Skill Frequencies: April, 2007 through 2013-09-16: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2013-09-16

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All Degree Programs	2013-09-16	Jobs Found:	2,998,946	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	6,480	0.216%	1,421	0.303%	0.087%	40.370%
2	Attention to Details	Soft Skills	Problem-solving skills	1	9,835	0.328%	1,940	0.414%	0.086%	26.265%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,960	0.499%	3,019	0.644%	0.146%	29.178%
231	Cooperation	Soft Skills	Interpersonal skills	1	23,098	0.770%	3,309	0.706%	-0.064%	-8.298%
3	Creativity	Soft Skills	Problem-solving skills	3	82,298	2.744%	15,488	3.306%	0.562%	20.465%
4	Critical thinking	Soft Skills	Problem-solving skills	3	29,396	0.980%	7,026	1.500%	0.519%	52.995%
1300	Flexibility	Soft Skills	Work ethic	1	139,949	4.667%	15,911	3.396%	-1.270%	-27.225%
232	Independence	Soft Skills	Interpersonal skills	1	14,282	0.476%	3,014	0.643%	0.167%	35.086%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	338,352	11.282%	60,217	12.853%	1.571%	13.922%
256	Innovation	Soft Skills	Problem-solving skills	1	179,761	5.994%	39,492	8.429%	2.435%	40.627%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	281,451	9.385%	40,801	8.709%	-0.676%	-7.205%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,589	0.053%	218	0.047%	-0.006%	-12.181%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	177,547	5.920%	36,650	7.823%	1.902%	32.135%
10	Leadership	Soft Skills	Interpersonal skills	1	580,083	19.343%	90,181	19.249%	-0.094%	-0.487%
258	Learning	Soft Skills	Problem-solving skills	1	240,076	8.005%	33,202	7.087%	-0.919%	-11.474%
1	Learning Ability	Soft Skills	Problem-solving skills	3	45,841	1.529%	10,007	2.136%	0.607%	39.735%
236	Listening	Soft Skills	Language skills	1	68,863	2.296%	7,787	1.662%	-0.634%	-27.616%
260	Mathematics	Soft Skills	Problem-solving skills	3	151,764	5.061%	22,794	4.865%	-0.195%	-3.859%
261	Memorization	Soft Skills	Problem-solving skills	1	98	0.003%	11	0.002%	-0.001%	-28.151%
18	Negotiation Skills	Soft Skills	Language skills	1	25,813	0.861%	4,275	0.912%	0.052%	6.012%
262	Optimization	Soft Skills	Problem-solving skills	1	134,382	4.481%	26,924	5.747%	1.266%	28.249%
19	Oral Communications	Soft Skills	Language skills	3	44,668	1.489%	7,289	1.556%	0.066%	4.455%
273	Persistence	Soft Skills	Work ethic	1	9,689	0.323%	2,496	0.533%	0.210%	64.900%
239	Persuasion	Soft Skills	Language skills	1	4,153	0.138%	786	0.168%	0.029%	21.148%
1301	Physical Skill	Soft Skills	Work ethic	2	2,669	0.089%	529	0.113%	0.024%	26.871%
240	Presentations	Soft Skills	Language skills	1	140,056	4.670%	21,392	4.566%	-0.104%	-2.230%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	484,587	16.159%	103,108	22.008%	5.849%	36.200%
20	Questioning skills	Soft Skills	Language skills	1	671	0.022%	244	0.052%	0.030%	132.768%
241	Reading Comprehension	Soft Skills	Language skills	1	695	0.023%	227	0.048%	0.025%	109.073%
6	Research skills	Soft Skills	Problem-solving skills	1	5,065	0.169%	712	0.152%	-0.017%	-10.018%
15	Responsibility	Soft Skills	Work ethic	2	278,619	9.291%	46,733	9.975%	0.684%	7.367%
234	Self Control	Soft Skills	Interpersonal skills	1	227	0.008%	44	0.009%	0.002%	24.075%
11	Self-esteem	Soft Skills	Interpersonal skills	1	142	0.005%	82	0.018%	0.013%	269.642%
16	Self-management	Soft Skills	Work ethic	1	2,909	0.097%	668	0.143%	0.046%	46.990%
250	Stress Tolerance	Soft Skills	Physical skills	1	377	0.013%	189	0.040%	0.028%	220.905%
12	Teamwork	Soft Skills	Interpersonal skills	1	116,166	3.874%	20,757	4.430%	0.557%	14.378%
17	Time Management	Soft Skills	Work ethic	2	93,439	3.116%	20,233	4.319%	1.203%	38.608%
268	Visualization	Soft Skills	Problem-solving skills	1	21,245	0.708%	3,681	0.786%	0.077%	10.909%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,269	0.042%	497	0.106%	0.064%	150.698%
21	Written Communications	Soft Skills	Language skills	4	431,666	14.394%	73,716	15.734%	1.340%	9.313%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	238,939	7.967%	20,937	4.469%	-3.499%	-43.910%
172	Account management	Business Skills	Management skills	1	31,990	1.067%	3,751	0.801%	-0.266%	-24.943%
22	Accounting	Business Skills	Business processes	4	421,139	14.043%	25,961	5.541%	-8.502%	-60.540%
1263	Accounting software	Business Skills	Business processes	7	52,748	1.759%	2,108	0.450%	-1.309%	-74.419%
174	Administration	Business Skills	Management skills	3	775,937	25.874%	102,964	21.977%	-3.896%	-15.059%
1313	Analyst	Business Skills	Project management	1	507,103	16.909%	80,478	17.178%	0.268%	1.587%
175	Application management	Business Skills	Management skills	5	196,002	6.536%	38,683	8.257%	1.721%	26.333%
150	Asset management	Business Skills	Business processes	1	38,852	1.296%	6,546	1.397%	0.102%	7.850%
151	Auditing	Business Skills	Business processes	4	186,629	6.223%	21,898	4.674%	-1.549%	-24.893%
1264	Auditing software	Business Skills	Business processes	1	198	0.007%	5	0.001%	-0.006%	-83.836%
152	Billing	Business Skills	Business processes	1	93,343	3.113%	8,310	1.774%	-1.339%	-43.013%
1314	Business Analyst	Business Skills	Project management	1	193,278	6.445%	35,976	7.679%	1.234%	19.148%
35	Business Intelligence	Business Skills	Strategy skills	1	116,868	3.897%	24,627	5.257%	1.360%	34.888%
155	Business performance management (BPM)	Business Skills	Business processes	2	16,518	0.551%	3,756	0.802%	0.251%	45.554%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	53,991	1.800%	3,551	0.758%	-1.042%	-57.900%
36	Business Strategy	Business Skills	Strategy skills	3	535,411	17.853%	85,652	18.282%	0.429%	2.402%
182	Calendar and scheduling	Business Skills	Project management	3	120,394	4.015%	17,552	3.746%	-0.268%	-6.679%
156	Capacity planning	Business Skills	Business processes	1	57,949	1.932%	11,752	2.508%	0.576%	29.814%
28	Change Management	Business Skills	Management skills	1	104,524	3.485%	23,152	4.942%	1.456%	41.785%
24	Contracting and legal	Business Skills	Business processes	2	221,494	7.386%	17,042	3.638%	-3.748%	-50.749%
176	Coordination	Business Skills	Management skills	1	136,741	4.560%	22,774	4.861%	0.301%	6.610%
157	Cost accounting	Business Skills	Business processes	1	5,327	0.178%	371	0.079%	-0.098%	-55.419%
158	Cost estimation	Business Skills	Business processes	1	2,433	0.081%	278	0.059%	-0.022%	-26.859%
1312	Customer Support	Business Skills	Business processes	6	587,297	19.583%	90,218	19.257%	-0.327%	-1.669%
1339	Education	Business Skills	Industry Segment	1	26,948	0.899%	4,409	0.941%	0.043%	4.730%
1333	Energy	Business Skills	Industry Segment	1	141,774	4.727%	23,724	5.064%	0.336%	7.114%
1340	Entertainment	Business Skills	Industry Segment	1	199,924	6.666%	8,601	1.836%	-4.831%	-72.461%
1319	Environmental	Business Skills	Environmental	14	139,748	4.660%	9,815	2.095%	-2.565%	-55.043%
1320	Environmental Strategy	Business Skills	Environmental	5	8,931	0.298%	2,418	0.516%	0.218%	73.306%
161	Financial	Business Skills	Business processes	2	776,436	25.890%	94,779	20.230%	-5.660%	-21.862%
1275	Financial Analysis software	Business Skills	Business processes	6	4,081	0.136%	769	0.164%	0.028%	20.619%
1332	Health Care	Business Skills	Industry Segment	2	528,283	17.616%	55,895	11.931%	-5.685%	-32.273%
177	Human resources	Business Skills	Management skills	2	291,359	9.715%	14,732	3.144%	-6.571%	-67.634%
1336	Insurance	Business Skills	Industry Segment	1	15,829	0.528%	3,461	0.739%	0.211%	39.960%
1316	Managing/Supervision	Business Skills	Management skills	5	1,277,724	42.606%	157,689	33.658%	-8.948%	-21.001%
1334	Manufacturing	Business Skills	Industry Segment	2	300,653	10.025%	23,650	5.048%	-4.977%	-49.647%
26	Marketing	Business Skills	Business processes	1	440,648	14.693%	33,269	7.101%	-7.592%	-51.671%
185	Monitoring	Business Skills	Project management	1	301,725	10.061%	58,780	12.546%	2.485%	24.702%
179	Negotiation	Business Skills	Management skills	1	99,902	3.331%	16,503	3.522%	0.191%	5.741%
163	Operation and Control	Business Skills	Business processes	2	1,637	0.055%	162	0.035%	-0.020%	-36.654%
29	Outsourcing Management	Business Skills	Management skills	3	116,074	3.870%	9,826	2.097%	-1.773%	-45.813%
167	Procurement	Business Skills	Business processes	1	97,107	3.238%	8,215	1.753%	-1.485%	-45.848%
1290	Project Management software	Business Skills	Project management	2	80,643	2.689%	15,360	3.279%	0.589%	21.922%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	516,750	17.231%	88,943	18.985%	1.753%	10.176%
168	Quality	Business Skills	Business processes	1	825,653	27.531%	149,914	31.999%	4.467%	16.225%
1337	Real Estate	Business Skills	Industry Segment	2	174,588	5.822%	2,570	0.549%	-5.273%	-90.577%
1335	Retail	Business Skills	Industry Segment	2	681,455	22.723%	79,552	16.980%	-5.743%	-25.274%
34	Risk Management	Business Skills	Project management	1	82,064	2.736%	12,501	2.668%	-0.068%	-2.490%
169	Service Orientation	Business Skills	Business processes	1	20,574	0.686%	3,988	0.851%	0.165%	24.077%
27	Supply Chain Management	Business Skills	Business processes	3	123,730	4.126%	13,280	2.835%	-1.291%	-31.296%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,404	0.214%	872	0.186%	-0.027%	-12.839%
178	Teaching	Business Skills	Management skills	7	248,203	8.276%	11,880	2.536%	-5.741%	-69.362%
190	Timekeeping	Business Skills	Project management	3	96,461	3.216%	5,553	1.185%	-2.031%	-63.150%
1296	Timekeeping software	Business Skills	Project management	1	3,240	0.108%	544	0.116%	0.008%	7.476%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,786	0.126%	524	0.112%	-0.014%	-11.405%
180	Troubleshooting	Business Skills	Management skills	1	346,901	11.567%	71,971	15.362%	3.794%	32.803%
181	Verification	Business Skills	Management skills	1	82,500	2.751%	13,663	2.916%	0.165%	6.010%
1338	Waste Management	Business Skills	Industry Segment	1	3,373	0.112%	232	0.050%	-0.063%	-55.972%
191	Workflow	Business Skills	Project management	1	121,466	4.050%	24,278	5.182%	1.132%	27.942%
31	Working Globally	Business Skills	Management skills	3	21,322	0.711%	1,158	0.247%	-0.464%	-65.235%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,570	0.152%	808	0.172%	0.020%	13.175%
51	4GL	Technical Skills	Software development	3	4,882	0.163%	489	0.104%	-0.058%	-35.884%
987	Access servers & software	Technical Skills	Network	10	84,491	2.817%	17,244	3.681%	0.863%	30.642%
38	Agile Development Methods	Technical Skills	Software development	3	59,624	1.988%	19,830	4.233%	2.244%	112.891%
304	Algorithmic software	Technical Skills	Business applications	1	104	0.003%	4	0.001%	-0.003%	-75.380%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,509	0.117%	368	0.079%	-0.038%	-32.869%
1352	Android	Technical Skills	Mobile Platforms	2	24,749	0.825%	13,772	2.940%	2.114%	256.201%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	26,506	0.884%	12,596	2.689%	1.805%	204.190%
120	Apple operating systems	Technical Skills	Business applications	6	62,309	2.078%	18,278	3.901%	1.824%	87.773%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	41,722	1.391%	438	0.093%	-1.298%	-93.280%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	124	0.004%	7	0.001%	-0.003%	-63.865%
1265	Backup & Recovery	Technical Skills	Technical applications	16	230,361	7.681%	42,801	9.136%	1.454%	18.933%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,645	0.855%	6,109	1.304%	0.449%	52.484%
336	Borland Delphi	Technical Skills	Business applications	1	4,594	0.153%	651	0.139%	-0.014%	-9.292%
337	Borland JBuilder	Technical Skills	Business applications	1	3,941	0.131%	339	0.072%	-0.059%	-44.938%
338	Borland Paradox	Technical Skills	Business applications	1	293	0.010%	24	0.005%	-0.005%	-47.568%
72	Business Continuity Planning	Technical Skills	Hardware	2	54,065	1.803%	6,751	1.441%	-0.362%	-20.070%
352	Cadence Opus	Technical Skills	Business applications	1	1,647	0.055%	521	0.111%	0.056%	102.489%
868	Calculators	Technical Skills	Hardware	1	3,056	0.102%	94	0.020%	-0.082%	-80.311%
39	CASE Tools	Technical Skills	Software development	1	166,998	5.569%	21,664	4.624%	-0.944%	-16.961%
367	Categorization or classification software	Technical Skills	Business applications	1	11,677	0.389%	2,187	0.467%	0.077%	19.887%
112	Certification	Technical Skills	Misc	3	542,999	18.106%	84,815	18.103%	-0.003%	-0.016%
78	Cisco	Technical Skills	Hardware	1	263,647	8.791%	25,492	5.441%	-3.350%	-38.108%
1009	Cisco Systems IOS	Technical Skills	Network	1	26,074	0.869%	13,371	2.854%	1.985%	228.256%
40	Client-Server	Technical Skills	Software development	1	73,599	2.454%	9,373	2.001%	-0.454%	-18.480%
1011	Cluster server software	Technical Skills	Network	8	42,849	1.429%	9,178	1.959%	0.530%	37.108%
1147	CMAKE	Technical Skills	Software development	1	113	0.004%	81	0.017%	0.014%	358.842%
1151	Compatibility testing	Technical Skills	Software development	1	916	0.031%	243	0.052%	0.021%	69.811%
1152	Compilers	Technical Skills	Software development	5	30,170	1.006%	3,617	0.772%	-0.234%	-23.259%
1255	Compliance software	Technical Skills	Technical applications	3	14,943	0.498%	2,485	0.530%	0.032%	6.450%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	62,588	2.087%	2,896	0.618%	-1.469%	-70.381%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,037	0.168%	468	0.100%	-0.068%	-40.526%
875	Computer diagnostics	Technical Skills	Hardware	5	115,995	3.868%	19,991	4.267%	0.399%	10.319%
1107	Computer forensics	Technical Skills	Security	1	7,684	0.256%	639	0.136%	-0.120%	-46.768%
1266	Computer Hardware	Technical Skills	Hardware	15	68,497	2.284%	10,064	2.148%	-0.136%	-5.951%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	36,253	1.209%	377	0.080%	-1.128%	-93.343%
1015	Computer servers	Technical Skills	Network	6	266,970	8.902%	51,099	10.907%	2.005%	22.520%
1267	Computer Utilities	Technical Skills	Misc	1	1,510	0.050%	267	0.057%	0.007%	13.185%
59	Content Manager	Technical Skills	Business applications	1	3,363	0.112%	421	0.090%	-0.022%	-19.867%
878	Controllers	Technical Skills	Hardware	2	16,989	0.566%	2,625	0.560%	-0.006%	-1.095%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,535	0.085%	323	0.069%	-0.016%	-18.439%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	12,204	0.407%	1,842	0.393%	-0.014%	-3.385%
53	Customer Relationship Management	Technical Skills	Business applications	9	181,969	6.068%	26,487	5.654%	-0.414%	-6.827%
953	Data acquisition systems	Technical Skills	Information mgmt	1	14,441	0.482%	1,903	0.406%	-0.075%	-15.648%
955	Data compression software	Technical Skills	Information mgmt	1	9,892	0.330%	1,841	0.393%	0.063%	19.131%
956	Data conversion software	Technical Skills	Information mgmt	1	13,093	0.437%	2,692	0.575%	0.138%	31.611%
958	Data dictionary	Technical Skills	Information mgmt	1	7,613	0.254%	1,615	0.345%	0.091%	35.792%
959	Data entry	Technical Skills	Information mgmt	1	181,070	6.038%	1,670	0.356%	-5.681%	-94.096%
962	Data mapping	Technical Skills	Information mgmt	1	12,734	0.425%	3,234	0.690%	0.266%	62.567%
67	Data Mining	Technical Skills	Information mgmt	5	81,986	2.734%	7,291	1.556%	-1.178%	-43.075%
963	Data modeling	Technical Skills	Information mgmt	1	84,781	2.827%	19,532	4.169%	1.342%	47.470%
68	Data Warehousing	Technical Skills	Information mgmt	2	132,291	4.411%	28,874	6.163%	1.752%	39.712%
69	Database Administration	Technical Skills	Information mgmt	12	178,106	5.939%	34,266	7.314%	1.375%	23.152%
969	Database design software	Technical Skills	Information mgmt	15	146,619	4.889%	28,081	5.994%	1.105%	22.597%
1268	Database Reporting	Technical Skills	Information mgmt	3	48,882	1.630%	8,458	1.805%	0.175%	10.758%
1269	Database Security	Technical Skills	Information mgmt	2	412	0.014%	164	0.035%	0.021%	154.802%
1270	Database Servers	Technical Skills	Information mgmt	3	41,543	1.385%	5,929	1.266%	-0.120%	-8.643%
1271	Database Testing	Technical Skills	Information mgmt	1	1,966	0.066%	379	0.081%	0.015%	23.399%
1160	Debugging	Technical Skills	Software development	7	179,306	5.979%	37,230	7.947%	1.968%	32.909%
418	Desktop publishing software	Technical Skills	Business applications	13	43,773	1.460%	4,684	1.000%	-0.460%	-31.504%
1272	Development Environment	Technical Skills	Software development	13	124,842	4.163%	25,894	5.527%	1.364%	32.768%
1273	Digital Imaging	Technical Skills	Hardware	1	2,004	0.067%	64	0.014%	-0.053%	-79.557%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,914	0.297%	873	0.186%	-0.111%	-37.310%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	9,205	0.307%	1,410	0.301%	-0.006%	-1.949%
1307	Doctor of Philosophy	Technical Skills	Misc	3	151,239	5.043%	9,287	1.982%	-3.061%	-60.693%
973	Document management software	Technical Skills	Information mgmt	4	27,617	0.921%	4,542	0.969%	0.049%	5.275%
1020	Domain name system (DNS)	Technical Skills	Network	3	84,497	2.818%	16,986	3.626%	0.808%	28.679%
61	Dreamweaver	Technical Skills	Software development	1	17,404	0.580%	2,015	0.430%	-0.150%	-25.889%
54	DSS/GDSS	Technical Skills	Business applications	5	36,875	1.230%	5,592	1.194%	-0.036%	-2.929%
425	Dynamic modeling software	Technical Skills	Business applications	1	112	0.004%	10	0.002%	-0.002%	-42.847%
62	Eclipse	Technical Skills	Software development	1	53,702	1.791%	13,257	2.830%	1.039%	58.020%
1308	Electronic Commerce	Technical Skills	Business applications	2	124,500	4.151%	27,988	5.974%	1.822%	43.899%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	23,863	0.796%	4,866	1.039%	0.243%	30.528%
1023	Electronic mail software	Technical Skills	Network	8	46,401	1.547%	8,488	1.812%	0.264%	17.094%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	143,172	4.774%	25,623	5.469%	0.695%	14.559%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	184,148	6.140%	24,096	5.143%	-0.997%	-16.240%
1321	Environmental Certification	Technical Skills	Environmental	1	227	0.008%	43	0.009%	0.002%	21.255%
1328	Environmental Cleanup	Technical Skills	Environmental	1	756	0.025%	289	0.062%	0.036%	144.699%
1329	Environmental Energy	Technical Skills	Environmental	21	9,196	0.307%	1,379	0.294%	-0.012%	-4.011%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	7,880	0.263%	1,090	0.233%	-0.030%	-11.457%
1327	Environmental Pollution	Technical Skills	Environmental	15	38,640	1.288%	1,001	0.214%	-1.075%	-83.417%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	4,748	0.158%	299	0.064%	-0.095%	-59.690%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	4	1,393	0.046%	202	0.043%	-0.003%	-7.177%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	48,582	1.620%	784	0.167%	-1.453%	-89.670%
1331	Environmental Science	Technical Skills	Environmental	1	1,118	0.037%	0	0.000%	-0.037%	-100.000%
1322	Environmental Technology	Technical Skills	Environmental	2	587	0.020%	42	0.009%	-0.011%	-54.200%
461	Expert system software	Technical Skills	Business applications	1	1,061	0.035%	149	0.032%	-0.004%	-10.107%
1359	Facebook	Technical Skills	Social Networking	1	133,768	4.461%	122,971	26.248%	21.787%	488.446%
463	Facilities management software	Technical Skills	Business applications	4	10,365	0.346%	1,058	0.226%	-0.120%	-34.661%
468	Flight control software	Technical Skills	Business applications	1	913	0.030%	60	0.013%	-0.018%	-57.933%
469	Flowchart software	Technical Skills	Business applications	4	7,447	0.248%	1,591	0.340%	0.091%	36.756%
1112	Fraud Detection	Technical Skills	Security	1	13,444	0.448%	2,226	0.475%	0.027%	5.987%
63	FrontPage	Technical Skills	Software development	1	3,100	0.103%	132	0.028%	-0.075%	-72.744%
475	Fund accounting software	Technical Skills	Business applications	1	1,532	0.051%	226	0.048%	-0.003%	-5.571%
1260	Gaming	Technical Skills	Misc	2	55,340	1.845%	8,075	1.724%	-0.122%	-6.597%
113	Generic databases	Technical Skills	Information mgmt	2	401,094	13.374%	77,659	16.576%	3.201%	23.937%
1365	Google Apps	Technical Skills	Business applications	4	9,635	0.321%	1,921	0.410%	0.089%	27.624%
1364	Google Plus	Technical Skills	Social Networking	1	931	0.031%	923	0.197%	0.166%	534.612%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	184,367	6.148%	22,603	4.825%	-1.323%	-21.524%
484	Graphic software	Technical Skills	Business applications	15	243,752	8.128%	38,015	8.114%	-0.014%	-0.170%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	56,714	1.891%	9,031	1.928%	0.036%	1.930%
1323	Green IT	Technical Skills	Environmental	8	8,459	0.282%	1,527	0.326%	0.044%	15.552%
893	Guidance systems	Technical Skills	Hardware	1	158	0.005%	12	0.003%	-0.003%	-51.384%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	851	0.028%	86	0.018%	-0.010%	-35.312%
1277	Hardware Design	Technical Skills	Hardware	19	21,678	0.723%	2,633	0.562%	-0.161%	-22.252%
1278	Hardware Testing	Technical Skills	Hardware	4	8,267	0.276%	684	0.146%	-0.130%	-47.038%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,274	0.042%	91	0.019%	-0.023%	-54.278%
492	Helpdesk or call center	Technical Skills	Business applications	2	191,499	6.386%	17,791	3.797%	-2.588%	-40.531%
114	IBM databases	Technical Skills	Information mgmt	2	76,052	2.536%	14,462	3.087%	0.551%	21.723%
121	IBM operating systems	Technical Skills	Business applications	4	66,237	2.209%	9,957	2.125%	-0.083%	-3.776%
898	Image capture devices	Technical Skills	Hardware	8	12,801	0.427%	1,837	0.392%	-0.035%	-8.141%
524	Industrial control software	Technical Skills	Business applications	3	11,603	0.387%	1,329	0.284%	-0.103%	-26.682%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	38,486	1.283%	7,140	1.524%	0.241%	18.755%
899	Infrared	Technical Skills	Hardware	1	4,579	0.153%	109	0.023%	-0.129%	-84.763%
1180	Installation	Technical Skills	Software development	1	251,151	8.375%	41,110	8.775%	0.400%	4.778%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,101	0.037%	59	0.013%	-0.024%	-65.698%
536	Internet browser software	Technical Skills	Business applications	4	18,344	0.612%	2,585	0.552%	-0.060%	-9.797%
541	Inventory management software	Technical Skills	Business applications	3	14,372	0.479%	2,198	0.469%	-0.010%	-2.104%
73	IT Architecture/Standards	Technical Skills	Hardware	2	23,880	0.796%	3,626	0.774%	-0.022%	-2.804%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,284	0.043%	105	0.022%	-0.020%	-47.654%
1035	Kernel	Technical Skills	Network	1	29,217	0.974%	3,861	0.824%	-0.150%	-15.410%
907	Lasers	Technical Skills	Hardware	1	864	0.029%	39	0.008%	-0.020%	-71.106%
1038	License management software	Technical Skills	Network	1	1,679	0.056%	327	0.070%	0.014%	24.668%
1361	LinkedIn	Technical Skills	Social Networking	1	19,900	0.664%	5,961	1.272%	0.609%	91.744%
908	Mainframe computers	Technical Skills	Hardware	2	104,170	3.474%	9,810	2.094%	-1.380%	-39.719%
124	Mainframe operating systems	Technical Skills	Business applications	7	44,261	1.476%	5,364	1.145%	-0.331%	-22.425%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	68,115	2.271%	11,575	2.471%	0.199%	8.776%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	17,229	0.575%	2,316	0.494%	-0.080%	-13.953%
1281	Medical software	Technical Skills	Business applications	9	20,470	0.683%	2,628	0.561%	-0.122%	-17.820%
115	Microsoft databases	Technical Skills	Information mgmt	5	394,429	13.152%	83,513	17.825%	4.673%	35.532%
119	Microsoft operating systems	Technical Skills	Business applications	4	598,031	19.941%	100,164	21.380%	1.438%	7.212%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	10,890	0.363%	4,763	1.017%	0.654%	179.968%
625	Multimedia	Technical Skills	Business applications	1	140,961	4.700%	3,287	0.702%	-3.999%	-85.074%
1362	MySpace	Technical Skills	Social Networking	1	5,064	0.169%	255	0.054%	-0.114%	-67.767%
74	Network administration	Technical Skills	Hardware	12	235,114	7.840%	30,834	6.581%	-1.258%	-16.053%
1282	Network Administration software	Technical Skills	Network	17	138,566	4.620%	28,407	6.063%	1.443%	31.228%
1283	Network Hardware	Technical Skills	Network	11	111,454	3.716%	19,304	4.120%	0.404%	10.868%
1284	Network Monitoring software	Technical Skills	Network	14	68,145	2.272%	14,366	3.066%	0.794%	34.945%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,651	0.122%	701	0.150%	0.028%	22.903%
1122	Network security	Technical Skills	Security	1	84,963	2.833%	16,709	3.566%	0.733%	25.886%
1285	Network Security software	Technical Skills	Security	33	190,461	6.351%	35,153	7.503%	1.152%	18.144%
1286	Network software	Technical Skills	Network	5	48,266	1.609%	9,100	1.942%	0.333%	20.686%
1287	Network Testing	Technical Skills	Network	11	49,856	1.662%	7,738	1.652%	-0.011%	-0.650%
1065	Novell network software	Technical Skills	Network	2	5,228	0.174%	334	0.071%	-0.103%	-59.105%
643	Oberon	Technical Skills	Business applications	1	166	0.006%	3	0.001%	-0.005%	-88.432%
41	Object Oriented Programming	Technical Skills	Software development	5	325,808	10.864%	66,323	14.156%	3.292%	30.304%
1288	Office Applications	Technical Skills	Business applications	13	438,703	14.629%	69,758	14.890%	0.261%	1.784%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	34,166	1.139%	6,696	1.429%	0.290%	25.452%
116	Open-source databases	Technical Skills	Information mgmt	4	134,474	4.484%	31,793	6.786%	2.302%	51.339%
118	Open-source operating systems	Technical Skills	Business applications	8	425,356	14.184%	81,395	17.373%	3.190%	22.490%
56	Operating Systems	Technical Skills	Business applications	3	256,922	8.567%	44,620	9.524%	0.957%	11.169%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,798	0.060%	226	0.048%	-0.012%	-19.541%
117	Oracle databases	Technical Skills	Information mgmt	1	525,247	17.514%	94,378	20.145%	2.630%	15.017%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,923	0.097%	599	0.128%	0.030%	31.176%
1289	Physical Tools	Technical Skills	Hardware	1	187	0.006%	16	0.003%	-0.003%	-45.231%
683	Point of sale (POS)	Technical Skills	Business applications	3	15,764	0.526%	3,591	0.766%	0.241%	45.816%
931	Printers	Technical Skills	Hardware	3	26,499	0.884%	4,732	1.010%	0.126%	14.307%
43	Programming	Technical Skills	Software development	1	719,131	23.979%	125,012	26.683%	2.704%	11.276%
700	Provisioning	Technical Skills	Business applications	1	34,136	1.138%	7,741	1.652%	0.514%	45.158%
1258	Rate Control	Technical Skills	Technical applications	1	175	0.006%	14	0.003%	-0.003%	-48.791%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,484	1.350%	5,621	1.200%	-0.150%	-11.124%
1077	Remote control software	Technical Skills	Network	2	2,930	0.098%	535	0.114%	0.016%	16.881%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,736	0.058%	287	0.061%	0.003%	5.825%
1262	Robotics	Technical Skills	Hardware	2	10,512	0.351%	1,920	0.410%	0.059%	16.916%
1318	RSA	Technical Skills	Security	1	12,630	0.421%	2,310	0.493%	0.072%	17.075%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	50,650	1.689%	15,692	3.349%	1.660%	98.315%
44	SDLC	Technical Skills	Software development	7	321,245	10.712%	73,799	15.752%	5.040%	47.052%
1132	Secure shell (SSH)	Technical Skills	Security	1	267	0.009%	74	0.016%	0.007%	77.409%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	35,632	1.188%	7,530	1.607%	0.419%	35.273%
76	Security	Technical Skills	Hardware	4	1,854,772	61.847%	467,139	99.709%	37.861%	61.217%
1315	Security Clearance	Technical Skills	Misc	2	277,474	9.252%	19,340	4.128%	-5.124%	-55.384%
1135	Security testing software	Technical Skills	Security	1	6,237	0.208%	1,092	0.233%	0.025%	12.074%
60	Sharepoint Server	Technical Skills	Business applications	1	11,647	0.388%	2,900	0.619%	0.231%	59.382%
1084	Signal generators	Technical Skills	Network	1	634	0.021%	95	0.020%	-0.001%	-4.084%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	25,907	0.864%	4,338	0.926%	0.062%	7.184%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	87,956	2.933%	21,812	4.656%	1.723%	58.740%
1220	Simulation software	Technical Skills	Software development	5	47,381	1.580%	4,476	0.955%	-0.625%	-39.530%
1366	Social Network	Technical Skills	Social Networking	1	6,972	0.232%	1,402	0.299%	0.067%	28.720%
1358	Social Networking	Technical Skills	Social Networking	1	20,953	0.699%	2,402	0.513%	-0.186%	-26.619%
42	Software Development	Technical Skills	Software development	2	788,314	26.286%	112,749	24.066%	-2.221%	-8.448%
1291	Software Development software	Technical Skills	Software development	2	5,735	0.191%	654	0.140%	-0.052%	-27.004%
1309	Software Engineering	Technical Skills	Software development	1	485,348	16.184%	60,842	12.986%	-3.197%	-19.757%
1292	Software Installation	Technical Skills	Software development	4	298,704	9.960%	60,697	12.956%	2.995%	30.072%
1223	Software libraries	Technical Skills	Software development	1	801	0.027%	242	0.052%	0.025%	93.392%
1293	Software Maintenance	Technical Skills	Software development	1	19,473	0.649%	4,449	0.950%	0.300%	46.247%
1294	Software Testing	Technical Skills	Software development	14	295,253	9.845%	61,088	13.039%	3.194%	32.440%
1225	Source code management (SCM)	Technical Skills	Software development	5	93,683	3.124%	19,481	4.158%	1.034%	33.109%
1229	Static analysis software	Technical Skills	Software development	1	1,699	0.057%	446	0.095%	0.039%	68.034%
772	Statistical analysis software	Technical Skills	Business applications	23	234,083	7.806%	31,441	6.711%	-1.095%	-14.023%
774	Statistical software	Technical Skills	Business applications	1	101,620	3.389%	11,007	2.349%	-1.039%	-30.666%
1230	Stress testing software	Technical Skills	Software development	1	6,859	0.229%	1,435	0.306%	0.078%	33.921%
122	Sun operating systems	Technical Skills	Business applications	3	138,360	4.614%	18,269	3.899%	-0.714%	-15.480%
939	Surveillance systems	Technical Skills	Hardware	5	30,889	1.030%	2,650	0.566%	-0.464%	-45.084%
791	Symantec software	Technical Skills	Business applications	1	21,432	0.715%	5,203	1.111%	0.396%	55.399%
1355	Symbian	Technical Skills	Mobile Platforms	1	109	0.004%	27	0.006%	0.002%	58.560%
1310	System Administration	Technical Skills	Network	4	196,545	6.554%	30,604	6.532%	-0.022%	-0.328%
45	System Testing	Technical Skills	Software development	5	58,408	1.948%	12,443	2.656%	0.708%	36.367%
46	Systems Analysis	Technical Skills	Software development	8	246,833	8.231%	40,829	8.715%	0.484%	5.882%
47	Systems Design	Technical Skills	Software development	1	41,768	1.393%	6,445	1.376%	-0.017%	-1.228%
1233	Systems Evaluation	Technical Skills	Software development	1	481	0.016%	75	0.016%	-0.000%	-0.190%
1234	Systems integration	Technical Skills	Software development	8	186,937	6.233%	24,031	5.129%	-1.104%	-17.713%
75	TCP/IP	Technical Skills	Hardware	3	163,504	5.452%	28,077	5.993%	0.541%	9.920%
1235	Technology Design	Technical Skills	Software development	1	3,264	0.109%	493	0.105%	-0.004%	-3.316%
1236	Templates	Technical Skills	Software development	1	44,038	1.468%	9,228	1.970%	0.501%	34.133%
1239	Test implementation	Technical Skills	Software development	1	958	0.032%	201	0.043%	0.011%	34.303%
1302	Testing	Technical Skills	Software development	1	835,708	27.867%	167,885	35.834%	7.968%	28.592%
1297	Training software	Technical Skills	Business applications	3	3,786	0.126%	390	0.083%	-0.043%	-34.061%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,437	0.148%	724	0.155%	0.007%	4.449%
1360	Twitter	Technical Skills	Social Networking	1	38,545	1.285%	6,738	1.438%	0.153%	11.897%
123	UNIX operating systems	Technical Skills	Business applications	5	495,231	16.514%	71,948	15.357%	-1.157%	-7.003%
1298	UNIX Shells	Technical Skills	Business applications	4	92,131	3.072%	19,209	4.100%	1.028%	33.461%
48	User-Interface Design	Technical Skills	Software development	2	187,362	6.248%	33,963	7.249%	1.002%	16.033%
836	Video creation and editing software	Technical Skills	Business applications	3	11,009	0.367%	1,853	0.396%	0.028%	7.742%
64	Visual Studio	Technical Skills	Software development	1	90,573	3.020%	21,838	4.661%	1.641%	54.337%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,570	0.152%	600	0.128%	-0.024%	-15.959%
77	Voice/Data Telecom	Technical Skills	Hardware	10	287,006	9.570%	34,272	7.315%	-2.255%	-23.563%
1299	Web Application Server	Technical Skills	Business applications	8	141,319	4.712%	25,122	5.362%	0.650%	13.792%
1248	Web platform development software	Technical Skills	Software development	5	9,835	0.328%	1,573	0.336%	0.008%	2.379%
65	web programmer	Technical Skills	Software development	4	82,998	2.768%	4,374	0.934%	-1.834%	-66.266%
58	Web servers	Technical Skills	Business applications	6	205,027	6.837%	39,889	8.514%	1.678%	24.537%
49	Web-based Application Development	Technical Skills	Software development	2	142,192	4.741%	29,317	6.258%	1.516%	31.978%
1356	Windows CE	Technical Skills	Mobile Platforms	4	18,190	0.607%	3,425	0.731%	0.125%	20.527%
1102	Wireless	Technical Skills	Network	5	122,345	4.080%	18,337	3.914%	-0.166%	-4.060%
1363	YouTube	Technical Skills	Social Networking	2	4,718	0.157%	918	0.196%	0.039%	24.549%
79	.NET	Programming Skills	Current	1	336,633	11.225%	62,724	13.388%	2.163%	19.271%
209	A programming language (APL)	Programming Skills	Legacy	2	4,541	0.151%	374	0.080%	-0.072%	-47.280%
99	Ada	Programming Skills	Legacy	1	11,425	0.381%	1,383	0.295%	-0.086%	-22.514%
80	AJAX	Programming Skills	Current	1	172,715	5.759%	37,102	7.919%	2.160%	37.507%
192	Apple AppleScript	Programming Skills	Current	1	389	0.013%	77	0.016%	0.003%	26.706%
81	ASP	Programming Skills	Current	2	218,208	7.276%	42,202	9.008%	1.732%	23.799%
108	Assembly	Programming Skills	Legacy	2	8,935	0.298%	717	0.153%	-0.145%	-48.633%
211	AWK	Programming Skills	Legacy	1	5,865	0.196%	1,225	0.261%	0.066%	33.698%
212	B	Programming Skills	Legacy	1	38,674	1.290%	5,958	1.272%	-0.018%	-1.386%
83	C#	Programming Skills	Current	2	306,923	10.234%	62,395	13.318%	3.084%	30.130%
82	C/C++	Programming Skills	Current	3	502,671	16.762%	68,783	14.681%	-2.080%	-12.410%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	182,778	6.095%	50,207	10.716%	4.622%	75.831%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	695	0.023%	245	0.052%	0.029%	125.651%
84	CGI	Programming Skills	Current	2	18,414	0.614%	5,341	1.140%	0.526%	85.665%
217	Clipper	Programming Skills	Legacy	1	472	0.016%	151	0.032%	0.016%	104.782%
218	CLU	Programming Skills	Legacy	1	318	0.011%	10	0.002%	-0.008%	-79.871%
100	Cobol	Programming Skills	Legacy	1	23,876	0.796%	3,717	0.793%	-0.003%	-0.348%
85	ColdFusion	Programming Skills	Current	2	21,323	0.711%	2,578	0.550%	-0.161%	-22.609%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	469	0.016%	31	0.007%	-0.009%	-57.690%
195	Component object model (COM)	Programming Skills	Current	1	515	0.017%	181	0.039%	0.021%	124.972%
125	Database programming	Programming Skills	Current	3	72,511	2.418%	13,188	2.815%	0.397%	16.421%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,356	0.179%	565	0.121%	-0.058%	-32.475%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	17,446	0.582%	3,155	0.673%	0.092%	15.760%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,757	0.159%	989	0.211%	0.052%	33.082%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	33,111	1.104%	5,930	1.266%	0.162%	14.641%
109	Forth	Programming Skills	Legacy	1	7,381	0.246%	1,873	0.400%	0.154%	62.435%
102	Fortran	Programming Skills	Legacy	1	5,001	0.167%	385	0.082%	-0.085%	-50.721%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	543,824	18.134%	74,534	15.909%	-2.225%	-12.269%
222	J	Programming Skills	Legacy	1	11,663	0.389%	1,669	0.356%	-0.033%	-8.399%
87	Java/J2EE/J2P	Programming Skills	Current	4	639,853	21.336%	118,799	25.357%	4.021%	18.847%
97	JavaScript	Programming Skills	Current	3	309,117	10.308%	73,600	15.710%	5.402%	52.409%
89	JavaServer Faces	Programming Skills	Current	3	26,146	0.872%	5,406	1.154%	0.282%	32.351%
88	JavaServer Pages	Programming Skills	Current	3	118,469	3.950%	20,875	4.456%	0.505%	12.792%
223	Job control language (JCL)	Programming Skills	Legacy	2	15,908	0.530%	2,161	0.461%	-0.069%	-13.045%
126	LAMP	Programming Skills	Current	1	29,902	0.997%	6,986	1.491%	0.494%	49.549%
104	Lisp	Programming Skills	Legacy	1	1,877	0.063%	307	0.066%	0.003%	4.696%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,327	0.044%	258	0.055%	0.011%	24.453%
201	Microsoft ActiveX	Programming Skills	Current	1	5,032	0.168%	556	0.119%	-0.049%	-29.272%
107	Pascal	Programming Skills	Legacy	1	1,577	0.053%	186	0.040%	-0.013%	-24.502%
90	Perl	Programming Skills	Current	1	212,113	7.073%	35,612	7.601%	0.528%	7.470%
91	PHP	Programming Skills	Current	1	115,625	3.856%	23,264	4.966%	1.110%	28.792%
103	PL/1	Programming Skills	Legacy	3	498	0.017%	68	0.015%	-0.002%	-12.595%
105	Prolog	Programming Skills	Legacy	1	1,320	0.044%	135	0.029%	-0.015%	-34.534%
95	Python	Programming Skills	Current	1	109,503	3.651%	26,882	5.738%	2.086%	57.142%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	32,125	1.071%	12,356	2.637%	1.566%	146.202%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,061	0.035%	238	0.051%	0.015%	43.588%
206	Scripting languages	Programming Skills	Current	1	54,906	1.831%	10,919	2.331%	0.500%	27.297%
101	Smalltalk	Programming Skills	Legacy	1	991	0.033%	104	0.022%	-0.011%	-32.824%
92	SQL	Programming Skills	Current	3	862,292	28.753%	175,713	37.505%	8.752%	30.439%
110	TCL	Programming Skills	Legacy	1	14,595	0.487%	1,882	0.402%	-0.085%	-17.459%
98	Unified Modeling Language	Programming Skills	Current	2	91,414	3.048%	13,802	2.946%	-0.102%	-3.354%
93	Visual Basic	Programming Skills	Current	6	206,315	6.880%	32,559	6.950%	0.070%	1.017%
207	Web service definition language (WSDL)	Programming Skills	Current	2	21,903	0.730%	4,520	0.965%	0.234%	32.096%
94	XML	Programming Skills	Current	2	364,344	12.149%	68,669	14.657%	2.508%	20.644%
1342	Computer Science	Majors	Computer Science	2	2,045,867	68.220%	370,813	79.148%	10.929%	16.020%
1344	Information Technology	Majors	Information Technology	3	1,402,540	46.768%	160,121	34.177%	-12.591%	-26.922%
1343	Management Information Systems	Majors	Management Information Systems	9	797,273	26.585%	127,491	27.212%	0.627%	2.360%

mis Degrees

Management Information Systems	2013-09-16	Jobs Found:	797,038	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	2,039	0.256%	506	0.397%	0.141%	55.151%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,932	0.368%	455	0.357%	-0.011%	-2.979%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	5,055	0.634%	950	0.745%	0.111%	17.496%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,938	1.121%	1,132	0.888%	-0.233%	-20.818%
3	Creativity	Soft Skills	Problem-solving skills	3	21,403	2.685%	4,267	3.347%	0.662%	24.643%
4	Critical thinking	Soft Skills	Problem-solving skills	3	9,911	1.243%	2,387	1.872%	0.629%	50.576%
1300	Flexibility	Soft Skills	Work ethic	1	27,099	3.400%	4,838	3.795%	0.395%	11.618%
232	Independence	Soft Skills	Interpersonal skills	1	4,236	0.531%	937	0.735%	0.204%	38.294%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	107,844	13.531%	19,002	14.905%	1.375%	10.160%
256	Innovation	Soft Skills	Problem-solving skills	1	61,916	7.768%	12,081	9.476%	1.708%	21.989%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	94,721	11.884%	15,331	12.026%	0.142%	1.192%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	596	0.075%	109	0.086%	0.011%	14.341%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	60,805	7.629%	12,074	9.471%	1.842%	24.146%
10	Leadership	Soft Skills	Interpersonal skills	1	183,300	22.998%	30,622	24.020%	1.022%	4.446%
258	Learning	Soft Skills	Problem-solving skills	1	43,249	5.426%	8,992	7.053%	1.627%	29.987%
1	Learning Ability	Soft Skills	Problem-solving skills	3	13,178	1.653%	2,876	2.256%	0.603%	36.446%
236	Listening	Soft Skills	Language skills	1	13,037	1.636%	2,737	2.147%	0.511%	31.255%
260	Mathematics	Soft Skills	Problem-solving skills	3	46,490	5.833%	7,591	5.954%	0.122%	2.084%
261	Memorization	Soft Skills	Problem-solving skills	1	14	0.002%	8	0.006%	0.005%	257.258%
18	Negotiation Skills	Soft Skills	Language skills	1	9,242	1.160%	1,491	1.170%	0.010%	0.863%
262	Optimization	Soft Skills	Problem-solving skills	1	32,155	4.034%	6,718	5.270%	1.235%	30.621%
19	Oral Communications	Soft Skills	Language skills	3	13,573	1.703%	2,194	1.721%	0.018%	1.060%
273	Persistence	Soft Skills	Work ethic	1	2,456	0.308%	688	0.540%	0.232%	75.138%
239	Persuasion	Soft Skills	Language skills	1	1,589	0.199%	286	0.224%	0.025%	12.528%
1301	Physical Skill	Soft Skills	Work ethic	2	1,105	0.139%	230	0.180%	0.042%	30.132%
240	Presentations	Soft Skills	Language skills	1	45,324	5.687%	7,587	5.951%	0.265%	4.655%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	159,784	20.047%	31,918	25.037%	4.989%	24.888%
20	Questioning skills	Soft Skills	Language skills	1	169	0.021%	76	0.060%	0.038%	181.156%
241	Reading Comprehension	Soft Skills	Language skills	1	172	0.022%	65	0.051%	0.029%	136.268%
6	Research skills	Soft Skills	Problem-solving skills	1	1,475	0.185%	251	0.197%	0.012%	6.390%
15	Responsibility	Soft Skills	Work ethic	2	93,300	11.706%	14,931	11.712%	0.006%	0.052%
234	Self Control	Soft Skills	Interpersonal skills	1	111	0.014%	27	0.021%	0.007%	52.076%
11	Self-esteem	Soft Skills	Interpersonal skills	1	25	0.003%	9	0.007%	0.004%	125.073%
16	Self-management	Soft Skills	Work ethic	1	1,006	0.126%	179	0.140%	0.014%	11.244%
250	Stress Tolerance	Soft Skills	Physical skills	1	155	0.019%	87	0.068%	0.049%	250.919%
12	Teamwork	Soft Skills	Interpersonal skills	1	42,821	5.373%	6,761	5.303%	-0.069%	-1.287%
17	Time Management	Soft Skills	Work ethic	2	31,699	3.977%	6,233	4.889%	0.912%	22.934%
268	Visualization	Soft Skills	Problem-solving skills	1	4,760	0.597%	851	0.668%	0.070%	11.774%
7	Working under pressure	Soft Skills	Problem-solving skills	1	384	0.048%	119	0.093%	0.045%	93.747%
21	Written Communications	Soft Skills	Language skills	4	125,530	15.750%	21,182	16.615%	0.866%	5.497%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	27,339	3.430%	6,212	4.873%	1.443%	42.059%
172	Account management	Business Skills	Management skills	1	10,524	1.320%	1,354	1.062%	-0.258%	-19.563%
22	Accounting	Business Skills	Business processes	4	109,613	13.753%	11,158	8.752%	-5.000%	-36.358%
1263	Accounting software	Business Skills	Business processes	7	5,019	0.630%	616	0.483%	-0.147%	-23.267%
174	Administration	Business Skills	Management skills	3	233,508	29.297%	39,045	30.627%	1.330%	4.540%
1313	Analyst	Business Skills	Project management	1	199,313	25.007%	31,685	24.854%	-0.153%	-0.611%
175	Application management	Business Skills	Management skills	5	65,926	8.271%	12,595	9.880%	1.608%	19.443%
150	Asset management	Business Skills	Business processes	1	15,740	1.975%	2,477	1.943%	-0.032%	-1.612%
151	Auditing	Business Skills	Business processes	4	74,112	9.298%	11,038	8.658%	-0.640%	-6.885%
1264	Auditing software	Business Skills	Business processes	1	174	0.022%	4	0.003%	-0.019%	-85.628%
152	Billing	Business Skills	Business processes	1	23,372	2.932%	2,838	2.226%	-0.706%	-24.083%
1314	Business Analyst	Business Skills	Project management	1	61,613	7.730%	12,757	10.007%	2.276%	29.448%
35	Business Intelligence	Business Skills	Strategy skills	1	38,670	4.852%	8,569	6.722%	1.870%	38.540%
155	Business performance management (BPM)	Business Skills	Business processes	2	4,563	0.572%	1,147	0.900%	0.327%	57.157%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	16,288	2.044%	1,703	1.336%	-0.708%	-34.632%
36	Business Strategy	Business Skills	Strategy skills	3	172,797	21.680%	28,498	22.354%	0.674%	3.109%
182	Calendar and scheduling	Business Skills	Project management	3	40,971	5.140%	6,598	5.176%	0.035%	0.683%
156	Capacity planning	Business Skills	Business processes	1	18,456	2.316%	3,972	3.116%	0.800%	34.552%
28	Change Management	Business Skills	Management skills	1	39,724	4.984%	8,706	6.829%	1.845%	37.021%
24	Contracting and legal	Business Skills	Business processes	2	53,762	6.745%	6,388	5.011%	-1.734%	-25.714%
176	Coordination	Business Skills	Management skills	1	52,648	6.605%	8,650	6.785%	0.180%	2.720%
157	Cost accounting	Business Skills	Business processes	1	2,753	0.345%	167	0.131%	-0.214%	-62.075%
158	Cost estimation	Business Skills	Business processes	1	945	0.119%	148	0.116%	-0.002%	-2.085%
1312	Customer Support	Business Skills	Business processes	6	189,544	23.781%	31,618	24.801%	1.020%	4.290%
1339	Education	Business Skills	Industry Segment	1	9,050	1.135%	1,696	1.330%	0.195%	17.165%
1333	Energy	Business Skills	Industry Segment	1	51,358	6.444%	8,225	6.452%	0.008%	0.126%
1340	Entertainment	Business Skills	Industry Segment	1	13,177	1.653%	1,773	1.391%	-0.262%	-15.878%
1319	Environmental	Business Skills	Environmental	14	20,295	2.546%	3,389	2.658%	0.112%	4.400%
1320	Environmental Strategy	Business Skills	Environmental	5	1,195	0.150%	396	0.311%	0.161%	107.180%
161	Financial	Business Skills	Business processes	2	215,550	27.044%	31,113	24.405%	-2.639%	-9.757%
1275	Financial Analysis software	Business Skills	Business processes	6	1,541	0.193%	531	0.417%	0.223%	115.433%
1332	Health Care	Business Skills	Industry Segment	2	129,590	16.259%	18,289	14.346%	-1.913%	-11.766%
177	Human resources	Business Skills	Management skills	2	49,229	6.176%	6,021	4.723%	-1.454%	-23.534%
1336	Insurance	Business Skills	Industry Segment	1	6,160	0.773%	1,150	0.902%	0.129%	16.718%
1316	Managing/Supervision	Business Skills	Management skills	5	367,916	46.160%	51,914	40.722%	-5.439%	-11.782%
1334	Manufacturing	Business Skills	Industry Segment	2	58,335	7.319%	7,389	5.796%	-1.523%	-20.809%
26	Marketing	Business Skills	Business processes	1	72,933	9.151%	8,429	6.612%	-2.539%	-27.744%
185	Monitoring	Business Skills	Project management	1	106,583	13.372%	20,124	15.785%	2.413%	18.045%
179	Negotiation	Business Skills	Management skills	1	35,936	4.509%	5,953	4.670%	0.161%	3.568%
163	Operation and Control	Business Skills	Business processes	2	621	0.078%	81	0.064%	-0.014%	-18.452%
29	Outsourcing Management	Business Skills	Management skills	3	25,210	3.163%	3,152	2.472%	-0.691%	-21.831%
167	Procurement	Business Skills	Business processes	1	21,893	2.747%	3,349	2.627%	-0.120%	-4.362%
1290	Project Management software	Business Skills	Project management	2	31,668	3.973%	5,528	4.336%	0.363%	9.136%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	189,390	23.762%	32,043	25.135%	1.373%	5.778%
168	Quality	Business Skills	Business processes	1	236,967	29.731%	43,755	34.322%	4.591%	15.441%
1337	Real Estate	Business Skills	Industry Segment	2	8,599	1.079%	824	0.646%	-0.433%	-40.090%
1335	Retail	Business Skills	Industry Segment	2	154,717	19.411%	27,021	21.195%	1.784%	9.190%
34	Risk Management	Business Skills	Project management	1	35,751	4.485%	5,283	4.144%	-0.341%	-7.613%
169	Service Orientation	Business Skills	Business processes	1	7,232	0.907%	1,403	1.101%	0.193%	21.288%
27	Supply Chain Management	Business Skills	Business processes	3	27,980	3.510%	4,918	3.858%	0.347%	9.891%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,240	0.281%	323	0.253%	-0.028%	-9.848%
178	Teaching	Business Skills	Management skills	7	27,553	3.457%	4,193	3.289%	-0.168%	-4.857%
190	Timekeeping	Business Skills	Project management	3	20,737	2.602%	2,036	1.597%	-1.005%	-38.616%
1296	Timekeeping software	Business Skills	Project management	1	1,399	0.176%	230	0.180%	0.005%	2.785%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,365	0.171%	148	0.116%	-0.055%	-32.213%
180	Troubleshooting	Business Skills	Management skills	1	107,644	13.506%	22,465	17.622%	4.116%	30.478%
181	Verification	Business Skills	Management skills	1	23,165	2.906%	4,297	3.371%	0.464%	15.972%
1338	Waste Management	Business Skills	Industry Segment	1	1,935	0.243%	143	0.112%	-0.131%	-53.796%
191	Workflow	Business Skills	Project management	1	44,169	5.542%	8,439	6.620%	1.078%	19.452%
31	Working Globally	Business Skills	Management skills	3	4,278	0.537%	186	0.146%	-0.391%	-72.817%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,436	0.180%	278	0.218%	0.038%	21.035%
51	4GL	Technical Skills	Software development	3	2,071	0.260%	198	0.155%	-0.105%	-40.227%
987	Access servers & software	Technical Skills	Network	10	29,318	3.678%	6,324	4.961%	1.282%	34.858%
38	Agile Development Methods	Technical Skills	Software development	3	10,416	1.307%	3,611	2.832%	1.526%	116.744%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.005%	0	0.000%	-0.005%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	665	0.083%	57	0.045%	-0.039%	-46.411%
1352	Android	Technical Skills	Mobile Platforms	2	2,334	0.293%	1,697	1.331%	1.038%	354.570%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	2,442	0.306%	1,576	1.236%	0.930%	303.488%
120	Apple operating systems	Technical Skills	Business applications	6	12,158	1.525%	3,600	2.824%	1.298%	85.123%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	670	0.084%	19	0.015%	-0.069%	-82.270%
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	82,726	10.379%	15,417	12.093%	1.714%	16.514%
1353	Blackberry	Technical Skills	Mobile Platforms	2	6,417	0.805%	1,324	1.039%	0.233%	28.996%
336	Borland Delphi	Technical Skills	Business applications	1	1,347	0.169%	188	0.147%	-0.022%	-12.741%
337	Borland JBuilder	Technical Skills	Business applications	1	974	0.122%	89	0.070%	-0.052%	-42.872%
338	Borland Paradox	Technical Skills	Business applications	1	120	0.015%	8	0.006%	-0.009%	-58.320%
72	Business Continuity Planning	Technical Skills	Hardware	2	13,256	1.663%	2,892	2.269%	0.605%	36.397%
352	Cadence Opus	Technical Skills	Business applications	1	301	0.038%	100	0.078%	0.041%	107.708%
868	Calculators	Technical Skills	Hardware	1	1,510	0.189%	12	0.009%	-0.180%	-95.032%
39	CASE Tools	Technical Skills	Software development	1	39,954	5.013%	7,205	5.652%	0.639%	12.744%
367	Categorization or classification software	Technical Skills	Business applications	1	3,326	0.417%	789	0.619%	0.202%	48.311%
112	Certification	Technical Skills	Misc	3	191,050	23.970%	32,821	25.745%	1.775%	7.405%
78	Cisco	Technical Skills	Hardware	1	40,706	5.107%	8,113	6.364%	1.257%	24.607%
1009	Cisco Systems IOS	Technical Skills	Network	1	5,255	0.659%	2,124	1.666%	1.007%	152.698%
40	Client-Server	Technical Skills	Software development	1	23,319	2.926%	3,433	2.693%	-0.233%	-7.958%
1011	Cluster server software	Technical Skills	Network	8	10,172	1.276%	2,476	1.942%	0.666%	52.182%
1147	CMAKE	Technical Skills	Software development	1	9	0.001%	5	0.004%	0.003%	247.334%
1151	Compatibility testing	Technical Skills	Software development	1	126	0.016%	42	0.033%	0.017%	108.400%
1152	Compilers	Technical Skills	Software development	5	7,004	0.879%	992	0.778%	-0.101%	-11.451%
1255	Compliance software	Technical Skills	Technical applications	3	8,839	1.109%	1,493	1.171%	0.062%	5.603%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	5,346	0.671%	610	0.478%	-0.192%	-28.662%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,088	0.137%	148	0.116%	-0.020%	-14.954%
875	Computer diagnostics	Technical Skills	Hardware	5	34,858	4.373%	6,121	4.801%	0.428%	9.784%
1107	Computer forensics	Technical Skills	Security	1	3,451	0.433%	315	0.247%	-0.186%	-42.933%
1266	Computer Hardware	Technical Skills	Hardware	15	24,368	3.057%	3,364	2.639%	-0.419%	-13.691%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	522	0.065%	113	0.089%	0.023%	35.341%
1015	Computer servers	Technical Skills	Network	6	81,691	10.249%	15,531	12.183%	1.933%	18.863%
1267	Computer Utilities	Technical Skills	Misc	1	65	0.008%	14	0.011%	0.003%	34.659%
59	Content Manager	Technical Skills	Business applications	1	1,390	0.174%	125	0.098%	-0.076%	-43.777%
878	Controllers	Technical Skills	Hardware	2	4,629	0.581%	561	0.440%	-0.141%	-24.230%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	573	0.072%	42	0.033%	-0.039%	-54.174%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	4,363	0.547%	761	0.597%	0.050%	9.048%
53	Customer Relationship Management	Technical Skills	Business applications	9	56,346	7.069%	9,504	7.455%	0.386%	5.454%
953	Data acquisition systems	Technical Skills	Information mgmt	1	4,013	0.503%	683	0.536%	0.032%	6.407%
955	Data compression software	Technical Skills	Information mgmt	1	1,193	0.150%	326	0.256%	0.106%	70.843%
956	Data conversion software	Technical Skills	Information mgmt	1	5,518	0.692%	1,140	0.894%	0.202%	29.164%
958	Data dictionary	Technical Skills	Information mgmt	1	3,382	0.424%	669	0.525%	0.100%	23.672%
959	Data entry	Technical Skills	Information mgmt	1	5,360	0.672%	582	0.457%	-0.216%	-32.114%
962	Data mapping	Technical Skills	Information mgmt	1	4,639	0.582%	1,153	0.904%	0.322%	55.391%
67	Data Mining	Technical Skills	Information mgmt	5	12,580	1.578%	1,993	1.563%	-0.015%	-0.952%
963	Data modeling	Technical Skills	Information mgmt	1	28,357	3.558%	6,643	5.211%	1.653%	46.462%
68	Data Warehousing	Technical Skills	Information mgmt	2	43,981	5.518%	9,384	7.361%	1.843%	33.396%
69	Database Administration	Technical Skills	Information mgmt	12	63,750	7.998%	11,022	8.646%	0.647%	8.094%
969	Database design software	Technical Skills	Information mgmt	15	47,109	5.911%	8,855	6.946%	1.035%	17.518%
1268	Database Reporting	Technical Skills	Information mgmt	3	20,460	2.567%	3,349	2.627%	0.060%	2.336%
1269	Database Security	Technical Skills	Information mgmt	2	47	0.006%	4	0.003%	-0.003%	-46.791%
1270	Database Servers	Technical Skills	Information mgmt	3	13,092	1.643%	1,930	1.514%	-0.129%	-7.834%
1271	Database Testing	Technical Skills	Information mgmt	1	580	0.073%	105	0.082%	0.010%	13.183%
1160	Debugging	Technical Skills	Software development	7	38,838	4.873%	9,070	7.115%	2.242%	46.006%
418	Desktop publishing software	Technical Skills	Business applications	13	11,093	1.392%	1,074	0.842%	-0.549%	-39.469%
1272	Development Environment	Technical Skills	Software development	13	23,828	2.990%	5,480	4.299%	1.309%	43.785%
1273	Digital Imaging	Technical Skills	Hardware	1	1,174	0.147%	6	0.005%	-0.143%	-96.805%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	664	0.083%	71	0.056%	-0.028%	-33.149%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,025	0.380%	488	0.383%	0.003%	0.859%
1307	Doctor of Philosophy	Technical Skills	Misc	3	18,043	2.264%	1,139	0.893%	-1.370%	-60.533%
973	Document management software	Technical Skills	Information mgmt	4	10,880	1.365%	1,851	1.452%	0.087%	6.365%
1020	Domain name system (DNS)	Technical Skills	Network	3	26,252	3.294%	5,068	3.975%	0.682%	20.696%
61	Dreamweaver	Technical Skills	Software development	1	4,352	0.546%	357	0.280%	-0.266%	-48.714%
54	DSS/GDSS	Technical Skills	Business applications	5	14,393	1.806%	1,980	1.553%	-0.253%	-13.993%
425	Dynamic modeling software	Technical Skills	Business applications	1	20	0.003%	5	0.004%	0.001%	56.300%
62	Eclipse	Technical Skills	Software development	1	11,556	1.450%	3,109	2.439%	0.989%	68.203%
1308	Electronic Commerce	Technical Skills	Business applications	2	23,894	2.998%	4,708	3.693%	0.695%	23.188%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	9,193	1.153%	1,710	1.341%	0.188%	16.294%
1023	Electronic mail software	Technical Skills	Network	8	15,649	1.963%	2,664	2.090%	0.126%	6.431%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	58,354	7.321%	10,394	8.153%	0.832%	11.361%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	63,446	7.960%	10,055	7.887%	-0.073%	-0.917%
1321	Environmental Certification	Technical Skills	Environmental	1	55	0.007%	17	0.013%	0.006%	93.244%
1328	Environmental Cleanup	Technical Skills	Environmental	1	25	0.003%	6	0.005%	0.002%	50.048%
1329	Environmental Energy	Technical Skills	Environmental	21	4,393	0.551%	501	0.393%	-0.158%	-28.699%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,003	0.251%	270	0.212%	-0.040%	-15.724%
1327	Environmental Pollution	Technical Skills	Environmental	15	2,299	0.288%	461	0.362%	0.073%	25.367%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,711	0.215%	144	0.113%	-0.102%	-47.382%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	4	294	0.037%	76	0.060%	0.023%	61.617%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	3,103	0.389%	365	0.286%	-0.103%	-26.459%
1331	Environmental Science	Technical Skills	Environmental	1	1,073	0.135%	0	0.000%	-0.135%	-100.000%
1322	Environmental Technology	Technical Skills	Environmental	2	220	0.028%	9	0.007%	-0.021%	-74.424%
461	Expert system software	Technical Skills	Business applications	1	307	0.039%	36	0.028%	-0.010%	-26.686%
1359	Facebook	Technical Skills	Social Networking	1	33,814	4.242%	31,208	24.480%	20.237%	477.018%
463	Facilities management software	Technical Skills	Business applications	4	6,226	0.781%	469	0.368%	-0.413%	-52.904%
468	Flight control software	Technical Skills	Business applications	1	97	0.012%	10	0.008%	-0.004%	-35.546%
469	Flowchart software	Technical Skills	Business applications	4	2,869	0.360%	526	0.413%	0.053%	14.624%
1112	Fraud Detection	Technical Skills	Security	1	5,315	0.667%	767	0.602%	-0.065%	-9.778%
63	FrontPage	Technical Skills	Software development	1	1,287	0.161%	50	0.039%	-0.122%	-75.711%
475	Fund accounting software	Technical Skills	Business applications	1	994	0.125%	115	0.090%	-0.035%	-27.668%
1260	Gaming	Technical Skills	Misc	2	12,263	1.539%	866	0.679%	-0.859%	-55.849%
113	Generic databases	Technical Skills	Information mgmt	2	125,927	15.799%	22,453	17.612%	1.813%	11.474%
1365	Google Apps	Technical Skills	Business applications	4	2,482	0.311%	259	0.203%	-0.108%	-34.759%
1364	Google Plus	Technical Skills	Social Networking	1	37	0.005%	37	0.029%	0.024%	525.201%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	50,234	6.303%	8,018	6.289%	-0.013%	-0.210%
484	Graphic software	Technical Skills	Business applications	15	58,754	7.372%	10,987	8.618%	1.247%	16.913%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	10,019	1.257%	1,875	1.471%	0.214%	17.003%
1323	Green IT	Technical Skills	Environmental	8	2,245	0.282%	264	0.207%	-0.075%	-26.480%
893	Guidance systems	Technical Skills	Hardware	1	45	0.006%	1	0.001%	-0.005%	-86.107%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	49	0.006%	3	0.002%	-0.004%	-61.722%
1277	Hardware Design	Technical Skills	Hardware	19	2,886	0.362%	400	0.314%	-0.048%	-13.347%
1278	Hardware Testing	Technical Skills	Hardware	4	841	0.106%	115	0.090%	-0.015%	-14.509%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	436	0.055%	51	0.040%	-0.015%	-26.869%
492	Helpdesk or call center	Technical Skills	Business applications	2	42,787	5.368%	6,247	4.900%	-0.468%	-8.719%
114	IBM databases	Technical Skills	Information mgmt	2	25,814	3.239%	4,955	3.887%	0.648%	20.007%
121	IBM operating systems	Technical Skills	Business applications	4	19,865	2.492%	3,346	2.625%	0.132%	5.307%
898	Image capture devices	Technical Skills	Hardware	8	3,933	0.493%	637	0.500%	0.006%	1.259%
524	Industrial control software	Technical Skills	Business applications	3	2,746	0.345%	316	0.248%	-0.097%	-28.054%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	10,385	1.303%	2,317	1.817%	0.515%	39.489%
899	Infrared	Technical Skills	Hardware	1	676	0.085%	39	0.031%	-0.054%	-63.931%
1180	Installation	Technical Skills	Software development	1	88,200	11.066%	14,881	11.673%	0.607%	5.483%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	240	0.030%	16	0.013%	-0.018%	-58.320%
536	Internet browser software	Technical Skills	Business applications	4	6,470	0.812%	608	0.477%	-0.335%	-41.248%
541	Inventory management software	Technical Skills	Business applications	3	5,326	0.668%	861	0.675%	0.007%	1.070%
73	IT Architecture/Standards	Technical Skills	Hardware	2	6,857	0.860%	1,321	1.036%	0.176%	20.445%
1357	Java ME	Technical Skills	Mobile Platforms	2	107	0.013%	16	0.013%	-0.001%	-6.512%
1035	Kernel	Technical Skills	Network	1	2,212	0.278%	472	0.370%	0.093%	33.406%
907	Lasers	Technical Skills	Hardware	1	99	0.012%	8	0.006%	-0.006%	-49.479%
1038	License management software	Technical Skills	Network	1	700	0.088%	155	0.122%	0.034%	38.437%
1361	LinkedIn	Technical Skills	Social Networking	1	3,328	0.418%	1,240	0.973%	0.555%	132.948%
908	Mainframe computers	Technical Skills	Hardware	2	28,294	3.550%	3,848	3.018%	-0.531%	-14.972%
124	Mainframe operating systems	Technical Skills	Business applications	7	12,692	1.592%	1,810	1.420%	-0.173%	-10.840%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	17,519	2.198%	3,379	2.651%	0.452%	20.587%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,527	0.819%	776	0.609%	-0.210%	-25.669%
1281	Medical software	Technical Skills	Business applications	9	9,014	1.131%	1,045	0.820%	-0.311%	-27.520%
115	Microsoft databases	Technical Skills	Information mgmt	5	123,861	15.540%	25,354	19.888%	4.348%	27.977%
119	Microsoft operating systems	Technical Skills	Business applications	4	177,167	22.228%	29,663	23.268%	1.040%	4.677%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	725	0.091%	443	0.347%	0.257%	282.020%
625	Multimedia	Technical Skills	Business applications	1	4,164	0.522%	583	0.457%	-0.065%	-12.466%
1362	MySpace	Technical Skills	Social Networking	1	1,852	0.232%	6	0.005%	-0.228%	-97.975%
74	Network administration	Technical Skills	Hardware	12	67,641	8.487%	10,059	7.890%	-0.596%	-7.025%
1282	Network Administration software	Technical Skills	Network	17	50,107	6.287%	9,647	7.567%	1.281%	20.369%
1283	Network Hardware	Technical Skills	Network	11	33,175	4.162%	6,125	4.804%	0.642%	15.429%
1284	Network Monitoring software	Technical Skills	Network	14	21,940	2.753%	4,412	3.461%	0.708%	25.724%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,122	0.141%	118	0.093%	-0.048%	-34.248%
1122	Network security	Technical Skills	Security	1	33,087	4.151%	5,792	4.543%	0.392%	9.444%
1285	Network Security software	Technical Skills	Security	33	71,161	8.928%	12,671	9.939%	1.011%	11.324%
1286	Network software	Technical Skills	Network	5	15,337	1.924%	2,920	2.290%	0.366%	19.032%
1287	Network Testing	Technical Skills	Network	11	11,211	1.407%	2,271	1.781%	0.375%	26.646%
1065	Novell network software	Technical Skills	Network	2	2,185	0.274%	126	0.099%	-0.175%	-63.947%
643	Oberon	Technical Skills	Business applications	1	70	0.009%	2	0.002%	-0.007%	-82.137%
41	Object Oriented Programming	Technical Skills	Software development	5	57,505	7.215%	11,469	8.996%	1.782%	24.692%
1288	Office Applications	Technical Skills	Business applications	13	159,311	19.988%	24,574	19.276%	-0.712%	-3.562%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	10,909	1.369%	2,038	1.599%	0.230%	16.799%
116	Open-source databases	Technical Skills	Information mgmt	4	20,019	2.512%	4,913	3.854%	1.342%	53.435%
118	Open-source operating systems	Technical Skills	Business applications	8	80,681	10.123%	17,331	13.595%	3.472%	34.299%
56	Operating Systems	Technical Skills	Business applications	3	89,221	11.194%	15,326	12.022%	0.828%	7.394%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	631	0.079%	63	0.049%	-0.030%	-37.579%
117	Oracle databases	Technical Skills	Information mgmt	1	154,784	19.420%	29,929	23.476%	4.057%	20.889%
1354	Palm OS	Technical Skills	Mobile Platforms	3	148	0.019%	23	0.018%	-0.001%	-2.840%
1289	Physical Tools	Technical Skills	Hardware	1	28	0.004%	2	0.002%	-0.002%	-55.343%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,856	0.609%	1,142	0.896%	0.287%	47.030%
931	Printers	Technical Skills	Hardware	3	9,983	1.253%	1,652	1.296%	0.043%	3.459%
43	Programming	Technical Skills	Software development	1	181,669	22.793%	31,528	24.731%	1.938%	8.501%
700	Provisioning	Technical Skills	Business applications	1	11,113	1.394%	2,403	1.885%	0.491%	35.189%
1258	Rate Control	Technical Skills	Technical applications	1	6	0.001%	1	0.001%	0.000%	4.200%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	11,272	1.414%	1,775	1.392%	-0.022%	-1.550%
1077	Remote control software	Technical Skills	Network	2	1,080	0.136%	180	0.141%	0.006%	4.200%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	564	0.071%	82	0.064%	-0.006%	-9.102%
1262	Robotics	Technical Skills	Hardware	2	2,399	0.301%	650	0.510%	0.209%	69.396%
1318	RSA	Technical Skills	Security	1	5,794	0.727%	742	0.582%	-0.145%	-19.935%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	4,613	0.579%	1,645	1.290%	0.712%	122.947%
44	SDLC	Technical Skills	Software development	7	99,141	12.439%	22,617	17.741%	5.302%	42.627%
1132	Secure shell (SSH)	Technical Skills	Security	1	41	0.005%	23	0.018%	0.013%	250.723%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	8,317	1.043%	1,971	1.546%	0.503%	48.163%
76	Security	Technical Skills	Hardware	4	498,128	62.497%	127,227	99.798%	37.300%	59.683%
1315	Security Clearance	Technical Skills	Misc	2	117,622	14.757%	9,948	7.803%	-6.954%	-47.123%
1135	Security testing software	Technical Skills	Security	1	2,661	0.334%	398	0.312%	-0.022%	-6.490%
60	Sharepoint Server	Technical Skills	Business applications	1	4,224	0.530%	1,008	0.791%	0.261%	49.196%
1084	Signal generators	Technical Skills	Network	1	150	0.019%	13	0.010%	-0.009%	-45.816%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	6,272	0.787%	1,130	0.886%	0.099%	12.640%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	16,893	2.119%	4,509	3.537%	1.417%	66.876%
1220	Simulation software	Technical Skills	Software development	5	13,535	1.698%	1,310	1.028%	-0.671%	-39.489%
1366	Social Network	Technical Skills	Social Networking	1	713	0.089%	203	0.159%	0.070%	78.003%
1358	Social Networking	Technical Skills	Social Networking	1	7,646	0.959%	249	0.195%	-0.764%	-79.640%
42	Software Development	Technical Skills	Software development	2	160,242	20.105%	26,580	20.850%	0.745%	3.705%
1291	Software Development software	Technical Skills	Software development	2	2,036	0.255%	262	0.206%	-0.050%	-19.547%
1309	Software Engineering	Technical Skills	Software development	1	68,446	8.588%	10,977	8.610%	0.023%	0.266%
1292	Software Installation	Technical Skills	Software development	4	94,257	11.826%	18,126	14.218%	2.392%	20.229%
1223	Software libraries	Technical Skills	Software development	1	156	0.020%	55	0.043%	0.024%	120.424%
1293	Software Maintenance	Technical Skills	Software development	1	4,541	0.570%	1,124	0.882%	0.312%	54.751%
1294	Software Testing	Technical Skills	Software development	14	81,445	10.218%	16,772	13.156%	2.938%	28.748%
1225	Source code management (SCM)	Technical Skills	Software development	5	20,340	2.552%	4,426	3.472%	0.920%	36.044%
1229	Static analysis software	Technical Skills	Software development	1	126	0.016%	30	0.024%	0.008%	48.857%
772	Statistical analysis software	Technical Skills	Business applications	23	62,731	7.871%	10,056	7.888%	0.017%	0.222%
774	Statistical software	Technical Skills	Business applications	1	34,352	4.310%	3,444	2.701%	-1.608%	-37.320%
1230	Stress testing software	Technical Skills	Software development	1	1,747	0.219%	295	0.231%	0.012%	5.572%
122	Sun operating systems	Technical Skills	Business applications	3	44,362	5.566%	6,129	4.808%	-0.758%	-13.623%
939	Surveillance systems	Technical Skills	Hardware	5	8,335	1.046%	832	0.653%	-0.393%	-37.592%
791	Symantec software	Technical Skills	Business applications	1	6,518	0.818%	1,419	1.113%	0.295%	36.109%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.004%	2	0.002%	-0.002%	-60.925%
1310	System Administration	Technical Skills	Network	4	73,664	9.242%	11,213	8.796%	-0.447%	-4.833%
45	System Testing	Technical Skills	Software development	5	19,300	2.421%	4,019	3.153%	0.731%	30.191%
46	Systems Analysis	Technical Skills	Software development	8	103,105	12.936%	16,584	13.009%	0.073%	0.561%
47	Systems Design	Technical Skills	Software development	1	15,856	1.989%	2,877	2.257%	0.267%	13.440%
1233	Systems Evaluation	Technical Skills	Software development	1	128	0.016%	18	0.014%	-0.002%	-12.081%
1234	Systems integration	Technical Skills	Software development	8	70,868	8.891%	9,648	7.568%	-1.323%	-14.885%
75	TCP/IP	Technical Skills	Hardware	3	39,763	4.989%	7,447	5.841%	0.853%	17.091%
1235	Technology Design	Technical Skills	Software development	1	827	0.104%	144	0.113%	0.009%	8.862%
1236	Templates	Technical Skills	Software development	1	14,072	1.766%	3,075	2.412%	0.647%	36.618%
1239	Test implementation	Technical Skills	Software development	1	220	0.028%	55	0.043%	0.016%	56.300%
1302	Testing	Technical Skills	Software development	1	258,468	32.429%	50,015	39.232%	6.803%	20.980%
1297	Training software	Technical Skills	Business applications	3	1,320	0.166%	173	0.136%	-0.030%	-18.061%
57	Transaction Processing Systems	Technical Skills	Business applications	4	984	0.123%	202	0.158%	0.035%	28.344%
1360	Twitter	Technical Skills	Social Networking	1	11,311	1.419%	1,296	1.017%	-0.403%	-28.365%
123	UNIX operating systems	Technical Skills	Business applications	5	115,930	14.545%	19,376	15.199%	0.654%	4.493%
1298	UNIX Shells	Technical Skills	Business applications	4	23,571	2.957%	5,081	3.986%	1.028%	34.769%
48	User-Interface Design	Technical Skills	Software development	2	22,518	2.825%	5,720	4.487%	1.662%	58.813%
836	Video creation and editing software	Technical Skills	Business applications	3	1,968	0.247%	115	0.090%	-0.157%	-63.466%
64	Visual Studio	Technical Skills	Software development	1	23,951	3.005%	5,771	4.527%	1.522%	50.642%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,030	0.129%	243	0.191%	0.061%	47.499%
77	Voice/Data Telecom	Technical Skills	Hardware	10	83,305	10.452%	11,516	9.033%	-1.419%	-13.573%
1299	Web Application Server	Technical Skills	Business applications	8	40,747	5.112%	7,757	6.085%	0.972%	19.019%
1248	Web platform development software	Technical Skills	Software development	5	2,051	0.257%	414	0.325%	0.067%	26.199%
65	web programmer	Technical Skills	Software development	4	9,239	1.159%	960	0.753%	-0.406%	-35.037%
58	Web servers	Technical Skills	Business applications	6	57,810	7.253%	11,330	8.887%	1.634%	22.531%
49	Web-based Application Development	Technical Skills	Software development	2	35,561	4.462%	6,713	5.266%	0.804%	18.022%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,496	0.188%	322	0.253%	0.065%	34.569%
1102	Wireless	Technical Skills	Network	5	32,172	4.036%	5,283	4.144%	0.108%	2.665%
1363	YouTube	Technical Skills	Social Networking	2	416	0.052%	130	0.102%	0.050%	95.375%
79	.NET	Programming Skills	Current	1	81,163	10.183%	16,193	12.702%	2.519%	24.735%
209	A programming language (APL)	Programming Skills	Legacy	2	1,148	0.144%	51	0.040%	-0.104%	-72.225%
99	Ada	Programming Skills	Legacy	1	3,500	0.439%	515	0.404%	-0.035%	-8.006%
80	AJAX	Programming Skills	Current	1	31,706	3.978%	6,605	5.181%	1.203%	30.242%
192	Apple AppleScript	Programming Skills	Current	1	32	0.004%	15	0.012%	0.008%	193.063%
81	ASP	Programming Skills	Current	2	60,660	7.611%	10,986	8.617%	1.007%	13.229%
108	Assembly	Programming Skills	Legacy	2	796	0.100%	131	0.103%	0.003%	2.891%
211	AWK	Programming Skills	Legacy	1	1,437	0.180%	233	0.183%	0.002%	1.372%
212	B	Programming Skills	Legacy	1	10,398	1.305%	1,574	1.235%	-0.070%	-5.360%
83	C#	Programming Skills	Current	2	60,611	7.605%	13,979	10.965%	3.361%	44.193%
82	C/C++	Programming Skills	Current	3	79,722	10.002%	11,880	9.319%	-0.684%	-6.834%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	33,052	4.147%	8,590	6.738%	2.591%	62.486%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	313	0.039%	122	0.096%	0.056%	143.689%
84	CGI	Programming Skills	Current	2	4,485	0.563%	1,733	1.359%	0.797%	141.577%
217	Clipper	Programming Skills	Legacy	1	142	0.018%	38	0.030%	0.012%	67.307%
218	CLU	Programming Skills	Legacy	1	129	0.016%	3	0.002%	-0.014%	-85.460%
100	Cobol	Programming Skills	Legacy	1	10,480	1.315%	1,669	1.309%	-0.006%	-0.433%
85	ColdFusion	Programming Skills	Current	2	7,272	0.912%	856	0.671%	-0.241%	-26.406%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	280	0.035%	3	0.002%	-0.033%	-93.301%
195	Component object model (COM)	Programming Skills	Current	1	78	0.010%	5	0.004%	-0.006%	-59.923%
125	Database programming	Programming Skills	Current	3	16,518	2.072%	3,085	2.420%	0.347%	16.766%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,448	0.182%	114	0.089%	-0.092%	-50.778%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,399	0.301%	546	0.428%	0.127%	42.293%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,203	0.151%	196	0.154%	0.003%	1.862%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	7,672	0.963%	1,443	1.132%	0.169%	17.592%
109	Forth	Programming Skills	Legacy	1	2,795	0.351%	675	0.529%	0.179%	50.988%
102	Fortran	Programming Skills	Legacy	1	1,258	0.158%	127	0.100%	-0.058%	-36.883%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	132,743	16.655%	14,478	11.357%	-5.298%	-31.811%
222	J	Programming Skills	Legacy	1	2,999	0.376%	478	0.375%	-0.001%	-0.351%
87	Java/J2EE/J2P	Programming Skills	Current	4	129,340	16.228%	25,065	19.661%	3.434%	21.159%
97	JavaScript	Programming Skills	Current	3	62,691	7.865%	13,432	10.536%	2.671%	33.954%
89	JavaServer Faces	Programming Skills	Current	3	6,477	0.813%	1,474	1.156%	0.344%	42.280%
88	JavaServer Pages	Programming Skills	Current	3	24,666	3.095%	4,854	3.808%	0.713%	23.033%
223	Job control language (JCL)	Programming Skills	Legacy	2	5,601	0.703%	877	0.688%	-0.015%	-2.106%
126	LAMP	Programming Skills	Current	1	2,451	0.308%	614	0.482%	0.174%	56.619%
104	Lisp	Programming Skills	Legacy	1	91	0.011%	14	0.011%	-0.000%	-3.815%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	298	0.037%	28	0.022%	-0.015%	-41.256%
201	Microsoft ActiveX	Programming Skills	Current	1	1,258	0.158%	153	0.120%	-0.038%	-23.962%
107	Pascal	Programming Skills	Legacy	1	514	0.064%	32	0.025%	-0.039%	-61.077%
90	Perl	Programming Skills	Current	1	37,268	4.676%	6,901	5.413%	0.737%	15.770%
91	PHP	Programming Skills	Current	1	15,858	1.990%	3,347	2.625%	0.636%	31.955%
103	PL/1	Programming Skills	Legacy	3	153	0.019%	23	0.018%	-0.001%	-6.015%
105	Prolog	Programming Skills	Legacy	1	165	0.021%	9	0.007%	-0.014%	-65.898%
95	Python	Programming Skills	Current	1	11,544	1.448%	3,279	2.572%	1.124%	77.584%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	8,170	1.025%	3,227	2.531%	1.506%	146.943%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	184	0.023%	12	0.009%	-0.014%	-59.226%
206	Scripting languages	Programming Skills	Current	1	8,890	1.115%	2,204	1.729%	0.613%	54.999%
101	Smalltalk	Programming Skills	Legacy	1	253	0.032%	39	0.031%	-0.001%	-3.625%
92	SQL	Programming Skills	Current	3	238,487	29.922%	48,775	38.259%	8.338%	27.865%
110	TCL	Programming Skills	Legacy	1	1,881	0.236%	233	0.183%	-0.053%	-22.556%
98	Unified Modeling Language	Programming Skills	Current	2	22,048	2.766%	3,876	3.040%	0.274%	9.909%
93	Visual Basic	Programming Skills	Current	6	69,435	8.712%	11,019	8.643%	-0.068%	-0.784%
207	Web service definition language (WSDL)	Programming Skills	Current	2	5,324	0.668%	1,196	0.938%	0.270%	40.447%
94	XML	Programming Skills	Current	2	83,598	10.489%	16,656	13.065%	2.576%	24.565%
1342	Computer Science	Majors	Computer Science	2	541,818	67.979%	96,000	75.303%	7.324%	10.774%
1344	Information Technology	Majors	Information Technology	3	320,265	40.182%	47,759	37.462%	-2.719%	-6.768%
1343	Management Information Systems	Majors	Management Information Systems	9	797,038	100.000%	127,485	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2013-09-16	Jobs Found:	2,045,717	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	5,026	0.246%	1,068	0.288%	0.042%	17.231%
2	Attention to Details	Soft Skills	Problem-solving skills	1	7,551	0.369%	1,524	0.411%	0.042%	11.346%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	9,753	0.477%	1,997	0.539%	0.062%	12.962%
231	Cooperation	Soft Skills	Interpersonal skills	1	15,261	0.746%	2,471	0.666%	-0.080%	-10.673%
3	Creativity	Soft Skills	Problem-solving skills	3	61,325	2.998%	11,731	3.164%	0.166%	5.534%
4	Critical thinking	Soft Skills	Problem-solving skills	3	20,564	1.005%	4,984	1.344%	0.339%	33.710%
1300	Flexibility	Soft Skills	Work ethic	1	59,550	2.911%	11,684	3.151%	0.240%	8.244%
232	Independence	Soft Skills	Interpersonal skills	1	9,170	0.448%	2,115	0.570%	0.122%	27.243%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	239,466	11.706%	44,497	12.000%	0.294%	2.513%
256	Innovation	Soft Skills	Problem-solving skills	1	128,922	6.302%	29,971	8.083%	1.781%	28.253%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	163,317	7.983%	29,115	7.852%	-0.132%	-1.649%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,063	0.052%	126	0.034%	-0.018%	-34.607%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	122,420	5.984%	26,701	7.201%	1.216%	20.328%
10	Leadership	Soft Skills	Interpersonal skills	1	386,175	18.877%	66,912	18.045%	-0.832%	-4.410%
258	Learning	Soft Skills	Problem-solving skills	1	120,396	5.885%	26,365	7.110%	1.225%	20.812%
1	Learning Ability	Soft Skills	Problem-solving skills	3	34,980	1.710%	8,201	2.212%	0.502%	29.342%
236	Listening	Soft Skills	Language skills	1	26,542	1.297%	5,611	1.513%	0.216%	16.627%
260	Mathematics	Soft Skills	Problem-solving skills	3	135,191	6.608%	20,701	5.583%	-1.026%	-15.523%
261	Memorization	Soft Skills	Problem-solving skills	1	65	0.003%	10	0.003%	-0.000%	-15.125%
18	Negotiation Skills	Soft Skills	Language skills	1	16,045	0.784%	2,695	0.727%	-0.058%	-7.336%
262	Optimization	Soft Skills	Problem-solving skills	1	101,934	4.983%	22,400	6.041%	1.058%	21.233%
19	Oral Communications	Soft Skills	Language skills	3	31,842	1.557%	5,249	1.416%	-0.141%	-9.057%
273	Persistence	Soft Skills	Work ethic	1	8,245	0.403%	2,150	0.580%	0.177%	43.860%
239	Persuasion	Soft Skills	Language skills	1	2,707	0.132%	427	0.115%	-0.017%	-12.977%
1301	Physical Skill	Soft Skills	Work ethic	2	1,683	0.082%	354	0.095%	0.013%	16.041%
240	Presentations	Soft Skills	Language skills	1	90,263	4.412%	14,282	3.852%	-0.561%	-12.708%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	383,629	18.753%	83,708	22.574%	3.822%	20.378%
20	Questioning skills	Soft Skills	Language skills	1	514	0.025%	195	0.053%	0.027%	109.298%
241	Reading Comprehension	Soft Skills	Language skills	1	355	0.017%	147	0.040%	0.022%	128.445%
6	Research skills	Soft Skills	Problem-solving skills	1	3,267	0.160%	530	0.143%	-0.017%	-10.501%
15	Responsibility	Soft Skills	Work ethic	2	191,342	9.353%	34,969	9.430%	0.077%	0.824%
234	Self Control	Soft Skills	Interpersonal skills	1	158	0.008%	31	0.008%	0.001%	8.242%
11	Self-esteem	Soft Skills	Interpersonal skills	1	117	0.006%	78	0.021%	0.015%	267.791%
16	Self-management	Soft Skills	Work ethic	1	2,117	0.103%	511	0.138%	0.034%	33.166%
250	Stress Tolerance	Soft Skills	Physical skills	1	283	0.014%	152	0.041%	0.027%	196.313%
12	Teamwork	Soft Skills	Interpersonal skills	1	82,655	4.040%	16,259	4.385%	0.344%	8.522%
17	Time Management	Soft Skills	Work ethic	2	67,099	3.280%	15,158	4.088%	0.808%	24.629%
268	Visualization	Soft Skills	Problem-solving skills	1	18,344	0.897%	3,290	0.887%	-0.009%	-1.055%
7	Working under pressure	Soft Skills	Problem-solving skills	1	854	0.042%	294	0.079%	0.038%	89.925%
21	Written Communications	Soft Skills	Language skills	4	306,362	14.976%	58,174	15.688%	0.713%	4.758%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	47,991	2.346%	16,124	4.348%	2.002%	85.356%
172	Account management	Business Skills	Management skills	1	18,346	0.897%	2,279	0.615%	-0.282%	-31.468%
22	Accounting	Business Skills	Business processes	4	129,406	6.326%	15,966	4.306%	-2.020%	-31.933%
1263	Accounting software	Business Skills	Business processes	7	13,430	0.656%	1,455	0.392%	-0.264%	-40.230%
174	Administration	Business Skills	Management skills	3	431,580	21.097%	78,581	21.192%	0.095%	0.450%
1313	Analyst	Business Skills	Project management	1	309,904	15.149%	54,930	14.813%	-0.335%	-2.214%
175	Application management	Business Skills	Management skills	5	147,450	7.208%	30,708	8.281%	1.074%	14.895%
150	Asset management	Business Skills	Business processes	1	24,103	1.178%	4,657	1.256%	0.078%	6.593%
151	Auditing	Business Skills	Business processes	4	82,878	4.051%	14,227	3.837%	-0.215%	-5.296%
1264	Auditing software	Business Skills	Business processes	1	89	0.004%	3	0.001%	-0.004%	-81.404%
152	Billing	Business Skills	Business processes	1	32,657	1.596%	5,455	1.471%	-0.125%	-7.847%
1314	Business Analyst	Business Skills	Project management	1	109,546	5.355%	24,690	6.658%	1.303%	24.342%
35	Business Intelligence	Business Skills	Strategy skills	1	86,368	4.222%	19,431	5.240%	1.018%	24.118%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,978	0.586%	2,990	0.806%	0.221%	37.715%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	27,659	1.352%	2,202	0.594%	-0.758%	-56.079%
36	Business Strategy	Business Skills	Strategy skills	3	331,380	16.199%	59,509	16.048%	-0.150%	-0.928%
182	Calendar and scheduling	Business Skills	Project management	3	80,567	3.938%	12,513	3.374%	-0.564%	-14.317%
156	Capacity planning	Business Skills	Business processes	1	47,077	2.301%	9,805	2.644%	0.343%	14.903%
28	Change Management	Business Skills	Management skills	1	71,235	3.482%	15,951	4.302%	0.819%	23.534%
24	Contracting and legal	Business Skills	Business processes	2	76,355	3.732%	11,007	2.968%	-0.764%	-20.471%
176	Coordination	Business Skills	Management skills	1	85,872	4.198%	15,300	4.126%	-0.072%	-1.705%
157	Cost accounting	Business Skills	Business processes	1	1,459	0.071%	146	0.039%	-0.032%	-44.793%
158	Cost estimation	Business Skills	Business processes	1	1,751	0.086%	199	0.054%	-0.032%	-37.301%
1312	Customer Support	Business Skills	Business processes	6	390,062	19.067%	68,441	18.457%	-0.610%	-3.200%
1339	Education	Business Skills	Industry Segment	1	16,101	0.787%	2,851	0.769%	-0.018%	-2.313%
1333	Energy	Business Skills	Industry Segment	1	95,538	4.670%	16,222	4.375%	-0.295%	-6.326%
1340	Entertainment	Business Skills	Industry Segment	1	42,639	2.084%	6,729	1.815%	-0.270%	-12.936%
1319	Environmental	Business Skills	Environmental	14	36,369	1.778%	6,061	1.635%	-0.143%	-8.060%
1320	Environmental Strategy	Business Skills	Environmental	5	7,356	0.360%	2,160	0.583%	0.223%	61.996%
161	Financial	Business Skills	Business processes	2	374,904	18.326%	66,510	17.936%	-0.390%	-2.128%
1275	Financial Analysis software	Business Skills	Business processes	6	1,594	0.078%	228	0.061%	-0.016%	-21.089%
1332	Health Care	Business Skills	Industry Segment	2	217,170	10.616%	36,859	9.940%	-0.676%	-6.365%
177	Human resources	Business Skills	Management skills	2	72,296	3.534%	9,436	2.545%	-0.989%	-27.994%
1336	Insurance	Business Skills	Industry Segment	1	11,312	0.553%	2,364	0.638%	0.085%	15.292%
1316	Managing/Supervision	Business Skills	Management skills	5	749,164	36.621%	113,748	30.675%	-5.946%	-16.236%
1334	Manufacturing	Business Skills	Industry Segment	2	122,222	5.975%	16,285	4.392%	-1.583%	-26.493%
26	Marketing	Business Skills	Business processes	1	177,511	8.677%	24,799	6.688%	-1.989%	-22.927%
185	Monitoring	Business Skills	Project management	1	221,714	10.838%	45,707	12.326%	1.488%	13.732%
179	Negotiation	Business Skills	Management skills	1	58,614	2.865%	10,379	2.799%	-0.066%	-2.311%
163	Operation and Control	Business Skills	Business processes	2	1,041	0.051%	112	0.030%	-0.021%	-40.645%
29	Outsourcing Management	Business Skills	Management skills	3	47,263	2.310%	5,688	1.534%	-0.776%	-33.606%
167	Procurement	Business Skills	Business processes	1	30,837	1.507%	5,127	1.383%	-0.125%	-8.276%
1290	Project Management software	Business Skills	Project management	2	51,375	2.511%	9,549	2.575%	0.064%	2.541%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	346,535	16.940%	61,543	16.597%	-0.343%	-2.023%
168	Quality	Business Skills	Business processes	1	563,780	27.559%	116,196	31.336%	3.777%	13.704%
1337	Real Estate	Business Skills	Industry Segment	2	10,838	0.530%	1,626	0.438%	-0.091%	-17.232%
1335	Retail	Business Skills	Industry Segment	2	319,164	15.602%	54,024	14.569%	-1.032%	-6.617%
34	Risk Management	Business Skills	Project management	1	48,942	2.392%	7,879	2.125%	-0.268%	-11.186%
169	Service Orientation	Business Skills	Business processes	1	13,580	0.664%	3,030	0.817%	0.153%	23.094%
27	Supply Chain Management	Business Skills	Business processes	3	54,941	2.686%	9,258	2.497%	-0.189%	-7.036%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,238	0.207%	574	0.155%	-0.052%	-25.279%
178	Teaching	Business Skills	Management skills	7	48,851	2.388%	7,845	2.116%	-0.272%	-11.404%
190	Timekeeping	Business Skills	Project management	3	23,594	1.153%	3,791	1.022%	-0.131%	-11.357%
1296	Timekeeping software	Business Skills	Project management	1	2,221	0.109%	416	0.112%	0.004%	3.333%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,773	0.136%	321	0.087%	-0.049%	-36.137%
180	Troubleshooting	Business Skills	Management skills	1	271,925	13.292%	57,732	15.569%	2.277%	17.128%
181	Verification	Business Skills	Management skills	1	63,667	3.112%	10,607	2.860%	-0.252%	-8.088%
1338	Waste Management	Business Skills	Industry Segment	1	1,646	0.080%	164	0.044%	-0.036%	-45.032%
191	Workflow	Business Skills	Project management	1	87,281	4.267%	17,985	4.850%	0.584%	13.680%
31	Working Globally	Business Skills	Management skills	3	16,143	0.789%	1,043	0.281%	-0.508%	-64.355%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,158	0.154%	614	0.166%	0.011%	7.263%
51	4GL	Technical Skills	Software development	3	4,022	0.197%	430	0.116%	-0.081%	-41.018%
987	Access servers & software	Technical Skills	Network	10	60,915	2.978%	13,213	3.563%	0.586%	19.666%
38	Agile Development Methods	Technical Skills	Software development	3	53,971	2.638%	18,280	4.930%	2.291%	86.857%
304	Algorithmic software	Technical Skills	Business applications	1	102	0.005%	4	0.001%	-0.004%	-78.365%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	2,947	0.144%	309	0.083%	-0.061%	-42.154%
1352	Android	Technical Skills	Mobile Platforms	2	23,157	1.132%	13,034	3.515%	2.383%	210.519%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	23,687	1.158%	11,578	3.122%	1.964%	169.660%
120	Apple operating systems	Technical Skills	Business applications	6	50,975	2.492%	15,356	4.141%	1.649%	66.193%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	4,798	0.235%	416	0.112%	-0.122%	-52.167%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	113	0.006%	6	0.002%	-0.004%	-70.707%
1265	Backup & Recovery	Technical Skills	Technical applications	16	167,449	8.185%	32,720	8.824%	0.639%	7.801%
1353	Blackberry	Technical Skills	Mobile Platforms	2	19,232	0.940%	4,918	1.326%	0.386%	41.077%
336	Borland Delphi	Technical Skills	Business applications	1	3,940	0.193%	565	0.152%	-0.040%	-20.887%
337	Borland JBuilder	Technical Skills	Business applications	1	3,632	0.178%	302	0.081%	-0.096%	-54.127%
338	Borland Paradox	Technical Skills	Business applications	1	217	0.011%	18	0.005%	-0.006%	-54.238%
72	Business Continuity Planning	Technical Skills	Hardware	2	22,414	1.096%	4,280	1.154%	0.059%	5.346%
352	Cadence Opus	Technical Skills	Business applications	1	1,012	0.049%	341	0.092%	0.042%	85.895%
868	Calculators	Technical Skills	Hardware	1	1,408	0.069%	63	0.017%	-0.052%	-75.315%
39	CASE Tools	Technical Skills	Software development	1	82,872	4.051%	16,278	4.390%	0.339%	8.364%
367	Categorization or classification software	Technical Skills	Business applications	1	9,938	0.486%	1,828	0.493%	0.007%	1.478%
112	Certification	Technical Skills	Misc	3	331,854	16.222%	59,747	16.113%	-0.109%	-0.674%
78	Cisco	Technical Skills	Hardware	1	96,646	4.724%	19,328	5.212%	0.488%	10.331%
1009	Cisco Systems IOS	Technical Skills	Network	1	22,465	1.098%	12,188	3.287%	2.189%	199.308%
40	Client-Server	Technical Skills	Software development	1	49,125	2.401%	8,091	2.182%	-0.219%	-9.136%
1011	Cluster server software	Technical Skills	Network	8	35,602	1.740%	7,883	2.126%	0.386%	22.155%
1147	CMAKE	Technical Skills	Software development	1	112	0.005%	81	0.022%	0.016%	298.988%
1151	Compatibility testing	Technical Skills	Software development	1	812	0.040%	223	0.060%	0.020%	51.510%
1152	Compilers	Technical Skills	Software development	5	23,730	1.160%	2,894	0.780%	-0.380%	-32.719%
1255	Compliance software	Technical Skills	Technical applications	3	8,113	0.397%	1,536	0.414%	0.018%	4.449%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	18,114	0.885%	2,037	0.549%	-0.336%	-37.960%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,167	0.155%	310	0.084%	-0.071%	-45.998%
875	Computer diagnostics	Technical Skills	Hardware	5	89,574	4.379%	16,095	4.340%	-0.038%	-0.871%
1107	Computer forensics	Technical Skills	Security	1	5,818	0.284%	492	0.133%	-0.152%	-53.346%
1266	Computer Hardware	Technical Skills	Hardware	15	46,472	2.272%	7,174	1.935%	-0.337%	-14.835%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	1,677	0.082%	241	0.065%	-0.017%	-20.718%
1015	Computer servers	Technical Skills	Network	6	215,854	10.552%	42,050	11.340%	0.789%	7.473%
1267	Computer Utilities	Technical Skills	Misc	1	1,390	0.068%	251	0.068%	-0.000%	-0.379%
59	Content Manager	Technical Skills	Business applications	1	1,731	0.085%	291	0.078%	-0.006%	-7.255%
878	Controllers	Technical Skills	Hardware	2	12,257	0.599%	2,175	0.587%	-0.013%	-2.103%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,785	0.087%	196	0.053%	-0.034%	-39.423%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	9,325	0.456%	1,369	0.369%	-0.087%	-19.007%
53	Customer Relationship Management	Technical Skills	Business applications	9	101,804	4.976%	19,678	5.307%	0.330%	6.637%
953	Data acquisition systems	Technical Skills	Information mgmt	1	11,061	0.541%	1,490	0.402%	-0.139%	-25.684%
955	Data compression software	Technical Skills	Information mgmt	1	8,766	0.429%	1,668	0.450%	0.021%	4.975%
956	Data conversion software	Technical Skills	Information mgmt	1	9,034	0.442%	1,918	0.517%	0.076%	17.128%
958	Data dictionary	Technical Skills	Information mgmt	1	6,281	0.307%	1,328	0.358%	0.051%	16.644%
959	Data entry	Technical Skills	Information mgmt	1	9,076	0.444%	889	0.240%	-0.204%	-45.962%
962	Data mapping	Technical Skills	Information mgmt	1	9,875	0.483%	2,506	0.676%	0.193%	40.003%
67	Data Mining	Technical Skills	Information mgmt	5	36,373	1.778%	5,980	1.613%	-0.165%	-9.298%
963	Data modeling	Technical Skills	Information mgmt	1	71,611	3.501%	16,736	4.513%	1.013%	28.933%
68	Data Warehousing	Technical Skills	Information mgmt	2	105,327	5.149%	23,400	6.310%	1.162%	22.566%
69	Database Administration	Technical Skills	Information mgmt	12	139,390	6.814%	28,738	7.750%	0.936%	13.741%
969	Database design software	Technical Skills	Information mgmt	15	124,040	6.063%	24,102	6.500%	0.436%	7.197%
1268	Database Reporting	Technical Skills	Information mgmt	3	37,890	1.852%	6,791	1.831%	-0.021%	-1.121%
1269	Database Security	Technical Skills	Information mgmt	2	324	0.016%	150	0.040%	0.025%	155.411%
1270	Database Servers	Technical Skills	Information mgmt	3	32,994	1.613%	4,875	1.315%	-0.298%	-18.486%
1271	Database Testing	Technical Skills	Information mgmt	1	1,709	0.084%	351	0.095%	0.011%	13.307%
1160	Debugging	Technical Skills	Software development	7	156,288	7.640%	32,754	8.833%	1.193%	15.620%
418	Desktop publishing software	Technical Skills	Business applications	13	29,182	1.426%	3,612	0.974%	-0.452%	-31.715%
1272	Development Environment	Technical Skills	Software development	13	105,409	5.153%	23,440	6.321%	1.169%	22.680%
1273	Digital Imaging	Technical Skills	Hardware	1	769	0.038%	48	0.013%	-0.025%	-65.564%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	7,850	0.384%	815	0.220%	-0.164%	-42.723%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	7,046	0.344%	1,143	0.308%	-0.036%	-10.505%
1307	Doctor of Philosophy	Technical Skills	Misc	3	95,121	4.650%	8,452	2.279%	-2.370%	-50.980%
973	Document management software	Technical Skills	Information mgmt	4	17,505	0.856%	3,155	0.851%	-0.005%	-0.567%
1020	Domain name system (DNS)	Technical Skills	Network	3	69,919	3.418%	14,235	3.839%	0.421%	12.320%
61	Dreamweaver	Technical Skills	Software development	1	12,528	0.612%	1,531	0.413%	-0.200%	-32.580%
54	DSS/GDSS	Technical Skills	Business applications	5	25,434	1.243%	4,083	1.101%	-0.142%	-11.436%
425	Dynamic modeling software	Technical Skills	Business applications	1	76	0.004%	7	0.002%	-0.002%	-49.187%
62	Eclipse	Technical Skills	Software development	1	47,162	2.305%	12,298	3.317%	1.011%	43.858%
1308	Electronic Commerce	Technical Skills	Business applications	2	96,901	4.737%	24,550	6.621%	1.884%	39.771%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	18,060	0.883%	3,697	0.997%	0.114%	12.934%
1023	Electronic mail software	Technical Skills	Network	8	33,298	1.628%	6,290	1.696%	0.069%	4.214%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	98,548	4.817%	17,935	4.837%	0.019%	0.403%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	99,314	4.855%	17,187	4.635%	-0.220%	-4.527%
1321	Environmental Certification	Technical Skills	Environmental	1	111	0.005%	18	0.005%	-0.001%	-10.537%
1328	Environmental Cleanup	Technical Skills	Environmental	1	61	0.003%	31	0.008%	0.005%	180.366%
1329	Environmental Energy	Technical Skills	Environmental	21	5,083	0.248%	897	0.242%	-0.007%	-2.643%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,120	0.250%	838	0.226%	-0.024%	-9.704%
1327	Environmental Pollution	Technical Skills	Environmental	15	4,109	0.201%	628	0.169%	-0.032%	-15.683%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,731	0.133%	213	0.057%	-0.076%	-56.972%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	4	1,057	0.052%	166	0.045%	-0.007%	-13.358%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	3,593	0.176%	555	0.150%	-0.026%	-14.783%
1331	Environmental Science	Technical Skills	Environmental	1	51	0.002%	0	0.000%	-0.002%	-100.000%
1322	Environmental Technology	Technical Skills	Environmental	2	328	0.016%	24	0.006%	-0.010%	-59.633%
461	Expert system software	Technical Skills	Business applications	1	791	0.039%	125	0.034%	-0.005%	-12.818%
1359	Facebook	Technical Skills	Social Networking	1	111,323	5.442%	103,269	27.849%	22.408%	411.774%
463	Facilities management software	Technical Skills	Business applications	4	3,717	0.182%	687	0.185%	0.004%	1.966%
468	Flight control software	Technical Skills	Business applications	1	824	0.040%	56	0.015%	-0.025%	-62.507%
469	Flowchart software	Technical Skills	Business applications	4	5,594	0.273%	1,237	0.334%	0.060%	21.994%
1112	Fraud Detection	Technical Skills	Security	1	8,982	0.439%	1,710	0.461%	0.022%	5.031%
63	FrontPage	Technical Skills	Software development	1	2,324	0.114%	77	0.021%	-0.093%	-81.721%
475	Fund accounting software	Technical Skills	Business applications	1	466	0.023%	122	0.033%	0.010%	44.433%
1260	Gaming	Technical Skills	Misc	2	41,972	2.052%	7,235	1.951%	-0.101%	-4.902%
113	Generic databases	Technical Skills	Information mgmt	2	331,040	16.182%	66,680	17.982%	1.800%	11.124%
1365	Google Apps	Technical Skills	Business applications	4	8,374	0.409%	1,479	0.399%	-0.010%	-2.562%
1364	Google Plus	Technical Skills	Social Networking	1	931	0.046%	923	0.249%	0.203%	446.947%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	103,569	5.063%	16,970	4.576%	-0.486%	-9.605%
484	Graphic software	Technical Skills	Business applications	15	155,070	7.580%	28,395	7.658%	0.077%	1.020%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	50,572	2.472%	8,296	2.237%	-0.235%	-9.499%
1323	Green IT	Technical Skills	Environmental	8	4,871	0.238%	973	0.262%	0.024%	10.202%
893	Guidance systems	Technical Skills	Hardware	1	130	0.006%	10	0.003%	-0.004%	-57.563%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	747	0.037%	80	0.022%	-0.015%	-40.917%
1277	Hardware Design	Technical Skills	Hardware	19	17,822	0.871%	2,302	0.621%	-0.250%	-28.741%
1278	Hardware Testing	Technical Skills	Hardware	4	6,848	0.335%	595	0.160%	-0.174%	-52.066%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	654	0.032%	40	0.011%	-0.021%	-66.258%
492	Helpdesk or call center	Technical Skills	Business applications	2	76,536	3.741%	11,710	3.158%	-0.583%	-15.592%
114	IBM databases	Technical Skills	Information mgmt	2	60,430	2.954%	11,348	3.060%	0.106%	3.600%
121	IBM operating systems	Technical Skills	Business applications	4	47,376	2.316%	7,697	2.076%	-0.240%	-10.369%
898	Image capture devices	Technical Skills	Hardware	8	9,341	0.457%	1,338	0.361%	-0.096%	-20.977%
524	Industrial control software	Technical Skills	Business applications	3	8,556	0.418%	1,013	0.273%	-0.145%	-34.682%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	31,890	1.559%	5,965	1.609%	0.050%	3.193%
899	Infrared	Technical Skills	Hardware	1	1,969	0.096%	76	0.020%	-0.076%	-78.706%
1180	Installation	Technical Skills	Software development	1	183,989	8.994%	32,249	8.697%	-0.297%	-3.302%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	992	0.048%	48	0.013%	-0.036%	-73.305%
536	Internet browser software	Technical Skills	Business applications	4	13,174	0.644%	2,044	0.551%	-0.093%	-14.403%
541	Inventory management software	Technical Skills	Business applications	3	9,129	0.446%	1,454	0.392%	-0.054%	-12.131%
73	IT Architecture/Standards	Technical Skills	Hardware	2	13,987	0.684%	2,633	0.710%	0.026%	3.853%
1357	Java ME	Technical Skills	Mobile Platforms	2	974	0.048%	103	0.028%	-0.020%	-41.659%
1035	Kernel	Technical Skills	Network	1	27,508	1.345%	3,717	1.002%	-0.342%	-25.454%
907	Lasers	Technical Skills	Hardware	1	596	0.029%	32	0.009%	-0.021%	-70.379%
1038	License management software	Technical Skills	Network	1	1,235	0.060%	218	0.059%	-0.002%	-2.617%
1361	LinkedIn	Technical Skills	Social Networking	1	14,546	0.711%	4,850	1.308%	0.597%	83.946%
908	Mainframe computers	Technical Skills	Hardware	2	50,400	2.464%	7,223	1.948%	-0.516%	-20.936%
124	Mainframe operating systems	Technical Skills	Business applications	7	30,928	1.512%	3,721	1.003%	-0.508%	-33.626%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	51,110	2.498%	9,390	2.532%	0.034%	1.357%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	9,683	0.473%	1,648	0.444%	-0.029%	-6.105%
1281	Medical software	Technical Skills	Business applications	9	10,698	0.523%	1,758	0.474%	-0.049%	-9.341%
115	Microsoft databases	Technical Skills	Information mgmt	5	323,895	15.833%	71,280	19.223%	3.390%	21.411%
119	Microsoft operating systems	Technical Skills	Business applications	4	478,477	23.389%	82,708	22.305%	-1.085%	-4.637%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	10,236	0.500%	4,536	1.223%	0.723%	144.476%
625	Multimedia	Technical Skills	Business applications	1	22,035	1.077%	2,841	0.766%	-0.311%	-28.870%
1362	MySpace	Technical Skills	Social Networking	1	3,585	0.175%	242	0.065%	-0.110%	-62.759%
74	Network administration	Technical Skills	Hardware	12	153,312	7.494%	23,624	6.371%	-1.123%	-14.990%
1282	Network Administration software	Technical Skills	Network	17	103,930	5.080%	21,866	5.897%	0.816%	16.070%
1283	Network Hardware	Technical Skills	Network	11	84,083	4.110%	14,906	4.020%	-0.090%	-2.198%
1284	Network Monitoring software	Technical Skills	Network	14	53,686	2.624%	11,593	3.126%	0.502%	19.132%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,884	0.092%	318	0.086%	-0.006%	-6.881%
1122	Network security	Technical Skills	Security	1	63,964	3.127%	13,492	3.639%	0.512%	16.368%
1285	Network Security software	Technical Skills	Security	33	139,081	6.799%	26,933	7.263%	0.465%	6.834%
1286	Network software	Technical Skills	Network	5	38,960	1.904%	7,531	2.031%	0.126%	6.642%
1287	Network Testing	Technical Skills	Network	11	33,273	1.626%	6,694	1.805%	0.179%	10.991%
1065	Novell network software	Technical Skills	Network	2	3,990	0.195%	201	0.054%	-0.141%	-72.208%
643	Oberon	Technical Skills	Business applications	1	97	0.005%	2	0.001%	-0.004%	-88.625%
41	Object Oriented Programming	Technical Skills	Software development	5	296,758	14.506%	62,375	16.821%	2.315%	15.958%
1288	Office Applications	Technical Skills	Business applications	13	264,355	12.922%	44,887	12.105%	-0.817%	-6.325%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	28,686	1.402%	5,892	1.589%	0.187%	13.315%
116	Open-source databases	Technical Skills	Information mgmt	4	118,434	5.789%	29,825	8.043%	2.254%	38.930%
118	Open-source operating systems	Technical Skills	Business applications	8	369,263	18.051%	72,679	19.600%	1.549%	8.584%
56	Operating Systems	Technical Skills	Business applications	3	210,511	10.290%	36,378	9.810%	-0.480%	-4.664%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,120	0.055%	183	0.049%	-0.005%	-9.858%
117	Oracle databases	Technical Skills	Information mgmt	1	387,439	18.939%	78,228	21.096%	2.157%	11.391%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,749	0.134%	579	0.156%	0.022%	16.197%
1289	Physical Tools	Technical Skills	Hardware	1	122	0.006%	10	0.003%	-0.003%	-54.780%
683	Point of sale (POS)	Technical Skills	Business applications	3	11,490	0.562%	2,798	0.755%	0.193%	34.345%
931	Printers	Technical Skills	Hardware	3	17,630	0.862%	3,233	0.872%	0.010%	1.169%
43	Programming	Technical Skills	Software development	1	614,307	30.029%	111,890	30.174%	0.145%	0.484%
700	Provisioning	Technical Skills	Business applications	1	25,469	1.245%	6,072	1.637%	0.393%	31.526%
1258	Rate Control	Technical Skills	Technical applications	1	168	0.008%	13	0.004%	-0.005%	-57.310%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	34,071	1.665%	4,448	1.200%	-0.466%	-27.977%
1077	Remote control software	Technical Skills	Network	2	1,950	0.095%	320	0.086%	-0.009%	-9.467%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,421	0.069%	231	0.062%	-0.007%	-10.317%
1262	Robotics	Technical Skills	Hardware	2	8,198	0.401%	1,522	0.410%	0.010%	2.424%
1318	RSA	Technical Skills	Security	1	10,487	0.513%	1,668	0.450%	-0.063%	-12.252%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	45,913	2.244%	15,110	4.075%	1.831%	81.561%
44	SDLC	Technical Skills	Software development	7	264,716	12.940%	60,609	16.345%	3.405%	26.314%
1132	Secure shell (SSH)	Technical Skills	Security	1	213	0.010%	69	0.019%	0.008%	78.716%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	28,071	1.372%	6,395	1.725%	0.352%	25.683%
76	Security	Technical Skills	Hardware	4	1,218,927	59.584%	370,174	99.828%	40.244%	67.541%
1315	Security Clearance	Technical Skills	Misc	2	181,549	8.875%	13,823	3.728%	-5.147%	-57.995%
1135	Security testing software	Technical Skills	Security	1	5,106	0.250%	935	0.252%	0.003%	1.024%
60	Sharepoint Server	Technical Skills	Business applications	1	9,070	0.443%	2,414	0.651%	0.208%	46.833%
1084	Signal generators	Technical Skills	Network	1	428	0.021%	69	0.019%	-0.002%	-11.060%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	22,257	1.088%	3,731	1.006%	-0.082%	-7.519%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	79,494	3.886%	20,230	5.456%	1.570%	40.396%
1220	Simulation software	Technical Skills	Software development	5	38,441	1.879%	3,889	1.049%	-0.830%	-44.187%
1366	Social Network	Technical Skills	Social Networking	1	6,110	0.299%	1,317	0.355%	0.056%	18.915%
1358	Social Networking	Technical Skills	Social Networking	1	16,137	0.789%	2,213	0.597%	-0.192%	-24.343%
42	Software Development	Technical Skills	Software development	2	572,238	27.972%	99,800	26.914%	-1.059%	-3.784%
1291	Software Development software	Technical Skills	Software development	2	4,787	0.234%	498	0.134%	-0.100%	-42.607%
1309	Software Engineering	Technical Skills	Software development	1	334,948	16.373%	58,101	15.669%	-0.705%	-4.303%
1292	Software Installation	Technical Skills	Software development	4	231,986	11.340%	49,626	13.383%	2.043%	18.016%
1223	Software libraries	Technical Skills	Software development	1	742	0.036%	228	0.061%	0.025%	69.521%
1293	Software Maintenance	Technical Skills	Software development	1	17,286	0.845%	3,811	1.028%	0.183%	21.629%
1294	Software Testing	Technical Skills	Software development	14	241,558	11.808%	51,495	13.887%	2.079%	17.608%
1225	Source code management (SCM)	Technical Skills	Software development	5	82,969	4.056%	17,536	4.729%	0.673%	16.602%
1229	Static analysis software	Technical Skills	Software development	1	1,580	0.077%	422	0.114%	0.037%	47.349%
772	Statistical analysis software	Technical Skills	Business applications	23	146,862	7.179%	24,112	6.503%	-0.676%	-9.423%
774	Statistical software	Technical Skills	Business applications	1	70,698	3.456%	8,765	2.364%	-1.092%	-31.603%
1230	Stress testing software	Technical Skills	Software development	1	5,959	0.291%	1,283	0.346%	0.055%	18.781%
122	Sun operating systems	Technical Skills	Business applications	3	113,385	5.543%	14,654	3.952%	-1.591%	-28.699%
939	Surveillance systems	Technical Skills	Hardware	5	19,458	0.951%	2,012	0.543%	-0.409%	-42.954%
791	Symantec software	Technical Skills	Business applications	1	15,840	0.774%	3,925	1.058%	0.284%	36.703%
1355	Symbian	Technical Skills	Mobile Platforms	1	106	0.005%	25	0.007%	0.002%	30.115%
1310	System Administration	Technical Skills	Network	4	149,256	7.296%	24,695	6.660%	-0.636%	-8.721%
45	System Testing	Technical Skills	Software development	5	48,163	2.354%	10,581	2.853%	0.499%	21.201%
46	Systems Analysis	Technical Skills	Software development	8	189,842	9.280%	30,936	8.343%	-0.937%	-10.099%
47	Systems Design	Technical Skills	Software development	1	33,713	1.648%	5,476	1.477%	-0.171%	-10.389%
1233	Systems Evaluation	Technical Skills	Software development	1	149	0.007%	34	0.009%	0.002%	25.888%
1234	Systems integration	Technical Skills	Software development	8	117,975	5.767%	18,733	5.052%	-0.715%	-12.399%
75	TCP/IP	Technical Skills	Hardware	3	137,393	6.716%	23,576	6.358%	-0.358%	-5.333%
1235	Technology Design	Technical Skills	Software development	1	2,100	0.103%	383	0.103%	0.001%	0.617%
1236	Templates	Technical Skills	Software development	1	30,708	1.501%	6,845	1.846%	0.345%	22.974%
1239	Test implementation	Technical Skills	Software development	1	754	0.037%	166	0.045%	0.008%	21.459%
1302	Testing	Technical Skills	Software development	1	658,613	32.195%	135,965	36.667%	4.472%	13.891%
1297	Training software	Technical Skills	Business applications	3	2,096	0.102%	283	0.076%	-0.026%	-25.512%
57	Transaction Processing Systems	Technical Skills	Business applications	4	3,156	0.154%	602	0.162%	0.008%	5.233%
1360	Twitter	Technical Skills	Social Networking	1	25,114	1.228%	5,629	1.518%	0.290%	23.654%
123	UNIX operating systems	Technical Skills	Business applications	5	390,539	19.091%	62,390	16.825%	-2.265%	-11.866%
1298	UNIX Shells	Technical Skills	Business applications	4	80,374	3.929%	17,317	4.670%	0.741%	18.864%
48	User-Interface Design	Technical Skills	Software development	2	128,500	6.281%	31,038	8.370%	2.089%	33.255%
836	Video creation and editing software	Technical Skills	Business applications	3	9,280	0.454%	1,776	0.479%	0.025%	5.582%
64	Visual Studio	Technical Skills	Software development	1	78,890	3.856%	19,544	5.271%	1.414%	36.674%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,507	0.123%	464	0.125%	0.003%	2.107%
77	Voice/Data Telecom	Technical Skills	Hardware	10	164,818	8.057%	24,934	6.724%	-1.333%	-16.540%
1299	Web Application Server	Technical Skills	Business applications	8	116,241	5.682%	21,356	5.759%	0.077%	1.357%
1248	Web platform development software	Technical Skills	Software development	5	8,558	0.418%	1,409	0.380%	-0.038%	-9.170%
65	web programmer	Technical Skills	Software development	4	30,525	1.492%	3,820	1.030%	-0.462%	-30.960%
58	Web servers	Technical Skills	Business applications	6	175,555	8.582%	35,580	9.595%	1.014%	11.811%
49	Web-based Application Development	Technical Skills	Software development	2	118,379	5.787%	25,745	6.943%	1.156%	19.981%
1356	Windows CE	Technical Skills	Mobile Platforms	4	16,741	0.818%	3,248	0.876%	0.058%	7.035%
1102	Wireless	Technical Skills	Network	5	95,972	4.691%	14,326	3.863%	-0.828%	-17.648%
1363	YouTube	Technical Skills	Social Networking	2	4,440	0.217%	811	0.219%	0.002%	0.770%
79	.NET	Programming Skills	Current	1	261,064	12.761%	55,579	14.988%	2.227%	17.451%
209	A programming language (APL)	Programming Skills	Legacy	2	3,689	0.180%	323	0.087%	-0.093%	-51.696%
99	Ada	Programming Skills	Legacy	1	7,812	0.382%	1,130	0.305%	-0.077%	-20.199%
80	AJAX	Programming Skills	Current	1	152,401	7.450%	34,699	9.358%	1.908%	25.609%
192	Apple AppleScript	Programming Skills	Current	1	307	0.015%	69	0.019%	0.004%	23.995%
81	ASP	Programming Skills	Current	2	184,976	9.042%	38,012	10.251%	1.209%	13.370%
108	Assembly	Programming Skills	Legacy	2	8,361	0.409%	685	0.185%	-0.224%	-54.801%
211	AWK	Programming Skills	Legacy	1	5,316	0.260%	1,148	0.310%	0.050%	19.138%
212	B	Programming Skills	Legacy	1	25,123	1.228%	4,696	1.266%	0.038%	3.122%
83	C#	Programming Skills	Current	2	242,716	11.865%	57,153	15.413%	3.548%	29.907%
82	C/C++	Programming Skills	Current	3	409,301	20.008%	62,446	16.840%	-3.167%	-15.830%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	157,228	7.686%	46,603	12.568%	4.882%	63.522%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	520	0.025%	201	0.054%	0.029%	113.248%
84	CGI	Programming Skills	Current	2	14,365	0.702%	3,155	0.851%	0.149%	21.168%
217	Clipper	Programming Skills	Legacy	1	405	0.020%	138	0.037%	0.017%	87.982%
218	CLU	Programming Skills	Legacy	1	149	0.007%	9	0.002%	-0.005%	-66.677%
100	Cobol	Programming Skills	Legacy	1	18,889	0.923%	2,876	0.776%	-0.148%	-16.001%
85	ColdFusion	Programming Skills	Current	2	17,561	0.858%	2,205	0.595%	-0.264%	-30.729%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	351	0.017%	15	0.004%	-0.013%	-76.424%
195	Component object model (COM)	Programming Skills	Current	1	488	0.024%	176	0.047%	0.024%	98.969%
125	Database programming	Programming Skills	Current	3	65,360	3.195%	11,958	3.225%	0.030%	0.934%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	4,827	0.236%	518	0.140%	-0.096%	-40.797%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	15,691	0.767%	2,974	0.802%	0.035%	4.564%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	3,644	0.178%	767	0.207%	0.029%	16.121%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	29,831	1.458%	5,388	1.453%	-0.005%	-0.356%
109	Forth	Programming Skills	Legacy	1	4,614	0.226%	1,320	0.356%	0.130%	57.830%
102	Fortran	Programming Skills	Legacy	1	4,440	0.217%	363	0.098%	-0.119%	-54.896%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	426,182	20.833%	68,268	18.410%	-2.422%	-11.628%
222	J	Programming Skills	Legacy	1	8,168	0.399%	1,367	0.369%	-0.031%	-7.669%
87	Java/J2EE/J2P	Programming Skills	Current	4	531,431	25.978%	107,961	29.115%	3.137%	12.076%
97	JavaScript	Programming Skills	Current	3	271,181	13.256%	68,500	18.473%	5.217%	39.356%
89	JavaServer Faces	Programming Skills	Current	3	23,362	1.142%	4,774	1.287%	0.145%	12.737%
88	JavaServer Pages	Programming Skills	Current	3	104,741	5.120%	18,856	5.085%	-0.035%	-0.682%
223	Job control language (JCL)	Programming Skills	Legacy	2	10,706	0.523%	1,600	0.431%	-0.092%	-17.551%
126	LAMP	Programming Skills	Current	1	25,157	1.230%	6,741	1.818%	0.588%	47.829%
104	Lisp	Programming Skills	Legacy	1	1,710	0.084%	299	0.081%	-0.003%	-3.535%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,064	0.052%	238	0.064%	0.012%	23.404%
201	Microsoft ActiveX	Programming Skills	Current	1	4,617	0.226%	509	0.137%	-0.088%	-39.179%
107	Pascal	Programming Skills	Legacy	1	1,238	0.061%	175	0.047%	-0.013%	-22.015%
90	Perl	Programming Skills	Current	1	190,996	9.336%	32,849	8.859%	-0.478%	-5.116%
91	PHP	Programming Skills	Current	1	101,019	4.938%	21,532	5.807%	0.869%	17.591%
103	PL/1	Programming Skills	Legacy	3	443	0.022%	43	0.012%	-0.010%	-46.450%
105	Prolog	Programming Skills	Legacy	1	1,157	0.057%	118	0.032%	-0.025%	-43.735%
95	Python	Programming Skills	Current	1	102,045	4.988%	25,742	6.942%	1.954%	39.169%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	27,128	1.326%	10,221	2.756%	1.430%	107.859%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	983	0.048%	232	0.063%	0.015%	30.205%
206	Scripting languages	Programming Skills	Current	1	50,361	2.462%	10,042	2.708%	0.246%	10.007%
101	Smalltalk	Programming Skills	Legacy	1	917	0.045%	91	0.025%	-0.020%	-45.252%
92	SQL	Programming Skills	Current	3	694,984	33.973%	151,727	40.918%	6.945%	20.443%
110	TCL	Programming Skills	Legacy	1	13,801	0.675%	1,820	0.491%	-0.184%	-27.247%
98	Unified Modeling Language	Programming Skills	Current	2	81,439	3.981%	12,049	3.249%	-0.732%	-18.377%
93	Visual Basic	Programming Skills	Current	6	172,409	8.428%	27,999	7.551%	-0.877%	-10.407%
207	Web service definition language (WSDL)	Programming Skills	Current	2	19,326	0.945%	4,048	1.092%	0.147%	15.556%
94	XML	Programming Skills	Current	2	319,416	15.614%	62,326	16.808%	1.194%	7.648%
1342	Computer Science	Majors	Computer Science	2	2,045,717	100.000%	370,811	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	589,943	28.838%	80,495	21.708%	-7.130%	-24.725%
1343	Management Information Systems	Majors	Management Information Systems	9	541,929	26.491%	96,000	25.889%	-0.602%	-2.271%

IT Degrees

Information Technology	2013-09-16	Jobs Found:	1,100,817	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	2,088	0.190%	512	0.371%	0.182%	95.836%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,512	0.228%	603	0.437%	0.209%	91.712%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	5,683	0.516%	1,281	0.929%	0.413%	80.021%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,729	0.793%	1,133	0.822%	0.029%	3.662%
3	Creativity	Soft Skills	Problem-solving skills	3	25,770	2.341%	5,037	3.654%	1.313%	56.103%
4	Critical thinking	Soft Skills	Problem-solving skills	3	9,564	0.869%	2,503	1.816%	0.947%	109.013%
1300	Flexibility	Soft Skills	Work ethic	1	83,159	7.554%	5,329	3.866%	-3.688%	-48.821%
232	Independence	Soft Skills	Interpersonal skills	1	5,634	0.512%	1,103	0.800%	0.288%	56.355%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	119,919	10.894%	21,977	15.944%	5.051%	46.364%
256	Innovation	Soft Skills	Problem-solving skills	1	58,609	5.324%	12,787	9.277%	3.953%	74.244%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	130,879	11.889%	16,209	11.760%	-0.130%	-1.090%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	609	0.055%	90	0.065%	0.010%	18.026%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	64,314	5.842%	14,089	10.222%	4.379%	74.955%
10	Leadership	Soft Skills	Interpersonal skills	1	228,739	20.779%	32,774	23.778%	2.999%	14.430%
258	Learning	Soft Skills	Problem-solving skills	1	127,672	11.598%	9,160	6.646%	-4.952%	-42.700%
1	Learning Ability	Soft Skills	Problem-solving skills	3	13,643	1.239%	2,893	2.099%	0.860%	69.352%
236	Listening	Soft Skills	Language skills	1	43,866	3.985%	2,947	2.138%	-1.847%	-46.346%
260	Mathematics	Soft Skills	Problem-solving skills	3	28,588	2.597%	4,481	3.251%	0.654%	25.183%
261	Memorization	Soft Skills	Problem-solving skills	1	61	0.006%	3	0.002%	-0.003%	-60.722%
18	Negotiation Skills	Soft Skills	Language skills	1	11,920	1.083%	2,316	1.680%	0.597%	55.173%
262	Optimization	Soft Skills	Problem-solving skills	1	41,761	3.794%	7,259	5.266%	1.473%	38.822%
19	Oral Communications	Soft Skills	Language skills	3	15,186	1.380%	2,854	2.071%	0.691%	50.094%
273	Persistence	Soft Skills	Work ethic	1	2,171	0.197%	555	0.403%	0.205%	104.167%
239	Persuasion	Soft Skills	Language skills	1	1,517	0.138%	377	0.274%	0.136%	98.476%
1301	Physical Skill	Soft Skills	Work ethic	2	992	0.090%	173	0.126%	0.035%	39.279%
240	Presentations	Soft Skills	Language skills	1	54,468	4.948%	8,502	6.168%	1.220%	24.661%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	135,923	12.347%	31,130	22.585%	10.237%	82.910%
20	Questioning skills	Soft Skills	Language skills	1	234	0.021%	86	0.062%	0.041%	193.518%
241	Reading Comprehension	Soft Skills	Language skills	1	342	0.031%	106	0.077%	0.046%	147.532%
6	Research skills	Soft Skills	Problem-solving skills	1	2,120	0.193%	275	0.200%	0.007%	3.598%
15	Responsibility	Soft Skills	Work ethic	2	105,437	9.578%	16,900	12.261%	2.683%	28.011%
234	Self Control	Soft Skills	Interpersonal skills	1	80	0.007%	14	0.010%	0.003%	39.762%
11	Self-esteem	Soft Skills	Interpersonal skills	1	23	0.002%	4	0.003%	0.001%	38.894%
16	Self-management	Soft Skills	Work ethic	1	754	0.068%	232	0.168%	0.100%	145.736%
250	Stress Tolerance	Soft Skills	Physical skills	1	107	0.010%	53	0.038%	0.029%	295.589%
12	Teamwork	Soft Skills	Interpersonal skills	1	44,407	4.034%	8,165	5.924%	1.890%	46.844%
17	Time Management	Soft Skills	Work ethic	2	30,950	2.812%	7,290	5.289%	2.477%	88.113%
268	Visualization	Soft Skills	Problem-solving skills	1	5,661	0.514%	730	0.530%	0.015%	2.987%
7	Working under pressure	Soft Skills	Problem-solving skills	1	463	0.042%	217	0.157%	0.115%	274.310%
21	Written Communications	Soft Skills	Language skills	4	154,179	14.006%	23,033	16.710%	2.705%	19.310%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	193,645	17.591%	6,756	4.901%	-12.690%	-72.136%
172	Account management	Business Skills	Management skills	1	10,667	0.969%	1,471	1.067%	0.098%	10.134%
22	Accounting	Business Skills	Business processes	4	275,725	25.047%	11,088	8.044%	-17.003%	-67.883%
1263	Accounting software	Business Skills	Business processes	7	39,202	3.561%	744	0.540%	-3.021%	-84.843%
174	Administration	Business Skills	Management skills	3	389,032	35.340%	36,412	26.417%	-8.923%	-25.250%
1313	Analyst	Business Skills	Project management	1	211,083	19.175%	32,356	23.474%	4.299%	22.420%
175	Application management	Business Skills	Management skills	5	67,308	6.114%	12,456	9.037%	2.922%	47.797%
150	Asset management	Business Skills	Business processes	1	16,162	1.468%	2,645	1.919%	0.451%	30.702%
151	Auditing	Business Skills	Business processes	4	98,871	8.982%	10,001	7.256%	-1.726%	-19.216%
1264	Auditing software	Business Skills	Business processes	1	123	0.011%	2	0.001%	-0.010%	-87.014%
152	Billing	Business Skills	Business processes	1	55,470	5.039%	3,094	2.245%	-2.794%	-55.453%
1314	Business Analyst	Business Skills	Project management	1	90,766	8.245%	14,041	10.187%	1.941%	23.546%
35	Business Intelligence	Business Skills	Strategy skills	1	42,782	3.886%	7,842	5.689%	1.803%	46.392%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,738	0.521%	1,137	0.825%	0.304%	58.253%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	23,654	2.149%	1,594	1.156%	-0.992%	-46.181%
36	Business Strategy	Business Skills	Strategy skills	3	228,764	20.781%	35,787	25.963%	5.182%	24.937%
182	Calendar and scheduling	Business Skills	Project management	3	45,444	4.128%	6,660	4.832%	0.704%	17.044%
156	Capacity planning	Business Skills	Business processes	1	18,148	1.649%	3,779	2.742%	1.093%	66.303%
28	Change Management	Business Skills	Management skills	1	42,334	3.846%	10,314	7.483%	3.637%	94.576%
24	Contracting and legal	Business Skills	Business processes	2	142,606	12.955%	7,542	5.472%	-7.483%	-57.762%
176	Coordination	Business Skills	Management skills	1	55,769	5.066%	9,622	6.981%	1.915%	37.792%
157	Cost accounting	Business Skills	Business processes	1	2,566	0.233%	195	0.141%	-0.092%	-39.308%
158	Cost estimation	Business Skills	Business processes	1	1,009	0.092%	98	0.071%	-0.021%	-22.431%
1312	Customer Support	Business Skills	Business processes	6	236,883	21.519%	31,581	22.912%	1.393%	6.474%
1339	Education	Business Skills	Industry Segment	1	11,802	1.072%	1,942	1.409%	0.337%	31.415%
1333	Energy	Business Skills	Industry Segment	1	47,571	4.321%	8,629	6.260%	1.939%	44.867%
1340	Entertainment	Business Skills	Industry Segment	1	157,374	14.296%	2,469	1.791%	-12.505%	-87.470%
1319	Environmental	Business Skills	Environmental	14	103,512	9.403%	4,247	3.081%	-6.322%	-67.232%
1320	Environmental Strategy	Business Skills	Environmental	5	2,056	0.187%	417	0.303%	0.116%	61.981%
161	Financial	Business Skills	Business processes	2	403,391	36.645%	36,535	26.506%	-10.139%	-27.667%
1275	Financial Analysis software	Business Skills	Business processes	6	2,141	0.194%	440	0.319%	0.125%	64.130%
1332	Health Care	Business Skills	Industry Segment	2	322,716	29.316%	23,824	17.284%	-12.032%	-41.041%
177	Human resources	Business Skills	Management skills	2	219,325	19.924%	6,143	4.457%	-15.467%	-77.631%
1336	Insurance	Business Skills	Industry Segment	1	5,784	0.525%	1,364	0.990%	0.464%	88.338%
1316	Managing/Supervision	Business Skills	Management skills	5	568,077	51.605%	58,657	42.556%	-9.049%	-17.536%
1334	Manufacturing	Business Skills	Industry Segment	2	180,574	16.404%	8,130	5.898%	-10.505%	-64.043%
26	Marketing	Business Skills	Business processes	1	264,519	24.029%	9,999	7.254%	-16.775%	-69.811%
185	Monitoring	Business Skills	Project management	1	103,595	9.411%	20,704	15.021%	5.610%	59.613%
179	Negotiation	Business Skills	Management skills	1	44,368	4.030%	8,119	5.890%	1.860%	46.145%
163	Operation and Control	Business Skills	Business processes	2	486	0.044%	77	0.056%	0.012%	26.534%
29	Outsourcing Management	Business Skills	Management skills	3	78,467	7.128%	5,058	3.670%	-3.458%	-48.519%
167	Procurement	Business Skills	Business processes	1	65,398	5.941%	3,830	2.779%	-3.162%	-53.228%
1290	Project Management software	Business Skills	Project management	2	33,976	3.086%	7,475	5.423%	2.337%	75.708%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	204,074	18.538%	37,745	27.384%	8.846%	47.715%
168	Quality	Business Skills	Business processes	1	304,244	27.638%	48,528	35.207%	7.569%	27.386%
1337	Real Estate	Business Skills	Industry Segment	2	160,446	14.575%	902	0.654%	-13.921%	-95.510%
1335	Retail	Business Skills	Industry Segment	2	367,865	33.417%	26,034	18.888%	-14.530%	-43.480%
34	Risk Management	Business Skills	Project management	1	34,405	3.125%	6,230	4.520%	1.394%	44.617%
169	Service Orientation	Business Skills	Business processes	1	8,584	0.780%	1,431	1.038%	0.258%	33.138%
27	Supply Chain Management	Business Skills	Business processes	3	67,821	6.161%	4,799	3.482%	-2.679%	-43.488%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,454	0.223%	415	0.301%	0.078%	35.060%
178	Teaching	Business Skills	Management skills	7	199,384	18.112%	4,213	3.057%	-15.056%	-83.125%
190	Timekeeping	Business Skills	Project management	3	67,675	6.148%	2,110	1.531%	-4.617%	-75.100%
1296	Timekeeping software	Business Skills	Project management	1	1,134	0.103%	190	0.138%	0.035%	33.811%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,152	0.105%	238	0.173%	0.068%	64.997%
180	Troubleshooting	Business Skills	Management skills	1	107,274	9.745%	22,792	16.536%	6.791%	69.684%
181	Verification	Business Skills	Management skills	1	21,278	1.933%	3,720	2.699%	0.766%	39.625%
1338	Waste Management	Business Skills	Industry Segment	1	801	0.073%	144	0.104%	0.032%	43.576%
191	Workflow	Business Skills	Project management	1	40,532	3.682%	8,834	6.409%	2.727%	74.065%
31	Working Globally	Business Skills	Management skills	3	8,948	0.813%	190	0.138%	-0.675%	-83.042%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,689	0.153%	287	0.208%	0.055%	35.708%
51	4GL	Technical Skills	Software development	3	1,282	0.116%	128	0.093%	-0.024%	-20.260%
987	Access servers & software	Technical Skills	Network	10	32,628	2.964%	6,418	4.656%	1.692%	57.095%
38	Agile Development Methods	Technical Skills	Software development	3	11,731	1.066%	3,461	2.511%	1.445%	135.624%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.001%	0	0.000%	-0.001%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	983	0.089%	94	0.068%	-0.021%	-23.629%
1352	Android	Technical Skills	Mobile Platforms	2	3,359	0.305%	1,695	1.230%	0.925%	303.007%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,214	0.474%	1,888	1.370%	0.896%	189.190%
120	Apple operating systems	Technical Skills	Business applications	6	15,923	1.446%	4,464	3.239%	1.792%	123.899%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,515	3.317%	18	0.013%	-3.304%	-99.606%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	1	0.001%	-0.000%	-11.262%
1265	Backup & Recovery	Technical Skills	Technical applications	16	85,981	7.811%	15,145	10.988%	3.177%	40.676%
1353	Blackberry	Technical Skills	Mobile Platforms	2	8,775	0.797%	1,894	1.374%	0.577%	72.379%
336	Borland Delphi	Technical Skills	Business applications	1	1,080	0.098%	208	0.151%	0.053%	53.813%
337	Borland JBuilder	Technical Skills	Business applications	1	816	0.074%	79	0.057%	-0.017%	-22.680%
338	Borland Paradox	Technical Skills	Business applications	1	82	0.007%	8	0.006%	-0.002%	-22.084%
72	Business Continuity Planning	Technical Skills	Hardware	2	36,237	3.292%	3,064	2.223%	-1.069%	-32.471%
352	Cadence Opus	Technical Skills	Business applications	1	956	0.087%	291	0.211%	0.124%	143.101%
868	Calculators	Technical Skills	Hardware	1	587	0.053%	25	0.018%	-0.035%	-65.986%
39	CASE Tools	Technical Skills	Software development	1	85,811	7.795%	7,479	5.426%	-2.369%	-30.393%
367	Categorization or classification software	Technical Skills	Business applications	1	2,891	0.263%	589	0.427%	0.165%	62.712%
112	Certification	Technical Skills	Misc	3	246,166	22.362%	34,860	25.291%	2.929%	13.097%
78	Cisco	Technical Skills	Hardware	1	181,409	16.479%	9,122	6.618%	-9.861%	-59.841%
1009	Cisco Systems IOS	Technical Skills	Network	1	5,898	0.536%	2,334	1.693%	1.158%	216.045%
40	Client-Server	Technical Skills	Software development	1	30,286	2.751%	2,584	1.875%	-0.877%	-31.860%
1011	Cluster server software	Technical Skills	Network	8	14,466	1.314%	2,534	1.838%	0.524%	39.898%
1147	CMAKE	Technical Skills	Software development	1	11	0.001%	9	0.007%	0.006%	553.435%
1151	Compatibility testing	Technical Skills	Software development	1	214	0.019%	39	0.028%	0.009%	45.547%
1152	Compilers	Technical Skills	Software development	5	8,123	0.738%	879	0.638%	-0.100%	-13.578%
1255	Compliance software	Technical Skills	Technical applications	3	6,574	0.597%	1,352	0.981%	0.384%	64.248%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	44,451	4.038%	896	0.650%	-3.388%	-83.902%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,944	0.177%	163	0.118%	-0.058%	-33.036%
875	Computer diagnostics	Technical Skills	Hardware	5	35,917	3.263%	6,234	4.523%	1.260%	38.618%
1107	Computer forensics	Technical Skills	Security	1	3,305	0.300%	295	0.214%	-0.086%	-28.714%
1266	Computer Hardware	Technical Skills	Hardware	15	25,301	2.298%	4,021	2.917%	0.619%	26.925%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	34,647	3.147%	153	0.111%	-3.036%	-96.473%
1015	Computer servers	Technical Skills	Network	6	84,163	7.646%	15,875	11.517%	3.872%	50.642%
1267	Computer Utilities	Technical Skills	Misc	1	204	0.019%	27	0.020%	0.001%	5.703%
59	Content Manager	Technical Skills	Business applications	1	1,220	0.111%	191	0.139%	0.028%	25.033%
878	Controllers	Technical Skills	Hardware	2	5,352	0.486%	687	0.498%	0.012%	2.516%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	664	0.060%	101	0.073%	0.013%	21.480%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	4,317	0.392%	678	0.492%	0.100%	25.430%
53	Customer Relationship Management	Technical Skills	Business applications	9	85,997	7.812%	9,939	7.211%	-0.601%	-7.698%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,621	0.329%	559	0.406%	0.077%	23.292%
955	Data compression software	Technical Skills	Information mgmt	1	1,548	0.141%	243	0.176%	0.036%	25.368%
956	Data conversion software	Technical Skills	Information mgmt	1	4,870	0.442%	1,002	0.727%	0.285%	64.320%
958	Data dictionary	Technical Skills	Information mgmt	1	2,391	0.217%	527	0.382%	0.165%	76.029%
959	Data entry	Technical Skills	Information mgmt	1	170,984	15.532%	767	0.556%	-14.976%	-96.417%
962	Data mapping	Technical Skills	Information mgmt	1	4,094	0.372%	1,113	0.807%	0.436%	117.120%
67	Data Mining	Technical Skills	Information mgmt	5	46,486	4.223%	1,587	1.151%	-3.071%	-72.735%
963	Data modeling	Technical Skills	Information mgmt	1	23,979	2.178%	5,280	3.831%	1.652%	75.855%
68	Data Warehousing	Technical Skills	Information mgmt	2	40,550	3.684%	8,847	6.418%	2.735%	74.244%
69	Database Administration	Technical Skills	Information mgmt	12	57,632	5.235%	10,419	7.559%	2.324%	44.383%
969	Database design software	Technical Skills	Information mgmt	15	37,947	3.447%	7,264	5.270%	1.823%	52.880%
1268	Database Reporting	Technical Skills	Information mgmt	3	14,377	1.306%	2,748	1.994%	0.688%	52.651%
1269	Database Security	Technical Skills	Information mgmt	2	79	0.007%	14	0.010%	0.003%	41.532%
1270	Database Servers	Technical Skills	Information mgmt	3	10,911	0.991%	1,596	1.158%	0.167%	16.821%
1271	Database Testing	Technical Skills	Information mgmt	1	436	0.040%	77	0.056%	0.016%	41.045%
1160	Debugging	Technical Skills	Software development	7	42,291	3.842%	8,311	6.030%	2.188%	56.949%
418	Desktop publishing software	Technical Skills	Business applications	13	16,775	1.524%	1,480	1.074%	-0.450%	-29.539%
1272	Development Environment	Technical Skills	Software development	13	32,438	2.947%	5,152	3.738%	0.791%	26.845%
1273	Digital Imaging	Technical Skills	Hardware	1	265	0.024%	24	0.017%	-0.007%	-27.670%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,208	0.110%	64	0.046%	-0.063%	-57.688%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,665	0.242%	406	0.295%	0.052%	21.669%
1307	Doctor of Philosophy	Technical Skills	Misc	3	60,698	5.514%	1,387	1.006%	-4.508%	-81.750%
973	Document management software	Technical Skills	Information mgmt	4	9,910	0.900%	1,805	1.310%	0.409%	45.464%
1020	Domain name system (DNS)	Technical Skills	Network	3	26,691	2.425%	5,100	3.700%	1.275%	52.601%
61	Dreamweaver	Technical Skills	Software development	1	6,351	0.577%	679	0.493%	-0.084%	-14.615%
54	DSS/GDSS	Technical Skills	Business applications	5	13,799	1.254%	2,190	1.589%	0.335%	26.750%
425	Dynamic modeling software	Technical Skills	Business applications	1	39	0.004%	3	0.002%	-0.001%	-38.566%
62	Eclipse	Technical Skills	Software development	1	12,048	1.094%	2,247	1.630%	0.536%	48.950%
1308	Electronic Commerce	Technical Skills	Business applications	2	40,594	3.688%	5,531	4.013%	0.325%	8.816%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	7,561	0.687%	1,660	1.204%	0.517%	75.340%
1023	Electronic mail software	Technical Skills	Network	8	17,232	1.565%	3,320	2.409%	0.843%	53.870%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	55,625	5.053%	10,758	7.805%	2.752%	54.459%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	14	85,337	7.752%	9,135	6.627%	-1.125%	-14.508%
1321	Environmental Certification	Technical Skills	Environmental	1	87	0.008%	16	0.012%	0.004%	46.877%
1328	Environmental Cleanup	Technical Skills	Environmental	1	732	0.066%	278	0.202%	0.135%	203.310%
1329	Environmental Energy	Technical Skills	Environmental	21	3,271	0.297%	530	0.385%	0.087%	29.404%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,619	0.238%	289	0.210%	-0.028%	-11.872%
1327	Environmental Pollution	Technical Skills	Environmental	15	34,416	3.126%	471	0.342%	-2.785%	-89.070%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,969	0.179%	145	0.105%	-0.074%	-41.187%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	4	334	0.030%	51	0.037%	0.007%	21.948%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	44,350	4.029%	312	0.226%	-3.802%	-94.382%
1331	Environmental Science	Technical Skills	Environmental	1	90	0.008%	0	0.000%	-0.008%	-100.000%
1322	Environmental Technology	Technical Skills	Environmental	2	174	0.016%	12	0.009%	-0.007%	-44.921%
461	Expert system software	Technical Skills	Business applications	1	390	0.035%	44	0.032%	-0.004%	-9.897%
1359	Facebook	Technical Skills	Social Networking	1	35,581	3.232%	32,962	23.914%	20.682%	639.857%
463	Facilities management software	Technical Skills	Business applications	4	6,970	0.633%	600	0.435%	-0.198%	-31.250%
468	Flight control software	Technical Skills	Business applications	1	92	0.008%	7	0.005%	-0.003%	-39.234%
469	Flowchart software	Technical Skills	Business applications	4	2,616	0.238%	651	0.472%	0.235%	98.745%
1112	Fraud Detection	Technical Skills	Security	1	4,025	0.366%	741	0.538%	0.172%	47.030%
63	FrontPage	Technical Skills	Software development	1	804	0.073%	60	0.044%	-0.030%	-40.400%
475	Fund accounting software	Technical Skills	Business applications	1	436	0.040%	111	0.081%	0.041%	103.324%
1260	Gaming	Technical Skills	Misc	2	15,124	1.374%	1,108	0.804%	-0.570%	-41.491%
113	Generic databases	Technical Skills	Information mgmt	2	107,248	9.743%	19,863	14.411%	4.668%	47.914%
1365	Google Apps	Technical Skills	Business applications	4	1,714	0.156%	717	0.520%	0.364%	234.088%
1364	Google Plus	Technical Skills	Social Networking	1	5	0.000%	5	0.004%	0.003%	698.643%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	88,522	8.041%	7,845	5.692%	-2.350%	-29.223%
484	Graphic software	Technical Skills	Business applications	15	102,519	9.313%	13,124	9.521%	0.208%	2.238%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	11,611	1.055%	1,460	1.059%	0.004%	0.424%
1323	Green IT	Technical Skills	Environmental	8	2,923	0.266%	615	0.446%	0.181%	68.035%
893	Guidance systems	Technical Skills	Hardware	1	66	0.006%	2	0.001%	-0.005%	-75.799%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	82	0.007%	8	0.006%	-0.002%	-22.084%
1277	Hardware Design	Technical Skills	Hardware	19	4,531	0.412%	452	0.328%	-0.084%	-20.330%
1278	Hardware Testing	Technical Skills	Hardware	4	1,544	0.140%	95	0.069%	-0.071%	-50.861%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	503	0.046%	38	0.028%	-0.018%	-39.665%
492	Helpdesk or call center	Technical Skills	Business applications	2	121,456	11.033%	7,823	5.676%	-5.358%	-48.559%
114	IBM databases	Technical Skills	Information mgmt	2	21,487	1.952%	4,231	3.070%	1.118%	57.261%
121	IBM operating systems	Technical Skills	Business applications	4	24,550	2.230%	3,497	2.537%	0.307%	13.762%
898	Image capture devices	Technical Skills	Hardware	8	4,290	0.390%	745	0.540%	0.151%	38.692%
524	Industrial control software	Technical Skills	Business applications	3	3,391	0.308%	426	0.309%	0.001%	0.331%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	10,661	0.968%	2,109	1.530%	0.562%	57.991%
899	Infrared	Technical Skills	Hardware	1	2,811	0.255%	35	0.025%	-0.230%	-90.056%
1180	Installation	Technical Skills	Software development	1	90,078	8.183%	14,035	10.182%	2.000%	24.436%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	135	0.012%	15	0.011%	-0.001%	-11.262%
536	Internet browser software	Technical Skills	Business applications	4	5,109	0.464%	728	0.528%	0.064%	13.801%
541	Inventory management software	Technical Skills	Business applications	3	4,831	0.439%	807	0.585%	0.147%	33.410%
73	IT Architecture/Standards	Technical Skills	Hardware	2	12,856	1.168%	1,683	1.221%	0.053%	4.552%
1357	Java ME	Technical Skills	Mobile Platforms	2	386	0.035%	10	0.007%	-0.028%	-79.310%
1035	Kernel	Technical Skills	Network	1	3,952	0.359%	323	0.234%	-0.125%	-34.726%
907	Lasers	Technical Skills	Hardware	1	284	0.026%	4	0.003%	-0.023%	-88.752%
1038	License management software	Technical Skills	Network	1	538	0.049%	114	0.083%	0.034%	69.229%
1361	LinkedIn	Technical Skills	Social Networking	1	9,503	0.863%	1,638	1.188%	0.325%	37.659%
908	Mainframe computers	Technical Skills	Hardware	2	58,959	5.356%	3,964	2.876%	-2.480%	-46.305%
124	Mainframe operating systems	Technical Skills	Business applications	7	16,392	1.489%	1,991	1.444%	-0.045%	-2.996%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	22,398	2.035%	3,364	2.441%	0.406%	19.950%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,276	0.570%	966	0.701%	0.131%	22.927%
1281	Medical software	Technical Skills	Business applications	9	9,212	0.837%	1,121	0.813%	-0.024%	-2.814%
115	Microsoft databases	Technical Skills	Information mgmt	5	112,288	10.200%	22,413	16.261%	6.060%	59.411%
119	Microsoft operating systems	Technical Skills	Business applications	4	174,999	15.897%	28,857	20.936%	5.039%	31.695%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,933	0.176%	638	0.463%	0.287%	163.598%
625	Multimedia	Technical Skills	Business applications	1	122,393	11.118%	826	0.599%	-10.519%	-94.610%
1362	MySpace	Technical Skills	Social Networking	1	650	0.059%	11	0.008%	-0.051%	-86.485%
74	Network administration	Technical Skills	Hardware	12	105,429	9.577%	10,955	7.948%	-1.629%	-17.014%
1282	Network Administration software	Technical Skills	Network	17	52,181	4.740%	10,972	7.960%	3.220%	67.929%
1283	Network Hardware	Technical Skills	Network	11	38,674	3.513%	6,653	4.827%	1.314%	37.389%
1284	Network Monitoring software	Technical Skills	Network	14	21,524	1.955%	4,467	3.241%	1.286%	65.747%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,085	0.189%	469	0.340%	0.151%	79.647%
1122	Network security	Technical Skills	Security	1	28,583	2.597%	5,128	3.720%	1.124%	43.282%
1285	Network Security software	Technical Skills	Security	33	70,316	6.388%	12,740	9.243%	2.855%	44.700%
1286	Network software	Technical Skills	Network	5	14,214	1.291%	2,722	1.975%	0.684%	52.941%
1287	Network Testing	Technical Skills	Network	11	21,693	1.971%	1,990	1.444%	-0.527%	-26.737%
1065	Novell network software	Technical Skills	Network	2	1,467	0.133%	145	0.105%	-0.028%	-21.061%
643	Oberon	Technical Skills	Business applications	1	104	0.009%	1	0.001%	-0.009%	-92.321%
41	Object Oriented Programming	Technical Skills	Software development	5	64,350	5.846%	10,485	7.607%	1.761%	30.128%
1288	Office Applications	Technical Skills	Business applications	13	179,040	16.264%	29,177	21.168%	4.904%	30.150%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	8,405	0.764%	1,553	1.127%	0.363%	47.566%
116	Open-source databases	Technical Skills	Information mgmt	4	30,099	2.734%	4,475	3.247%	0.512%	18.739%
118	Open-source operating systems	Technical Skills	Business applications	8	96,236	8.742%	16,422	11.914%	3.172%	36.283%
56	Operating Systems	Technical Skills	Business applications	3	72,995	6.631%	14,183	10.290%	3.659%	55.177%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	589	0.054%	71	0.052%	-0.002%	-3.729%
117	Oracle databases	Technical Skills	Information mgmt	1	180,003	16.352%	26,677	19.354%	3.002%	18.361%
1354	Palm OS	Technical Skills	Mobile Platforms	3	259	0.024%	40	0.029%	0.005%	23.342%
1289	Physical Tools	Technical Skills	Hardware	1	49	0.004%	4	0.003%	-0.002%	-34.805%
683	Point of sale (POS)	Technical Skills	Business applications	3	5,277	0.479%	1,058	0.768%	0.288%	60.122%
931	Printers	Technical Skills	Hardware	3	10,826	0.983%	2,034	1.476%	0.492%	50.050%
43	Programming	Technical Skills	Software development	1	176,295	16.015%	26,803	19.446%	3.431%	21.422%
700	Provisioning	Technical Skills	Business applications	1	11,604	1.054%	2,808	2.037%	0.983%	93.260%
1258	Rate Control	Technical Skills	Technical applications	1	8	0.001%	1	0.001%	-0.000%	-0.170%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	10,780	0.979%	1,723	1.250%	0.271%	27.649%
1077	Remote control software	Technical Skills	Network	2	1,218	0.111%	265	0.192%	0.082%	73.760%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	593	0.054%	101	0.073%	0.019%	36.025%
1262	Robotics	Technical Skills	Hardware	2	2,329	0.212%	299	0.217%	0.005%	2.531%
1318	RSA	Technical Skills	Security	1	2,938	0.267%	936	0.679%	0.412%	154.435%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	9,680	0.879%	1,554	1.127%	0.248%	28.212%
44	SDLC	Technical Skills	Software development	7	93,639	8.506%	22,039	15.989%	7.483%	87.970%
1132	Secure shell (SSH)	Technical Skills	Security	1	78	0.007%	14	0.010%	0.003%	43.346%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	11,361	1.032%	2,082	1.510%	0.478%	46.358%
76	Security	Technical Skills	Hardware	4	753,316	68.432%	137,449	99.719%	31.287%	45.719%
1315	Security Clearance	Technical Skills	Misc	2	105,283	9.564%	6,809	4.940%	-4.624%	-48.349%
1135	Security testing software	Technical Skills	Security	1	2,140	0.194%	378	0.274%	0.080%	41.069%
60	Sharepoint Server	Technical Skills	Business applications	1	4,116	0.374%	896	0.650%	0.276%	73.854%
1084	Signal generators	Technical Skills	Network	1	221	0.020%	18	0.013%	-0.007%	-34.952%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	7,416	0.674%	1,182	0.858%	0.184%	27.292%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	18,321	1.664%	4,011	2.910%	1.246%	74.846%
1220	Simulation software	Technical Skills	Software development	5	12,006	1.091%	976	0.708%	-0.383%	-35.076%
1366	Social Network	Technical Skills	Social Networking	1	1,848	0.168%	132	0.096%	-0.072%	-42.954%
1358	Social Networking	Technical Skills	Social Networking	1	5,854	0.532%	288	0.209%	-0.323%	-60.709%
42	Software Development	Technical Skills	Software development	2	294,917	26.791%	26,224	19.026%	-7.765%	-28.985%
1291	Software Development software	Technical Skills	Software development	2	1,557	0.141%	245	0.178%	0.036%	25.670%
1309	Software Engineering	Technical Skills	Software development	1	189,419	17.207%	7,626	5.533%	-11.674%	-67.847%
1292	Software Installation	Technical Skills	Software development	4	95,264	8.654%	19,205	13.933%	5.279%	61.004%
1223	Software libraries	Technical Skills	Software development	1	116	0.011%	20	0.015%	0.004%	37.697%
1293	Software Maintenance	Technical Skills	Software development	1	4,045	0.367%	1,096	0.795%	0.428%	116.394%
1294	Software Testing	Technical Skills	Software development	14	78,220	7.106%	15,907	11.541%	4.435%	62.414%
1225	Source code management (SCM)	Technical Skills	Software development	5	20,745	1.885%	4,215	3.058%	1.173%	62.269%
1229	Static analysis software	Technical Skills	Software development	1	266	0.024%	66	0.048%	0.024%	98.159%
772	Statistical analysis software	Technical Skills	Business applications	23	93,538	8.497%	9,531	6.915%	-1.582%	-18.623%
774	Statistical software	Technical Skills	Business applications	1	30,269	2.750%	2,639	1.915%	-0.835%	-30.370%
1230	Stress testing software	Technical Skills	Software development	1	1,586	0.144%	358	0.260%	0.116%	80.274%
122	Sun operating systems	Technical Skills	Business applications	3	35,984	3.269%	5,142	3.731%	0.462%	14.124%
939	Surveillance systems	Technical Skills	Hardware	5	12,303	1.118%	811	0.588%	-0.529%	-47.354%
791	Symantec software	Technical Skills	Business applications	1	7,726	0.702%	1,846	1.339%	0.637%	90.822%
1355	Symbian	Technical Skills	Mobile Platforms	1	17	0.002%	8	0.006%	0.004%	275.832%
1310	System Administration	Technical Skills	Network	4	66,607	6.051%	9,932	7.206%	1.155%	19.088%
45	System Testing	Technical Skills	Software development	5	14,762	1.341%	3,473	2.520%	1.179%	87.894%
46	Systems Analysis	Technical Skills	Software development	8	78,813	7.160%	14,939	10.838%	3.679%	51.383%
47	Systems Design	Technical Skills	Software development	1	12,684	1.152%	2,024	1.468%	0.316%	27.440%
1233	Systems Evaluation	Technical Skills	Software development	1	348	0.032%	41	0.030%	-0.002%	-5.907%
1234	Systems integration	Technical Skills	Software development	8	74,811	6.796%	7,596	5.511%	-1.285%	-18.909%
75	TCP/IP	Technical Skills	Hardware	3	43,362	3.939%	7,503	5.443%	1.504%	38.190%
1235	Technology Design	Technical Skills	Software development	1	1,378	0.125%	220	0.160%	0.034%	27.505%
1236	Templates	Technical Skills	Software development	1	14,991	1.362%	3,276	2.377%	1.015%	74.528%
1239	Test implementation	Technical Skills	Software development	1	230	0.021%	33	0.024%	0.003%	14.588%
1302	Testing	Technical Skills	Software development	1	240,939	21.887%	49,451	35.877%	13.989%	63.916%
1297	Training software	Technical Skills	Business applications	3	1,891	0.172%	153	0.111%	-0.061%	-35.382%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,793	0.163%	266	0.193%	0.030%	18.482%
1360	Twitter	Technical Skills	Social Networking	1	16,289	1.480%	1,552	1.126%	-0.354%	-23.906%
123	UNIX operating systems	Technical Skills	Business applications	5	145,845	13.249%	17,367	12.600%	-0.649%	-4.899%
1298	UNIX Shells	Technical Skills	Business applications	4	20,665	1.877%	4,095	2.971%	1.094%	58.260%
48	User-Interface Design	Technical Skills	Software development	2	73,838	6.708%	5,992	4.347%	-2.360%	-35.190%
836	Video creation and editing software	Technical Skills	Business applications	3	1,587	0.144%	129	0.094%	-0.051%	-35.082%
64	Visual Studio	Technical Skills	Software development	1	22,180	2.015%	5,026	3.646%	1.631%	80.973%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,243	0.204%	123	0.089%	-0.115%	-56.205%
77	Voice/Data Telecom	Technical Skills	Hardware	10	132,291	12.018%	12,650	9.178%	-2.840%	-23.632%
1299	Web Application Server	Technical Skills	Business applications	8	41,622	3.781%	6,754	4.900%	1.119%	29.596%
1248	Web platform development software	Technical Skills	Software development	5	2,720	0.247%	402	0.292%	0.045%	18.035%
65	web programmer	Technical Skills	Software development	4	56,228	5.108%	1,048	0.760%	-4.348%	-85.115%
58	Web servers	Technical Skills	Business applications	6	53,400	4.851%	9,342	6.778%	1.927%	39.718%
49	Web-based Application Development	Technical Skills	Software development	2	37,425	3.400%	6,183	4.486%	1.086%	31.944%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,345	0.304%	387	0.281%	-0.023%	-7.601%
1102	Wireless	Technical Skills	Network	5	33,710	3.062%	5,698	4.134%	1.072%	34.995%
1363	YouTube	Technical Skills	Social Networking	2	321	0.029%	143	0.104%	0.075%	255.782%
79	.NET	Programming Skills	Current	1	111,587	10.137%	15,261	11.072%	0.935%	9.225%
209	A programming language (APL)	Programming Skills	Legacy	2	1,287	0.117%	156	0.113%	-0.004%	-3.195%
99	Ada	Programming Skills	Legacy	1	3,151	0.286%	380	0.276%	-0.011%	-3.686%
80	AJAX	Programming Skills	Current	1	36,228	3.291%	6,171	4.477%	1.186%	36.039%
192	Apple AppleScript	Programming Skills	Current	1	95	0.009%	9	0.007%	-0.002%	-24.339%
81	ASP	Programming Skills	Current	2	58,170	5.284%	9,773	7.090%	1.806%	34.178%
108	Assembly	Programming Skills	Legacy	2	1,428	0.130%	71	0.052%	-0.078%	-60.292%
211	AWK	Programming Skills	Legacy	1	1,028	0.093%	208	0.151%	0.058%	61.593%
212	B	Programming Skills	Legacy	1	13,929	1.265%	1,732	1.257%	-0.009%	-0.693%
83	C#	Programming Skills	Current	2	96,389	8.756%	12,419	9.010%	0.254%	2.899%
82	C/C++	Programming Skills	Current	3	122,516	11.130%	11,057	8.022%	-3.108%	-27.923%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	43,656	3.966%	8,412	6.103%	2.137%	53.889%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	234	0.021%	52	0.038%	0.016%	77.476%
84	CGI	Programming Skills	Current	2	5,458	0.496%	2,451	1.778%	1.282%	258.643%
217	Clipper	Programming Skills	Legacy	1	107	0.010%	31	0.022%	0.013%	131.382%
218	CLU	Programming Skills	Legacy	1	129	0.012%	7	0.005%	-0.007%	-56.663%
100	Cobol	Programming Skills	Legacy	1	7,101	0.645%	1,306	0.948%	0.302%	46.885%
85	ColdFusion	Programming Skills	Current	2	6,151	0.559%	718	0.521%	-0.038%	-6.775%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	118	0.011%	17	0.012%	0.002%	15.059%
195	Component object model (COM)	Programming Skills	Current	1	43	0.004%	21	0.015%	0.011%	290.035%
125	Database programming	Programming Skills	Current	3	15,986	1.452%	2,743	1.990%	0.538%	37.037%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	857	0.078%	95	0.069%	-0.009%	-11.469%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,450	0.313%	477	0.346%	0.033%	10.421%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,347	0.122%	315	0.229%	0.106%	86.765%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	7,150	0.650%	1,206	0.875%	0.225%	34.708%
109	Forth	Programming Skills	Legacy	1	3,177	0.289%	785	0.570%	0.281%	97.335%
102	Fortran	Programming Skills	Legacy	1	778	0.071%	57	0.041%	-0.029%	-41.488%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	166,387	15.115%	13,879	10.069%	-5.046%	-33.382%
222	J	Programming Skills	Legacy	1	4,510	0.410%	483	0.350%	-0.059%	-14.469%
87	Java/J2EE/J2P	Programming Skills	Current	4	165,175	15.005%	22,348	16.213%	1.209%	8.055%
97	JavaScript	Programming Skills	Current	3	65,547	5.954%	12,528	9.089%	3.135%	52.645%
89	JavaServer Faces	Programming Skills	Current	3	6,828	0.620%	1,219	0.884%	0.264%	42.581%
88	JavaServer Pages	Programming Skills	Current	3	27,599	2.507%	4,045	2.935%	0.428%	17.052%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,488	0.589%	788	0.572%	-0.018%	-3.001%
126	LAMP	Programming Skills	Current	1	8,082	0.734%	663	0.481%	-0.253%	-34.484%
104	Lisp	Programming Skills	Legacy	1	424	0.039%	57	0.041%	0.003%	7.365%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	318	0.029%	51	0.037%	0.008%	28.084%
201	Microsoft ActiveX	Programming Skills	Current	1	846	0.077%	115	0.083%	0.007%	8.563%
107	Pascal	Programming Skills	Legacy	1	355	0.032%	33	0.024%	-0.008%	-25.760%
90	Perl	Programming Skills	Current	1	39,305	3.571%	5,816	4.220%	0.649%	18.176%
91	PHP	Programming Skills	Current	1	26,815	2.436%	4,019	2.916%	0.480%	19.700%
103	PL/1	Programming Skills	Legacy	3	110	0.010%	29	0.021%	0.011%	110.551%
105	Prolog	Programming Skills	Legacy	1	515	0.047%	22	0.016%	-0.031%	-65.883%
95	Python	Programming Skills	Current	1	16,857	1.531%	3,029	2.198%	0.666%	43.506%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	8,273	0.752%	3,710	2.692%	1.940%	258.149%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	148	0.013%	40	0.029%	0.016%	115.849%
206	Scripting languages	Programming Skills	Current	1	9,346	0.849%	1,811	1.314%	0.465%	54.755%
101	Smalltalk	Programming Skills	Legacy	1	157	0.014%	22	0.016%	0.002%	11.912%
92	SQL	Programming Skills	Current	3	249,729	22.686%	43,369	31.464%	8.778%	38.696%
110	TCL	Programming Skills	Legacy	1	1,541	0.140%	204	0.148%	0.008%	5.726%
98	Unified Modeling Language	Programming Skills	Current	2	22,303	2.026%	3,560	2.583%	0.557%	27.479%
93	Visual Basic	Programming Skills	Current	6	53,766	4.884%	8,488	6.158%	1.274%	26.081%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,924	0.447%	984	0.714%	0.267%	59.599%
94	XML	Programming Skills	Current	2	83,579	7.592%	14,509	10.526%	2.934%	38.641%
1342	Computer Science	Majors	Computer Science	2	322,414	29.289%	62,785	45.551%	16.262%	55.523%
1344	Information Technology	Majors	Information Technology	3	1,100,817	100.000%	137,836	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	192,531	17.490%	35,484	25.744%	8.254%	47.192%

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