	-48.262%
80	AJAX	Programming Skills	Current	1	205,904	7.123%	16,883	5.343%	-1.780%	-24.991%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	72	0.002%	20	0.006%	0.004%	154.112%
192	Apple AppleScript	Programming Skills	Current	1	533	0.018%	127	0.040%	0.022%	117.974%
81	ASP	Programming Skills	Current	2	255,445	8.837%	24,062	7.615%	-1.222%	-13.829%
108	Assembly	Programming Skills	Legacy	2	9,337	0.323%	303	0.096%	-0.227%	-70.313%
211	AWK	Programming Skills	Legacy	1	7,354	0.254%	672	0.213%	-0.042%	-16.406%
212	B	Programming Skills	Legacy	1	36,320	1.256%	4,068	1.287%	0.031%	2.462%
83	C#	Programming Skills	Current	2	370,246	12.809%	48,291	15.283%	2.474%	19.317%
82	C/C++	Programming Skills	Current	3	545,216	18.862%	53,352	16.885%	-1.977%	-10.482%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	284,668	9.848%	50,773	16.068%	6.220%	63.163%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	868	0.030%	128	0.041%	0.010%	34.902%
84	CGI	Programming Skills	Current	2	23,123	0.800%	3,495	1.106%	0.306%	38.271%
217	Clipper	Programming Skills	Legacy	1	553	0.019%	26	0.008%	-0.011%	-56.989%
218	CLU	Programming Skills	Legacy	1	182	0.006%	4	0.001%	-0.005%	-79.894%
100	Cobol	Programming Skills	Legacy	1	24,380	0.843%	1,847	0.585%	-0.259%	-30.696%
85	ColdFusion	Programming Skills	Current	2	20,509	0.710%	967	0.306%	-0.403%	-56.867%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	386	0.013%	12	0.004%	-0.010%	-71.560%
195	Component object model (COM)	Programming Skills	Current	1	528	0.018%	7	0.002%	-0.016%	-87.872%
125	Database programming	Programming Skills	Current	3	84,130	2.910%	6,039	1.911%	-0.999%	-34.334%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,273	0.182%	101	0.032%	-0.150%	-82.478%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	20,980	0.726%	1,703	0.539%	-0.187%	-25.743%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,329	0.184%	628	0.199%	0.014%	7.806%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,461	1.261%	1,672	0.529%	-0.732%	-58.050%
109	Forth	Programming Skills	Legacy	1	7,684	0.266%	728	0.230%	-0.035%	-13.329%
102	Fortran	Programming Skills	Legacy	1	5,340	0.185%	378	0.120%	-0.065%	-35.244%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	590,909	20.443%	62,151	19.669%	-0.773%	-3.782%
222	J	Programming Skills	Legacy	1	10,525	0.364%	636	0.201%	-0.163%	-44.721%
87	Java/J2EE/J2P	Programming Skills	Current	4	780,479	27.001%	95,789	30.315%	3.314%	12.275%
97	JavaScript	Programming Skills	Current	3	458,668	15.868%	76,043	24.066%	8.198%	51.666%
89	JavaServer Faces	Programming Skills	Current	3	31,005	1.073%	2,253	0.713%	-0.360%	-33.525%
88	JavaServer Pages	Programming Skills	Current	3	131,005	4.532%	7,576	2.398%	-2.134%	-47.097%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,118	0.488%	1,176	0.372%	-0.116%	-23.799%
126	LAMP	Programming Skills	Current	1	37,005	1.280%	4,634	1.467%	0.186%	14.558%
104	Lisp	Programming Skills	Legacy	1	2,265	0.078%	174	0.055%	-0.023%	-29.724%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,899	0.066%	346	0.110%	0.044%	66.678%
201	Microsoft ActiveX	Programming Skills	Current	1	5,041	0.174%	83	0.026%	-0.148%	-84.938%
107	Pascal	Programming Skills	Legacy	1	1,563	0.054%	65	0.021%	-0.034%	-61.956%
90	Perl	Programming Skills	Current	1	253,255	8.761%	22,128	7.003%	-1.758%	-20.070%
91	PHP	Programming Skills	Current	1	147,299	5.096%	18,035	5.708%	0.612%	12.007%
103	PL/1	Programming Skills	Legacy	3	537	0.019%	28	0.009%	-0.010%	-52.301%
105	Prolog	Programming Skills	Legacy	1	1,494	0.052%	220	0.070%	0.018%	34.710%
95	Python	Programming Skills	Current	1	208,490	7.213%	52,343	16.565%	9.353%	129.669%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,176	1.528%	4,814	1.524%	-0.005%	-0.311%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,640	0.057%	182	0.058%	0.001%	1.521%
206	Scripting languages	Programming Skills	Current	1	74,689	2.584%	9,060	2.867%	0.283%	10.968%
101	Smalltalk	Programming Skills	Legacy	1	973	0.034%	17	0.005%	-0.028%	-84.017%
92	SQL	Programming Skills	Current	3	1,010,719	34.966%	112,399	35.572%	0.606%	1.733%
110	TCL	Programming Skills	Legacy	1	16,314	0.564%	773	0.245%	-0.320%	-56.654%
98	Unified Modeling Language	Programming Skills	Current	2	98,895	3.421%	4,965	1.571%	-1.850%	-54.072%
93	Visual Basic	Programming Skills	Current	6	217,366	7.520%	13,535	4.284%	-3.236%	-43.037%
207	Web service definition language (WSDL)	Programming Skills	Current	2	26,740	0.925%	2,126	0.673%	-0.252%	-27.267%
94	XML	Programming Skills	Current	2	423,371	14.647%	31,890	10.092%	-4.554%	-31.093%
1342	Computer Science	Majors	Computer Science	2	2,890,589	100.000%	315,979	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	773,014	26.742%	59,586	18.858%	-7.885%	-29.484%
1343	Management Information Systems	Majors	Management Information Systems	9	749,556	25.931%	67,699	21.425%	-4.506%	-17.376%

IT Degrees

Information Technology	2017-11-09	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%	599	0.566%	0.285%	101.205%
2	Attention to Details	Soft Skills	Problem-solving skills	1	3,724	0.264%	442	0.418%	0.154%	58.435%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	9,544	0.676%	1,352	1.278%	0.602%	89.097%
231	Cooperation	Soft Skills	Interpersonal skills	1	11,361	0.804%	871	0.823%	0.019%	2.339%
3	Creativity	Soft Skills	Problem-solving skills	3	38,297	2.712%	4,331	4.093%	1.382%	50.960%
4	Critical thinking	Soft Skills	Problem-solving skills	3	18,125	1.283%	3,262	3.083%	1.800%	140.240%
1300	Flexibility	Soft Skills	Work ethic	1	96,031	6.799%	4,351	4.112%	-2.687%	-39.519%
232	Independence	Soft Skills	Interpersonal skills	1	7,788	0.551%	674	0.637%	0.086%	15.524%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	176,269	12.480%	16,604	15.693%	3.212%	25.741%
256	Innovation	Soft Skills	Problem-solving skills	1	97,630	6.912%	12,597	11.906%	4.993%	72.236%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	169,768	12.020%	12,123	11.458%	-0.562%	-4.678%
1422	Internship	Soft Skills	Work ethic	3	49,107	3.477%	1,055	0.997%	-2.480%	-71.322%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	843	0.060%	66	0.062%	0.003%	4.509%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	97,658	6.914%	11,162	10.549%	3.635%	52.571%
10	Leadership	Soft Skills	Interpersonal skills	1	312,086	22.096%	28,404	26.845%	4.749%	21.491%
258	Learning	Soft Skills	Problem-solving skills	1	150,061	10.625%	7,824	7.395%	-3.230%	-30.401%
1	Learning Ability	Soft Skills	Problem-solving skills	3	20,437	1.447%	2,314	2.187%	0.740%	51.142%
236	Listening	Soft Skills	Language skills	1	51,161	3.622%	2,614	2.471%	-1.152%	-31.797%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,570	2.943%	4,811	4.547%	1.604%	54.488%
261	Memorization	Soft Skills	Problem-solving skills	1	77	0.005%	1	0.001%	-0.005%	-82.664%
18	Negotiation Skills	Soft Skills	Language skills	1	15,760	1.116%	1,124	1.062%	-0.054%	-4.797%
262	Optimization	Soft Skills	Problem-solving skills	1	58,597	4.149%	5,315	5.023%	0.875%	21.078%
19	Oral Communications	Soft Skills	Language skills	3	24,374	1.726%	2,330	2.202%	0.476%	27.605%
273	Persistence	Soft Skills	Work ethic	1	3,365	0.238%	355	0.336%	0.097%	40.826%
239	Persuasion	Soft Skills	Language skills	1	2,399	0.170%	259	0.245%	0.075%	44.115%
1301	Physical Skill	Soft Skills	Work ethic	2	1,355	0.096%	111	0.105%	0.009%	9.351%
240	Presentations	Soft Skills	Language skills	1	74,368	5.265%	6,192	5.852%	0.587%	11.143%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	202,983	14.372%	21,696	20.505%	6.134%	42.679%
20	Questioning skills	Soft Skills	Language skills	1	384	0.027%	47	0.044%	0.017%	63.383%
241	Reading Comprehension	Soft Skills	Language skills	1	480	0.034%	42	0.040%	0.006%	16.801%
6	Research skills	Soft Skills	Problem-solving skills	1	2,646	0.187%	151	0.143%	-0.045%	-23.823%
15	Responsibility	Soft Skills	Work ethic	2	138,470	9.804%	10,727	10.138%	0.334%	3.410%
234	Self Control	Soft Skills	Interpersonal skills	1	114	0.008%	14	0.013%	0.005%	63.931%
11	Self-esteem	Soft Skills	Interpersonal skills	1	43	0.003%	14	0.013%	0.010%	334.609%
16	Self-management	Soft Skills	Work ethic	1	1,255	0.089%	190	0.180%	0.091%	102.092%
250	Stress Tolerance	Soft Skills	Physical skills	1	228	0.016%	48	0.045%	0.029%	181.025%
12	Teamwork	Soft Skills	Interpersonal skills	1	60,617	4.292%	4,788	4.525%	0.233%	5.438%
17	Time Management	Soft Skills	Work ethic	2	46,592	3.299%	4,928	4.658%	1.359%	41.188%
268	Visualization	Soft Skills	Problem-solving skills	1	9,989	0.707%	2,198	2.077%	1.370%	193.728%
7	Working under pressure	Soft Skills	Problem-solving skills	1	880	0.062%	152	0.144%	0.081%	130.568%
21	Written Communications	Soft Skills	Language skills	4	207,153	14.667%	17,848	16.868%	2.202%	15.010%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	215,482	15.257%	6,973	6.590%	-8.666%	-56.804%
172	Account management	Business Skills	Management skills	1	14,899	1.055%	1,492	1.410%	0.355%	33.675%
22	Accounting	Business Skills	Business processes	4	303,763	21.507%	7,692	7.270%	-14.237%	-66.198%
1263	Accounting software	Business Skills	Business processes	7	41,214	2.918%	979	0.925%	-1.993%	-68.291%
174	Administration	Business Skills	Management skills	3	471,647	33.394%	26,854	25.380%	-8.013%	-23.997%
1313	Analyst	Business Skills	Project management	1	289,331	20.485%	26,088	24.656%	4.171%	20.361%
175	Application management	Business Skills	Management skills	5	95,999	6.797%	9,579	9.053%	2.256%	33.196%
150	Asset management	Business Skills	Business processes	1	21,874	1.549%	1,770	1.673%	0.124%	8.015%
151	Auditing	Business Skills	Business processes	5	122,529	8.675%	7,630	7.211%	-1.464%	-16.876%
1264	Auditing software	Business Skills	Business processes	1	135	0.010%	0	0.000%	-0.010%	-100.000%
152	Billing	Business Skills	Business processes	1	61,199	4.333%	1,761	1.664%	-2.669%	-61.589%
1314	Business Analyst	Business Skills	Project management	1	123,590	8.750%	9,920	9.376%	0.625%	7.144%
35	Business Intelligence	Business Skills	Strategy skills	1	62,585	4.431%	6,685	6.318%	1.887%	42.584%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,275	0.657%	1,198	1.132%	0.476%	72.418%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,477	1.875%	835	0.789%	-1.085%	-57.902%
36	Business Strategy	Business Skills	Strategy skills	3	308,198	21.821%	25,343	23.952%	2.131%	9.766%
182	Calendar and scheduling	Business Skills	Project management	3	60,471	4.281%	4,889	4.621%	0.339%	7.922%
156	Capacity planning	Business Skills	Business processes	1	25,855	1.831%	2,434	2.300%	0.470%	25.665%
28	Change Management	Business Skills	Management skills	1	64,591	4.573%	7,483	7.072%	2.499%	54.647%
183	Content workflow	Business Skills	Project management	1	50	0.004%	1	0.001%	-0.003%	-73.303%
24	Contracting and legal	Business Skills	Business processes	2	170,308	12.058%	9,457	8.938%	-3.120%	-25.876%
176	Coordination	Business Skills	Management skills	1	77,436	5.483%	7,204	6.809%	1.326%	24.185%
157	Cost accounting	Business Skills	Business processes	1	2,920	0.207%	98	0.093%	-0.114%	-55.200%
158	Cost estimation	Business Skills	Business processes	1	1,303	0.092%	119	0.112%	0.020%	21.911%
1312	Customer Support	Business Skills	Business processes	6	310,611	21.992%	23,286	22.008%	0.016%	0.073%
1339	Education	Business Skills	Industry Segment	1	15,523	1.099%	1,244	1.176%	0.077%	6.975%
1333	Energy	Business Skills	Industry Segment	1	68,451	4.846%	6,554	6.194%	1.348%	27.810%
1340	Entertainment	Business Skills	Industry Segment	1	165,545	11.721%	1,850	1.748%	-9.972%	-85.083%
1319	Environmental	Business Skills	Environmental	15	115,493	8.177%	3,045	2.878%	-5.299%	-64.806%
1320	Environmental Strategy	Business Skills	Environmental	7	4,796	0.340%	1,009	0.954%	0.614%	180.835%
161	Financial	Business Skills	Business processes	2	490,924	34.758%	26,559	25.101%	-9.657%	-27.783%
1275	Financial Analysis software	Business Skills	Business processes	6	2,382	0.169%	33	0.031%	-0.137%	-81.507%
1332	Health Care	Business Skills	Industry Segment	2	384,141	27.198%	19,737	18.654%	-8.544%	-31.415%
177	Human resources	Business Skills	Management skills	2	234,165	16.579%	3,898	3.684%	-12.895%	-77.779%
1336	Insurance	Business Skills	Industry Segment	1	8,697	0.616%	955	0.903%	0.287%	46.579%
1316	Managing/Supervision	Business Skills	Management skills	5	696,729	49.330%	41,975	39.671%	-9.659%	-19.580%
1334	Manufacturing	Business Skills	Industry Segment	2	197,696	13.997%	5,655	5.345%	-8.653%	-61.817%
26	Marketing	Business Skills	Business processes	1	288,821	20.449%	7,079	6.690%	-13.759%	-67.282%
185	Monitoring	Business Skills	Project management	1	154,337	10.927%	18,044	17.054%	6.126%	56.064%
179	Negotiation	Business Skills	Management skills	1	60,002	4.248%	4,779	4.517%	0.268%	6.319%
163	Operation and Control	Business Skills	Business processes	2	659	0.047%	71	0.067%	0.020%	43.818%
29	Outsourcing Management	Business Skills	Management skills	3	96,312	6.819%	4,213	3.982%	-2.837%	-41.608%
167	Procurement	Business Skills	Business processes	1	73,225	5.184%	2,627	2.483%	-2.702%	-52.111%
1290	Project Management software	Business Skills	Project management	2	49,162	3.481%	4,898	4.629%	1.148%	32.993%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	285,478	20.212%	25,412	24.017%	3.805%	18.824%
168	Quality	Business Skills	Business processes	1	418,156	29.606%	37,948	35.865%	6.259%	21.141%
1337	Real Estate	Business Skills	Industry Segment	2	166,520	11.790%	1,130	1.068%	-10.722%	-90.942%
1335	Retail	Business Skills	Industry Segment	2	409,047	28.961%	12,522	11.835%	-17.127%	-59.136%
34	Risk Management	Business Skills	Project management	1	51,381	3.638%	5,899	5.575%	1.937%	53.255%
169	Service Orientation	Business Skills	Business processes	1	11,404	0.807%	894	0.845%	0.038%	4.645%
27	Supply Chain Management	Business Skills	Business processes	3	77,159	5.463%	3,106	2.936%	-2.527%	-46.265%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,041	0.215%	165	0.156%	-0.059%	-27.572%
178	Teaching	Business Skills	Management skills	7	211,812	14.997%	3,134	2.962%	-12.035%	-80.249%
190	Timekeeping	Business Skills	Project management	3	75,584	5.352%	1,821	1.721%	-3.630%	-67.840%
1296	Timekeeping software	Business Skills	Project management	1	1,710	0.121%	171	0.162%	0.041%	33.487%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,430	0.101%	92	0.087%	-0.014%	-14.120%
180	Troubleshooting	Business Skills	Management skills	1	160,678	11.376%	18,923	17.884%	6.508%	57.207%
181	Verification	Business Skills	Management skills	1	45,740	3.238%	12,415	11.734%	8.495%	262.318%
1338	Waste Management	Business Skills	Industry Segment	1	1,288	0.091%	232	0.219%	0.128%	140.442%
191	Workflow	Business Skills	Project management	1	59,200	4.191%	6,101	5.766%	1.575%	37.568%
31	Working Globally	Business Skills	Management skills	3	9,299	0.658%	106	0.100%	-0.558%	-84.784%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,579	0.183%	181	0.171%	-0.012%	-6.316%
51	4GL	Technical Skills	Software development	3	1,503	0.106%	65	0.061%	-0.045%	-42.271%
987	Access servers & software	Technical Skills	Network	10	47,390	3.355%	4,989	4.715%	1.360%	40.529%
38	Agile Development Methods	Technical Skills	Software development	13	51,585	3.652%	10,996	10.393%	6.740%	184.545%
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%	52	0.049%	-0.032%	-39.218%
1352	Android	Technical Skills	Mobile Platforms	3	9,621	0.681%	2,441	2.307%	1.626%	238.678%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,916	0.631%	1,168	1.104%	0.473%	74.869%
120	Apple operating systems	Technical Skills	Business applications	6	26,634	1.886%	3,597	3.400%	1.514%	80.278%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,575	2.590%	18	0.017%	-2.573%	-99.343%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	19,062	1.350%	1,052	0.994%	-0.355%	-26.331%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	116,865	8.274%	9,965	9.418%	1.144%	13.823%
1386	Biometric	Technical Skills	Information mgmt	2	3,028	0.214%	948	0.896%	0.682%	317.918%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,043	0.782%	484	0.457%	-0.324%	-41.494%
336	Borland Delphi	Technical Skills	Business applications	1	1,426	0.101%	121	0.114%	0.013%	13.267%
337	Borland JBuilder	Technical Skills	Business applications	1	842	0.060%	3	0.003%	-0.057%	-95.244%
338	Borland Paradox	Technical Skills	Business applications	1	100	0.007%	4	0.004%	-0.003%	-46.605%
72	Business Continuity Planning	Technical Skills	Hardware	2	42,913	3.038%	2,011	1.901%	-1.138%	-37.445%
352	Cadence Opus	Technical Skills	Business applications	1	1,083	0.077%	24	0.023%	-0.054%	-70.418%
868	Calculators	Technical Skills	Hardware	1	704	0.050%	46	0.043%	-0.006%	-12.778%
39	CASE Tools	Technical Skills	Software development	1	102,054	7.226%	5,603	5.295%	-1.930%	-26.713%
367	Categorization or classification software	Technical Skills	Business applications	1	4,026	0.285%	370	0.350%	0.065%	22.678%
112	Certification	Technical Skills	Misc	3	329,069	23.299%	29,019	27.426%	4.128%	17.716%
78	Cisco	Technical Skills	Hardware	1	202,558	14.342%	7,536	7.122%	-7.219%	-50.337%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,103	0.999%	3,224	3.047%	2.049%	205.156%
40	Client-Server	Technical Skills	Software development	1	35,045	2.481%	1,458	1.378%	-1.103%	-44.465%
1011	Cluster server software	Technical Skills	Network	8	20,255	1.434%	2,046	1.934%	0.500%	34.838%
1147	CMAKE	Technical Skills	Software development	1	55	0.004%	25	0.024%	0.020%	506.759%
1151	Compatibility testing	Technical Skills	Software development	1	382	0.027%	90	0.085%	0.058%	214.498%
1152	Compilers	Technical Skills	Software development	5	10,304	0.730%	765	0.723%	-0.007%	-0.895%
1255	Compliance software	Technical Skills	Technical applications	3	10,335	0.732%	1,268	1.198%	0.467%	63.775%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	50,492	3.575%	1,152	1.089%	-2.486%	-69.544%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,564	0.182%	209	0.198%	0.016%	8.810%
875	Computer diagnostics	Technical Skills	Hardware	5	51,197	3.625%	5,254	4.966%	1.341%	36.989%
1107	Computer forensics	Technical Skills	Security	1	3,955	0.280%	248	0.234%	-0.046%	-16.296%
1266	Computer Hardware	Technical Skills	Hardware	15	34,346	2.432%	3,146	2.973%	0.542%	22.270%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,919	2.472%	56	0.053%	-2.419%	-97.859%
1015	Computer servers	Technical Skills	Network	6	116,947	8.280%	10,988	10.385%	2.105%	25.421%
1267	Computer Utilities	Technical Skills	Misc	1	294	0.021%	54	0.051%	0.030%	145.180%
59	Content Manager	Technical Skills	Business applications	1	1,464	0.104%	87	0.082%	-0.021%	-20.674%
1396	Continuous Improvement	Technical Skills	Software development	1	24,639	1.744%	3,322	3.140%	1.395%	79.976%
878	Controllers	Technical Skills	Hardware	3	7,554	0.535%	927	0.876%	0.341%	63.811%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,909	0.135%	161	0.152%	0.017%	12.579%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,797	0.410%	461	0.436%	0.025%	6.154%
53	Customer Relationship Management	Technical Skills	Business applications	9	106,567	7.545%	6,650	6.285%	-1.260%	-16.701%
1368	Cyber Security	Technical Skills	Information mgmt	3	21,100	1.494%	4,374	4.134%	2.640%	176.717%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,917	0.348%	441	0.417%	0.069%	19.723%
955	Data compression software	Technical Skills	Information mgmt	1	2,075	0.147%	153	0.145%	-0.002%	-1.573%
956	Data conversion software	Technical Skills	Information mgmt	1	6,725	0.476%	572	0.541%	0.064%	13.538%
958	Data dictionary	Technical Skills	Information mgmt	1	3,462	0.245%	314	0.297%	0.052%	21.071%
959	Data entry	Technical Skills	Information mgmt	1	176,111	12.469%	884	0.835%	-11.634%	-93.300%
962	Data mapping	Technical Skills	Information mgmt	1	6,853	0.485%	904	0.854%	0.369%	76.087%
67	Data Mining	Technical Skills	Information mgmt	5	51,012	3.612%	1,503	1.421%	-2.191%	-60.670%
963	Data modeling	Technical Skills	Information mgmt	1	34,867	2.469%	3,339	3.156%	0.687%	27.832%
68	Data Warehousing	Technical Skills	Information mgmt	2	58,996	4.177%	5,764	5.448%	1.271%	30.419%
69	Database Administration	Technical Skills	Information mgmt	12	79,655	5.640%	7,436	7.028%	1.388%	24.614%
969	Database design software	Technical Skills	Information mgmt	15	53,062	3.757%	5,038	4.761%	1.005%	26.740%
1268	Database Reporting	Technical Skills	Information mgmt	3	18,049	1.278%	1,122	1.060%	-0.217%	-17.019%
1269	Database Security	Technical Skills	Information mgmt	2	105	0.007%	17	0.016%	0.009%	116.122%
1373	Database Security	Technical Skills	Information mgmt	1	436	0.031%	54	0.051%	0.020%	65.328%
1270	Database Servers	Technical Skills	Information mgmt	3	13,435	0.951%	711	0.672%	-0.279%	-29.357%
1271	Database Testing	Technical Skills	Information mgmt	1	843	0.060%	207	0.196%	0.136%	227.779%
1160	Debugging	Technical Skills	Software development	7	63,272	4.480%	7,125	6.734%	2.254%	50.318%
1385	Decryption	Technical Skills	Information mgmt	1	524	0.037%	62	0.059%	0.021%	57.943%
418	Desktop publishing software	Technical Skills	Business applications	13	19,794	1.401%	1,068	1.009%	-0.392%	-27.976%
1272	Development Environment	Technical Skills	Software development	13	43,284	3.065%	3,655	3.454%	0.390%	12.719%
1273	Digital Imaging	Technical Skills	Hardware	1	292	0.021%	7	0.007%	-0.014%	-68.000%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,434	0.102%	134	0.127%	0.025%	24.737%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,292	0.233%	235	0.222%	-0.011%	-4.710%
1307	Doctor of Philosophy	Technical Skills	Misc	3	63,971	4.529%	1,311	1.239%	-3.290%	-72.644%
973	Document management software	Technical Skills	Information mgmt	4	13,489	0.955%	1,114	1.053%	0.098%	10.241%
1020	Domain name system (DNS)	Technical Skills	Network	3	39,546	2.800%	4,812	4.548%	1.748%	62.428%
61	Dreamweaver	Technical Skills	Software development	1	7,225	0.512%	221	0.209%	-0.303%	-59.169%
54	DSS/GDSS	Technical Skills	Business applications	5	18,536	1.312%	1,398	1.321%	0.009%	0.677%
425	Dynamic modeling software	Technical Skills	Business applications	1	47	0.003%	1	0.001%	-0.002%	-71.599%
62	Eclipse	Technical Skills	Software development	1	17,223	1.219%	1,788	1.690%	0.470%	38.579%
1308	Electronic Commerce	Technical Skills	Business applications	2	50,751	3.593%	3,062	2.894%	-0.699%	-19.462%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	11,984	0.848%	1,560	1.474%	0.626%	73.765%
1023	Electronic mail software	Technical Skills	Network	8	23,399	1.657%	1,983	1.874%	0.217%	13.127%
1384	Encryption	Technical Skills	Information mgmt	1	32	0.002%	4	0.004%	0.002%	66.859%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	77,445	5.483%	7,065	6.677%	1.194%	21.775%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	102,470	7.255%	4,800	4.537%	-2.719%	-37.471%
1321	Environmental Certification	Technical Skills	Environmental	1	123	0.009%	17	0.016%	0.007%	84.494%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,293	0.092%	194	0.183%	0.092%	100.282%
1329	Environmental Energy	Technical Skills	Environmental	21	4,595	0.325%	285	0.269%	-0.056%	-17.206%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,012	0.355%	571	0.540%	0.185%	52.077%
1327	Environmental Pollution	Technical Skills	Environmental	16	35,583	2.519%	341	0.322%	-2.197%	-87.208%
1324	Environmental Pollution Control	Technical Skills	Environmental	7	2,711	0.192%	408	0.386%	0.194%	100.895%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	638	0.045%	50	0.047%	0.002%	4.614%
1326	Environmental Product Stewardship	Technical Skills	Environmental	11	45,446	3.218%	450	0.425%	-2.792%	-86.782%
1331	Environmental Science	Technical Skills	Environmental	2	182	0.013%	21	0.020%	0.007%	54.023%
1322	Environmental Technology	Technical Skills	Environmental	2	210	0.015%	14	0.013%	-0.002%	-11.009%
461	Expert system software	Technical Skills	Business applications	1	469	0.033%	33	0.031%	-0.002%	-6.075%
1359	Facebook	Technical Skills	Social Networking	1	145,940	10.333%	26,898	25.422%	15.089%	146.028%
463	Facilities management software	Technical Skills	Business applications	4	8,071	0.571%	180	0.170%	-0.401%	-70.230%
468	Flight control software	Technical Skills	Business applications	1	121	0.009%	6	0.006%	-0.003%	-33.808%
469	Flowchart software	Technical Skills	Business applications	5	4,324	0.306%	604	0.571%	0.265%	86.462%
1367	Forensic	Technical Skills	Information mgmt	2	47,494	3.363%	1,919	1.814%	-1.549%	-46.064%
1112	Fraud Detection	Technical Skills	Security	1	5,738	0.406%	459	0.434%	0.028%	6.780%
63	FrontPage	Technical Skills	Software development	1	865	0.061%	25	0.024%	-0.038%	-61.420%
475	Fund accounting software	Technical Skills	Business applications	1	535	0.038%	46	0.043%	0.006%	14.774%
1260	Gaming	Technical Skills	Misc	2	23,548	1.667%	1,753	1.657%	-0.010%	-0.627%
113	Generic databases	Technical Skills	Information mgmt	2	152,154	10.773%	15,279	14.440%	3.668%	34.045%
1365	Google Apps	Technical Skills	Business applications	4	2,579	0.183%	279	0.264%	0.081%	44.408%
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%	6,008	5.678%	-1.905%	-25.118%
484	Graphic software	Technical Skills	Business applications	16	131,712	9.325%	9,498	8.977%	-0.349%	-3.740%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,422	1.021%	717	0.678%	-0.343%	-33.636%
1323	Green IT	Technical Skills	Environmental	9	3,397	0.241%	137	0.129%	-0.111%	-46.165%
893	Guidance systems	Technical Skills	Hardware	1	67	0.005%	1	0.001%	-0.004%	-80.077%
1371	Hacking	Technical Skills	Information mgmt	5	6,804	0.482%	754	0.713%	0.231%	47.927%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	103	0.007%	11	0.010%	0.003%	42.559%
1277	Hardware Design	Technical Skills	Hardware	19	6,102	0.432%	678	0.641%	0.209%	48.319%
1278	Hardware Testing	Technical Skills	Hardware	4	1,737	0.123%	69	0.065%	-0.058%	-46.974%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	633	0.045%	17	0.016%	-0.029%	-64.150%
492	Helpdesk or call center	Technical Skills	Business applications	2	141,924	10.049%	6,262	5.918%	-4.130%	-41.103%
1377	Homeland Security	Technical Skills	Information mgmt	1	56,225	3.981%	1,189	1.124%	-2.857%	-71.771%
114	IBM databases	Technical Skills	Information mgmt	2	30,195	2.138%	2,660	2.514%	0.376%	17.594%
121	IBM operating systems	Technical Skills	Business applications	4	29,841	2.113%	1,476	1.395%	-0.718%	-33.974%
898	Image capture devices	Technical Skills	Hardware	8	6,246	0.442%	687	0.649%	0.207%	46.823%
524	Industrial control software	Technical Skills	Business applications	3	4,637	0.328%	582	0.550%	0.222%	67.542%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	15,004	1.062%	1,397	1.320%	0.258%	24.288%
1375	Information Security	Technical Skills	Information mgmt	3	68,274	4.834%	8,964	8.472%	3.638%	75.261%
899	Infrared	Technical Skills	Hardware	1	2,956	0.209%	52	0.049%	-0.160%	-76.518%
1180	Installation	Technical Skills	Software development	1	118,791	8.411%	9,566	9.041%	0.630%	7.494%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	172	0.012%	15	0.014%	0.002%	16.413%
536	Internet browser software	Technical Skills	Business applications	4	6,788	0.481%	493	0.466%	-0.015%	-3.051%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	17,567	1.244%	1,906	1.801%	0.558%	44.832%
541	Inventory management software	Technical Skills	Business applications	3	6,544	0.463%	558	0.527%	0.064%	13.823%
1414	ISO 9000	Technical Skills	Software development	1	1,573	0.111%	67	0.063%	-0.048%	-43.143%
73	IT Architecture/Standards	Technical Skills	Hardware	2	16,749	1.186%	1,303	1.231%	0.046%	3.847%
1357	Java ME	Technical Skills	Mobile Platforms	2	398	0.028%	6	0.006%	-0.023%	-79.876%
1035	Kernel	Technical Skills	Network	1	4,700	0.333%	244	0.231%	-0.102%	-30.700%
907	Lasers	Technical Skills	Hardware	1	303	0.021%	4	0.004%	-0.018%	-82.378%
1038	License management software	Technical Skills	Network	1	939	0.066%	134	0.127%	0.060%	90.493%
1361	LinkedIn	Technical Skills	Social Networking	1	13,799	0.977%	1,762	1.665%	0.688%	70.450%
908	Mainframe computers	Technical Skills	Hardware	2	66,802	4.730%	2,313	2.186%	-2.544%	-53.781%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,229	1.432%	1,225	1.158%	-0.274%	-19.165%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	29,037	2.056%	2,236	2.113%	0.057%	2.792%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,363	0.521%	366	0.346%	-0.175%	-33.646%
1281	Medical software	Technical Skills	Business applications	9	11,594	0.821%	879	0.831%	0.010%	1.203%
115	Microsoft databases	Technical Skills	Information mgmt	5	155,476	11.008%	14,218	13.438%	2.430%	22.071%
119	Microsoft operating systems	Technical Skills	Business applications	4	233,359	16.522%	19,861	18.771%	2.249%	13.610%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,427	0.243%	523	0.494%	0.252%	103.717%
625	Multimedia	Technical Skills	Business applications	1	123,643	8.754%	413	0.390%	-8.364%	-95.541%
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%	12,724	12.026%	0.387%	3.322%
1282	Network Administration software	Technical Skills	Network	18	76,945	5.448%	8,955	8.464%	3.016%	55.355%
1283	Network Hardware	Technical Skills	Network	11	53,129	3.762%	4,842	4.576%	0.815%	21.656%
1284	Network Monitoring software	Technical Skills	Network	15	31,591	2.237%	3,518	3.325%	1.088%	48.652%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,873	0.203%	226	0.214%	0.010%	5.005%
1122	Network security	Technical Skills	Security	1	43,260	3.063%	5,008	4.733%	1.670%	54.531%
1369	Network Security	Technical Skills	Information mgmt	1	7,103	0.503%	1,074	1.015%	0.512%	101.837%
1285	Network Security software	Technical Skills	Security	35	105,467	7.467%	13,431	12.694%	5.227%	69.993%
1286	Network software	Technical Skills	Network	6	19,841	1.405%	1,808	1.709%	0.304%	21.639%
1287	Network Testing	Technical Skills	Network	11	26,475	1.874%	1,671	1.579%	-0.295%	-15.748%
1065	Novell network software	Technical Skills	Network	2	1,768	0.125%	46	0.043%	-0.082%	-65.269%
643	Oberon	Technical Skills	Business applications	1	181	0.013%	12	0.011%	-0.001%	-11.500%
1413	Object Oriented Design	Technical Skills	Software development	2	18,136	1.284%	1,188	1.123%	-0.161%	-12.559%
41	Object Oriented Programming	Technical Skills	Software development	5	86,712	6.139%	7,689	7.267%	1.128%	18.367%
1288	Office Applications	Technical Skills	Business applications	13	243,692	17.254%	21,802	20.605%	3.352%	19.425%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	10,887	0.771%	750	0.709%	-0.062%	-8.041%
116	Open-source databases	Technical Skills	Information mgmt	4	41,813	2.960%	4,604	4.351%	1.391%	46.982%
118	Open-source operating systems	Technical Skills	Business applications	8	137,088	9.706%	15,170	14.337%	4.631%	47.715%
56	Operating Systems	Technical Skills	Business applications	3	103,595	7.335%	10,856	10.260%	2.925%	39.885%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	826	0.058%	97	0.092%	0.033%	56.758%
117	Oracle databases	Technical Skills	Information mgmt	1	232,058	16.430%	15,237	14.401%	-2.029%	-12.352%
1354	Palm OS	Technical Skills	Mobile Platforms	3	282	0.020%	2	0.002%	-0.018%	-90.533%
1376	Penetration Testing	Technical Skills	Information mgmt	5	44,008	3.116%	6,460	6.105%	2.990%	95.948%
1289	Physical Tools	Technical Skills	Hardware	1	51	0.004%	2	0.002%	-0.002%	-47.652%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,473	0.529%	744	0.703%	0.174%	32.898%
931	Printers	Technical Skills	Hardware	3	15,837	1.121%	1,850	1.748%	0.627%	55.933%
43	Programming	Technical Skills	Software development	1	235,280	16.658%	20,294	19.180%	2.522%	15.139%
700	Provisioning	Technical Skills	Business applications	1	18,536	1.312%	2,314	2.187%	0.875%	66.643%
1405	Rapid Application Development	Technical Skills	Software development	2	6,447	0.456%	433	0.409%	-0.047%	-10.346%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	2	0.002%	0.001%	122.478%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,166	0.932%	745	0.704%	-0.228%	-24.466%
1077	Remote control software	Technical Skills	Network	2	2,051	0.145%	394	0.372%	0.227%	156.430%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	860	0.061%	87	0.082%	0.021%	35.039%
1379	Risk Analysis	Technical Skills	Information mgmt	1	9,451	0.669%	1,066	1.007%	0.338%	50.563%
1262	Robotics	Technical Skills	Hardware	3	2,975	0.211%	258	0.244%	0.033%	15.764%
1318	RSA	Technical Skills	Security	1	5,149	0.365%	821	0.776%	0.411%	112.843%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	16,245	1.150%	2,662	2.516%	1.366%	118.740%
44	SDLC	Technical Skills	Software development	7	146,453	10.369%	17,746	16.772%	6.403%	61.749%
1132	Secure shell (SSH)	Technical Skills	Security	1	102	0.007%	8	0.008%	0.000%	4.696%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,356	1.158%	1,805	1.706%	0.548%	47.312%
76	Security	Technical Skills	Hardware	4	1,063,393	75.291%	105,013	99.250%	23.959%	31.822%
1382	Security Audit	Technical Skills	Information mgmt	1	1,660	0.118%	161	0.152%	0.035%	29.466%
1315	Security Clearance	Technical Skills	Misc	2	124,102	8.787%	9,106	8.606%	-0.180%	-2.054%
1381	Security Plan	Technical Skills	Information mgmt	1	1,783	0.126%	294	0.278%	0.152%	120.108%
1380	Security Policy	Technical Skills	Information mgmt	2	27,520	1.948%	4,124	3.898%	1.949%	100.036%
1135	Security testing software	Technical Skills	Security	1	3,497	0.248%	580	0.548%	0.301%	121.397%
60	Sharepoint Server	Technical Skills	Business applications	1	5,064	0.359%	347	0.328%	-0.031%	-8.531%
1084	Signal generators	Technical Skills	Network	1	260	0.018%	14	0.013%	-0.005%	-28.122%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,958	0.705%	853	0.806%	0.101%	14.345%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	30,542	2.162%	4,827	4.562%	2.400%	110.969%
1220	Simulation software	Technical Skills	Software development	5	14,384	1.018%	1,029	0.973%	-0.046%	-4.506%
1366	Social Network	Technical Skills	Social Networking	1	2,674	0.189%	630	0.595%	0.406%	214.498%
1358	Social Networking	Technical Skills	Social Networking	1	6,347	0.449%	120	0.113%	-0.336%	-74.762%
42	Software Development	Technical Skills	Software development	2	354,957	25.132%	21,076	19.919%	-5.212%	-20.740%
1291	Software Development software	Technical Skills	Software development	3	2,331	0.165%	251	0.237%	0.072%	43.738%
1309	Software Engineering	Technical Skills	Software development	1	210,090	14.875%	8,046	7.604%	-7.270%	-48.877%
1292	Software Installation	Technical Skills	Software development	4	138,983	9.840%	15,373	14.529%	4.689%	47.651%
1223	Software libraries	Technical Skills	Software development	1	192	0.014%	26	0.025%	0.011%	80.764%
1293	Software Maintenance	Technical Skills	Software development	1	6,505	0.461%	738	0.697%	0.237%	51.443%
1294	Software Testing	Technical Skills	Software development	14	115,893	8.205%	12,478	11.793%	3.588%	43.723%
1225	Source code management (SCM)	Technical Skills	Software development	5	31,890	2.258%	3,646	3.446%	1.188%	52.616%
1229	Static analysis software	Technical Skills	Software development	1	583	0.041%	148	0.140%	0.099%	238.869%
772	Statistical analysis software	Technical Skills	Business applications	26	117,393	8.312%	7,941	7.505%	-0.807%	-9.703%
774	Statistical software	Technical Skills	Business applications	1	38,611	2.734%	3,116	2.945%	0.211%	7.727%
1230	Stress testing software	Technical Skills	Software development	1	2,263	0.160%	132	0.125%	-0.035%	-22.137%
122	Sun operating systems	Technical Skills	Business applications	3	44,182	3.128%	2,292	2.166%	-0.962%	-30.752%
939	Surveillance systems	Technical Skills	Hardware	5	14,131	1.001%	636	0.601%	-0.399%	-39.921%
791	Symantec software	Technical Skills	Business applications	1	10,790	0.764%	788	0.745%	-0.019%	-2.514%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	88,195	6.244%	7,581	7.165%	0.921%	14.742%
45	System Testing	Technical Skills	Software development	5	21,898	1.550%	2,283	2.158%	0.607%	39.168%
46	Systems Analysis	Technical Skills	Software development	8	111,480	7.893%	11,174	10.561%	2.668%	33.798%
47	Systems Design	Technical Skills	Software development	1	17,036	1.206%	1,469	1.388%	0.182%	15.105%
1233	Systems Evaluation	Technical Skills	Software development	1	415	0.029%	20	0.019%	-0.010%	-35.669%
1234	Systems integration	Technical Skills	Software development	8	90,729	6.424%	4,495	4.248%	-2.176%	-33.866%
75	TCP/IP	Technical Skills	Hardware	3	59,538	4.215%	5,600	5.293%	1.077%	25.555%
1235	Technology Design	Technical Skills	Software development	1	1,736	0.123%	102	0.096%	-0.027%	-21.569%
1236	Templates	Technical Skills	Software development	1	22,450	1.590%	2,450	2.316%	0.726%	45.676%
1239	Test implementation	Technical Skills	Software development	1	319	0.023%	34	0.032%	0.010%	42.275%
1302	Testing	Technical Skills	Software development	1	353,992	25.063%	37,184	35.143%	10.080%	40.217%
1297	Training software	Technical Skills	Business applications	3	2,156	0.153%	87	0.082%	-0.070%	-46.135%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,181	0.154%	124	0.117%	-0.037%	-24.106%
1360	Twitter	Technical Skills	Social Networking	1	24,770	1.754%	2,546	2.406%	0.652%	37.205%
1411	Unified Process	Technical Skills	Software development	1	3,212	0.227%	158	0.149%	-0.078%	-34.337%
123	UNIX operating systems	Technical Skills	Business applications	5	180,460	12.777%	10,950	10.349%	-2.428%	-19.002%
1298	UNIX Shells	Technical Skills	Business applications	4	30,137	2.134%	3,164	2.990%	0.857%	40.144%
1410	Use Case	Technical Skills	Software development	1	9,483	0.671%	930	0.879%	0.208%	30.911%
48	User-Interface Design	Technical Skills	Software development	2	90,002	6.372%	5,741	5.426%	-0.946%	-14.852%
836	Video creation and editing software	Technical Skills	Business applications	3	1,867	0.132%	125	0.118%	-0.014%	-10.627%
64	Visual Studio	Technical Skills	Software development	1	32,367	2.292%	3,145	2.972%	0.681%	29.705%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,405	0.170%	69	0.065%	-0.105%	-61.702%
77	Voice/Data Telecom	Technical Skills	Hardware	10	162,245	11.487%	7,944	7.508%	-3.979%	-34.641%
1299	Web Application Server	Technical Skills	Business applications	8	53,433	3.783%	3,647	3.447%	-0.336%	-8.890%
1248	Web platform development software	Technical Skills	Software development	5	2,964	0.210%	49	0.046%	-0.164%	-77.932%
65	web programmer	Technical Skills	Software development	4	58,137	4.116%	606	0.573%	-3.543%	-86.086%
58	Web servers	Technical Skills	Business applications	6	72,307	5.119%	6,445	6.091%	0.972%	18.982%
49	Web-based Application Development	Technical Skills	Software development	2	51,907	3.675%	4,394	4.153%	0.478%	12.999%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,166	0.295%	205	0.194%	-0.101%	-34.314%
1102	Wireless	Technical Skills	Network	5	46,585	3.298%	4,469	4.224%	0.925%	28.057%
1363	YouTube	Technical Skills	Social Networking	2	956	0.068%	156	0.147%	0.080%	117.824%
79	.NET	Programming Skills	Current	1	142,450	10.086%	10,373	9.804%	-0.282%	-2.797%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	39	0.003%	9	0.009%	0.006%	208.047%
209	A programming language (APL)	Programming Skills	Legacy	2	1,569	0.111%	73	0.069%	-0.042%	-37.893%
99	Ada	Programming Skills	Legacy	1	4,195	0.297%	321	0.303%	0.006%	2.144%
80	AJAX	Programming Skills	Current	1	46,961	3.325%	3,502	3.310%	-0.015%	-0.455%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	51	0.004%	3	0.003%	-0.001%	-21.478%
192	Apple AppleScript	Programming Skills	Current	1	142	0.010%	5	0.005%	-0.005%	-52.998%
81	ASP	Programming Skills	Current	2	75,747	5.363%	5,764	5.448%	0.085%	1.578%
108	Assembly	Programming Skills	Legacy	2	1,620	0.115%	91	0.086%	-0.029%	-25.017%
211	AWK	Programming Skills	Legacy	1	1,506	0.107%	175	0.165%	0.059%	55.114%
212	B	Programming Skills	Legacy	1	17,633	1.248%	1,166	1.102%	-0.146%	-11.730%
83	C#	Programming Skills	Current	2	123,039	8.711%	9,354	8.841%	0.129%	1.483%
82	C/C++	Programming Skills	Current	3	145,491	10.301%	7,448	7.039%	-3.262%	-31.665%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	67,092	4.750%	8,673	8.197%	3.447%	72.559%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	383	0.027%	69	0.065%	0.038%	140.486%
84	CGI	Programming Skills	Current	2	13,058	0.925%	2,900	2.741%	1.816%	196.456%
217	Clipper	Programming Skills	Legacy	1	138	0.010%	13	0.012%	0.003%	25.749%
218	CLU	Programming Skills	Legacy	1	143	0.010%	2	0.002%	-0.008%	-81.330%
100	Cobol	Programming Skills	Legacy	1	9,791	0.693%	837	0.791%	0.098%	14.114%
85	ColdFusion	Programming Skills	Current	2	7,161	0.507%	268	0.253%	-0.254%	-50.043%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	136	0.010%	3	0.003%	-0.007%	-70.554%
195	Component object model (COM)	Programming Skills	Current	1	51	0.004%	1	0.001%	-0.003%	-73.826%
125	Database programming	Programming Skills	Current	3	20,876	1.478%	1,575	1.489%	0.010%	0.710%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	950	0.067%	29	0.027%	-0.040%	-59.251%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,351	0.308%	241	0.228%	-0.080%	-26.062%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,040	0.144%	278	0.263%	0.118%	81.909%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,736	0.619%	475	0.449%	-0.170%	-27.419%
109	Forth	Programming Skills	Legacy	1	4,735	0.335%	456	0.431%	0.096%	28.553%
102	Fortran	Programming Skills	Legacy	1	923	0.065%	60	0.057%	-0.009%	-13.226%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	200,414	14.190%	11,907	11.254%	-2.936%	-20.693%
222	J	Programming Skills	Legacy	1	5,506	0.390%	315	0.298%	-0.092%	-23.632%
87	Java/J2EE/J2P	Programming Skills	Current	4	220,351	15.601%	18,614	17.592%	1.991%	12.762%
97	JavaScript	Programming Skills	Current	3	99,732	7.061%	12,941	12.231%	5.170%	73.210%
89	JavaServer Faces	Programming Skills	Current	3	8,719	0.617%	618	0.584%	-0.033%	-5.385%
88	JavaServer Pages	Programming Skills	Current	3	33,956	2.404%	1,913	1.808%	-0.596%	-24.797%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,176	0.579%	544	0.514%	-0.065%	-11.183%
126	LAMP	Programming Skills	Current	1	9,939	0.704%	792	0.749%	0.045%	6.371%
104	Lisp	Programming Skills	Legacy	1	496	0.035%	29	0.027%	-0.008%	-21.953%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	525	0.037%	87	0.082%	0.045%	121.207%
201	Microsoft ActiveX	Programming Skills	Current	1	966	0.068%	18	0.017%	-0.051%	-75.127%
107	Pascal	Programming Skills	Legacy	1	396	0.028%	17	0.016%	-0.012%	-42.695%
90	Perl	Programming Skills	Current	1	52,431	3.712%	4,340	4.102%	0.390%	10.494%
91	PHP	Programming Skills	Current	1	35,327	2.501%	3,165	2.991%	0.490%	19.593%
103	PL/1	Programming Skills	Legacy	3	195	0.014%	27	0.026%	0.012%	84.828%
105	Prolog	Programming Skills	Legacy	1	671	0.048%	81	0.077%	0.029%	61.139%
95	Python	Programming Skills	Current	1	31,058	2.199%	6,260	5.916%	3.717%	169.054%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,749	1.044%	2,081	1.967%	0.923%	88.343%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	224	0.016%	21	0.020%	0.004%	25.144%
206	Scripting languages	Programming Skills	Current	1	14,589	1.033%	1,949	1.842%	0.809%	78.330%
101	Smalltalk	Programming Skills	Legacy	1	177	0.013%	9	0.009%	-0.004%	-32.125%
92	SQL	Programming Skills	Current	3	341,369	24.170%	30,505	28.831%	4.661%	19.285%
110	TCL	Programming Skills	Legacy	1	1,904	0.135%	106	0.100%	-0.035%	-25.685%
98	Unified Modeling Language	Programming Skills	Current	2	27,385	1.939%	1,383	1.307%	-0.632%	-32.586%
93	Visual Basic	Programming Skills	Current	6	69,610	4.929%	5,053	4.776%	-0.153%	-3.102%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,286	0.516%	736	0.696%	0.180%	34.843%
94	XML	Programming Skills	Current	2	110,446	7.820%	8,497	8.031%	0.211%	2.696%
1342	Computer Science	Majors	Computer Science	2	464,506	32.888%	49,271	46.567%	13.679%	41.592%
1344	Information Technology	Majors	Information Technology	3	1,412,386	100.000%	105,807	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	271,990	19.257%	25,960	24.535%	5.278%	27.406%

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