DOGS-IT.org
Skill Frequencies: April, 2007 through 2018-07-18

All Degrees

All Degree Programs

2018-07-18 Jobs Found: 4,071,189 Click on column headings to sort
Skill ID Skill Name Primary Category Secondary Category Number of Synonyms Occurrences Frequency Last 2 years Frequency Last 2 years Growth/Decline Movement
252 Analytical Thinking Soft Skills Problem-solving skills 1 11,032 0.271% 0.332% 0.061% 22.437%
2 Attention to Details Soft Skills Problem-solving skills 1 14,370 0.353% 0.412% 0.059% 16.701%
8 Conflict Resolution Soft Skills Interpersonal skills 1 22,961 0.564% 0.641% 0.077% 13.675%
231 Cooperation Soft Skills Interpersonal skills 1 30,382 0.746% 0.568% -0.178% -23.827%
3 Creativity Soft Skills Problem-solving skills 3 121,107 2.975% 3.866% 0.891% 29.959%
4 Critical thinking Soft Skills Problem-solving skills 3 51,077 1.255% 1.767% 0.512% 40.827%
1300 Flexibility Soft Skills Work ethic 1 178,855 4.393% 3.742% -0.651% -14.823%
232 Independence Soft Skills Interpersonal skills 1 19,980 0.491% 0.416% -0.075% -15.196%
13 Initiative/Motivation to work Soft Skills Work ethic 5 485,989 11.937% 10.457% -1.480% -12.399%
256 Innovation Soft Skills Problem-solving skills 1 280,493 6.890% 9.371% 2.481% 36.014%
14 Integrity/Honesty/Ethics Soft Skills Work ethic 4 379,045 9.310% 7.293% -2.017% -21.666%
1422 Internship Soft Skills Work ethic 3 85,809 2.108% 0.776% -1.332% -63.195%
9 Interpersonal Relationships Soft Skills Interpersonal skills 1 2,131 0.052% 0.033% -0.019% -36.717%
257 Judgment and Decision Making Soft Skills Problem-solving skills 2 261,227 6.416% 6.556% 0.140% 2.182%
10 Leadership Soft Skills Interpersonal skills 1 815,358 20.028% 20.888% 0.860% 4.294%
258 Learning Soft Skills Problem-solving skills 1 331,184 8.135% 12.285% 4.150% 51.015%
1 Learning Ability Soft Skills Problem-solving skills 3 69,071 1.697% 1.970% 0.274% 16.137%
236 Listening Soft Skills Language skills 1 89,463 2.197% 1.800% -0.397% -18.066%
260 Mathematics Soft Skills Problem-solving skills 3 210,955 5.182% 6.015% 0.834% 16.088%
261 Memorization Soft Skills Problem-solving skills 1 123 0.003% 0.003% 0.000% 6.102%
18 Negotiation Skills Soft Skills Language skills 1 34,476 0.847% 0.624% -0.223% -26.311%
262 Optimization Soft Skills Problem-solving skills 1 198,745 4.882% 6.225% 1.343% 27.510%
19 Oral Communications Soft Skills Language skills 4 63,742 1.566% 1.310% -0.256% -16.330%
273 Persistence Soft Skills Work ethic 1 14,872 0.365% 0.556% 0.190% 52.104%
239 Persuasion Soft Skills Language skills 1 5,866 0.144% 0.116% -0.028% -19.167%
1301 Physical Skill Soft Skills Work ethic 2 3,999 0.098% 0.197% 0.099% 100.702%
240 Presentations Soft Skills Language skills 1 187,193 4.598% 3.497% -1.101% -23.939%
265 Problem Solving Skills Soft Skills Problem-solving skills 3 710,232 17.445% 17.598% 0.153% 0.876%
20 Questioning skills Soft Skills Language skills 1 1,139 0.028% 0.025% -0.003% -10.247%
241 Reading Comprehension Soft Skills Language skills 1 995 0.024% 0.016% -0.008% -34.420%
6 Research skills Soft Skills Problem-solving skills 1 6,740 0.166% 0.182% 0.017% 10.045%
15 Responsibility Soft Skills Work ethic 2 370,030 9.089% 6.816% -2.273% -25.013%
234 Self Control Soft Skills Interpersonal skills 1 422 0.010% 0.011% 0.000% 3.084%
11 Self-esteem Soft Skills Interpersonal skills 1 268 0.007% 0.011% 0.004% 62.320%
16 Self-management Soft Skills Work ethic 1 4,554 0.112% 0.141% 0.029% 25.614%
250 Stress Tolerance Soft Skills Physical skills 1 616 0.015% 0.020% 0.005% 30.646%
12 Teamwork Soft Skills Interpersonal skills 1 163,088 4.006% 3.746% -0.260% -6.482%
17 Time Management Soft Skills Work ethic 2 136,326 3.349% 2.926% -0.423% -12.630%
268 Visualization Soft Skills Problem-solving skills 1 41,291 1.014% 2.990% 1.976% 194.833%
7 Working under pressure Soft Skills Problem-solving skills 1 2,041 0.050% 0.040% -0.011% -21.139%
21 Written Communications Soft Skills Language skills 5 600,042 14.739% 14.160% -0.579% -3.926%
1341 Accommodation and Food Service Business Skills Industry Segment 4 302,770 7.437% 6.276% -1.161% -15.610%
172 Account management Business Skills Management skills 1 41,920 1.030% 0.693% -0.336% -32.651%
22 Accounting Business Skills Business processes 4 481,860 11.836% 3.167% -8.669% -73.241%
1263 Accounting software Business Skills Business processes 7 58,332 1.433% 0.697% -0.736% -51.376%
174 Administration Business Skills Management skills 3 997,661 24.505% 16.963% -7.542% -30.777%
1313 Analyst Business Skills Project management 1 687,307 16.882% 12.339% -4.543% -26.913%
175 Application management Business Skills Management skills 5 281,103 6.905% 7.389% 0.485% 7.020%
150 Asset management Business Skills Business processes 1 53,543 1.315% 1.231% -0.084% -6.404%
151 Auditing Business Skills Business processes 5 240,540 5.908% 4.166% -1.743% -29.496%
1264 Auditing software Business Skills Business processes 1 214 0.005% 0.001% -0.005% -89.836%
152 Billing Business Skills Business processes 1 109,358 2.686% 1.150% -1.536% -57.178%
1314 Business Analyst Business Skills Project management 1 259,564 6.376% 3.959% -2.417% -37.906%
35 Business Intelligence Business Skills Strategy skills 1 170,461 4.187% 3.959% -0.228% -5.448%
155 Business performance management (BPM) Business Skills Business processes 2 25,118 0.617% 0.601% -0.016% -2.581%
23 Business Process Design/Re-engineering Business Skills Business processes 3 59,526 1.462% 0.325% -1.137% -77.784%
36 Business Strategy Business Skills Strategy skills 3 737,759 18.121% 16.286% -1.836% -10.129%
182 Calendar and scheduling Business Skills Project management 3 157,999 3.881% 2.791% -1.090% -28.084%
156 Capacity planning Business Skills Business processes 1 81,024 1.990% 1.468% -0.523% -26.257%
28 Change Management Business Skills Management skills 1 156,447 3.843% 3.766% -0.077% -1.998%
183 Content workflow Business Skills Project management 1 162 0.004% 0.003% -0.001% -19.441%
24 Contracting and legal Business Skills Business processes 2 273,103 6.708% 3.733% -2.975% -44.345%
176 Coordination Business Skills Management skills 1 186,796 4.588% 3.499% -1.089% -23.742%
157 Cost accounting Business Skills Business processes 1 6,152 0.151% 0.047% -0.104% -68.887%
158 Cost estimation Business Skills Business processes 1 3,096 0.076% 0.056% -0.020% -26.935%
1312 Customer Support Business Skills Business processes 6 785,990 19.306% 14.458% -4.848% -25.111%
1339 Education Business Skills Industry Segment 1 35,558 0.873% 0.871% -0.002% -0.232%
1333 Energy Business Skills Industry Segment 1 195,503 4.802% 3.705% -1.098% -22.855%
1340 Entertainment Business Skills Industry Segment 1 223,472 5.489% 1.840% -3.649% -66.479%
1319 Environmental Business Skills Environmental 15 165,593 4.067% 1.868% -2.200% -54.080%
1320 Environmental Strategy Business Skills Environmental 7 24,281 0.596% 1.999% 1.403% 235.207%
161 Financial Business Skills Business processes 2 995,727 24.458% 16.035% -8.423% -34.437%
1275 Financial Analysis software Business Skills Business processes 7 4,755 0.117% 0.024% -0.093% -79.416%
1332 Health Care Business Skills Industry Segment 2 666,142 16.362% 11.222% -5.140% -31.415%
177 Human resources Business Skills Management skills 2 322,456 7.920% 2.008% -5.912% -74.644%
1336 Insurance Business Skills Industry Segment 1 22,995 0.565% 0.511% -0.054% -9.573%
1316 Managing/Supervision Business Skills Management skills 5 1,622,710 39.858% 27.699% -12.160% -30.507%
1334 Manufacturing Business Skills Industry Segment 2 351,279 8.628% 4.380% -4.249% -49.239%
26 Marketing Business Skills Business processes 1 515,149 12.654% 6.524% -6.130% -48.442%
185 Monitoring Business Skills Project management 1 444,146 10.909% 12.094% 1.185% 10.858%
179 Negotiation Business Skills Management skills 1 135,753 3.334% 2.474% -0.860% -25.800%
163 Operation and Control Business Skills Business processes 2 2,137 0.052% 0.047% -0.005% -10.432%
29 Outsourcing Management Business Skills Management skills 3 151,100 3.711% 1.119% -2.592% -69.843%
167 Procurement Business Skills Business processes 1 114,466 2.812% 1.319% -1.493% -53.084%
1290 Project Management software Business Skills Project management 3 110,925 2.725% 1.800% -0.924% -33.919%
33 Project Management/Planning/Budgeting/Scheduling Business Skills Project management 6 704,402 17.302% 13.446% -3.856% -22.285%
168 Quality Business Skills Business processes 1 1,170,238 28.744% 28.592% -0.153% -0.532%
1337 Real Estate Business Skills Industry Segment 2 186,813 4.589% 0.994% -3.594% -78.332%
1335 Retail Business Skills Industry Segment 2 802,668 19.716% 8.909% -10.806% -54.811%
34 Risk Management Business Skills Project management 1 117,815 2.894% 2.907% 0.014% 0.469%
169 Service Orientation Business Skills Business processes 1 28,109 0.690% 0.541% -0.149% -21.614%
27 Supply Chain Management Business Skills Business processes 3 150,355 3.693% 2.474% -1.219% -33.007%
1295 Supply Chain Management software Business Skills Business processes 4 7,864 0.193% 0.082% -0.111% -57.406%
178 Teaching Business Skills Management skills 7 276,859 6.800% 2.349% -4.451% -65.456%
190 Timekeeping Business Skills Project management 3 111,527 2.739% 0.820% -1.920% -70.083%
1296 Timekeeping software Business Skills Project management 1 4,563 0.112% 0.091% -0.021% -18.488%
171 Total quality management (TQM) Business Skills Business processes 2 4,529 0.111% 0.035% -0.077% -68.783%
180 Troubleshooting Business Skills Management skills 1 510,516 12.540% 13.316% 0.776% 6.190%
181 Verification Business Skills Management skills 1 256,234 6.294% 40.440% 34.147% 542.540%
1338 Waste Management Business Skills Industry Segment 1 4,293 0.105% 0.131% 0.025% 24.131%
191 Workflow Business Skills Project management 1 172,412 4.235% 4.157% -0.078% -1.838%
31 Working Globally Business Skills Management skills 3 23,466 0.576% 0.134% -0.443% -76.827%
32 Working with Virtual Teams Business Skills Management skills 2 7,253 0.178% 0.134% -0.045% -25.028%
51 4GL Technical Skills Software development 3 5,715 0.140% 0.056% -0.084% -60.038%
987 Access servers & software Technical Skills Network 10 125,272 3.077% 3.368% 0.291% 9.456%
38 Agile Development Methods Technical Skills Software development 13 236,684 5.814% 13.292% 7.479% 128.643%
304 Algorithmic software Technical Skills Business applications 1 110 0.003% 0.001% -0.002% -80.227%
1253 Analytical or scientific software Technical Skills Technical applications 2 4,275 0.105% 0.058% -0.047% -45.051%
1352 Android Technical Skills Mobile Platforms 3 68,180 1.675% 5.027% 3.352% 200.166%
1351 Apple iOS Technical Skills Mobile Platforms 6 52,324 1.285% 2.548% 1.263% 98.245%
120 Apple operating systems Technical Skills Business applications 6 104,593 2.569% 4.504% 1.935% 75.328%
865 Application-specific integrated circuit (ASIC) logic synthesis software Technical Skills Hardware 1 42,449 1.043% 0.092% -0.951% -91.187%
1423 Artificial Intelligence Technical Skills Information mgmt 5 62,179 1.527% 5.591% 4.064% 266.076%
1145 Automatic test program generation (ATPG) Technical Skills Software development 1 160 0.004% 0.014% 0.010% 253.451%
1265 Backup & Recovery Technical Skills Technical applications 16 312,283 7.671% 5.914% -1.757% -22.903%
1386 Biometric Technical Skills Information mgmt 2 10,452 0.257% 0.447% 0.190% 73.973%
1353 Blackberry Technical Skills Mobile Platforms 2 32,142 0.789% 0.301% -0.488% -61.834%
336 Borland Delphi Technical Skills Business applications 1 6,042 0.148% 0.129% -0.020% -13.241%
337 Borland JBuilder Technical Skills Business applications 1 4,103 0.101% 0.001% -0.100% -99.470%
338 Borland Paradox Technical Skills Business applications 1 348 0.009% 0.001% -0.007% -87.500%
72 Business Continuity Planning Technical Skills Hardware 2 68,292 1.677% 0.890% -0.788% -46.970%
352 Cadence Opus Technical Skills Business applications 1 2,003 0.049% 0.032% -0.017% -34.845%
868 Calculators Technical Skills Hardware 1 3,642 0.089% 0.147% 0.057% 64.236%
39 CASE Tools Technical Skills Software development 1 212,148 5.211% 3.446% -1.765% -33.870%
367 Categorization or classification software Technical Skills Business applications 1 16,400 0.403% 0.353% -0.050% -12.334%
112 Certification Technical Skills Misc 3 739,403 18.162% 15.468% -2.693% -14.830%
78 Cisco Technical Skills Hardware 1 322,285 7.916% 4.595% -3.322% -41.959%
1009 Cisco Systems IOS Technical Skills Network 1 71,967 1.768% 5.136% 3.369% 190.567%
40 Client-Server Technical Skills Software development 1 89,281 2.193% 1.046% -1.147% -52.299%
1011 Cluster server software Technical Skills Network 8 62,650 1.539% 1.643% 0.105% 6.793%
1147 CMAKE Technical Skills Software development 1 668 0.016% 0.134% 0.118% 717.284%
1151 Compatibility testing Technical Skills Software development 1 1,883 0.046% 0.230% 0.183% 396.700%
1152 Compilers Technical Skills Software development 5 38,462 0.945% 0.800% -0.145% -15.342%
1255 Compliance software Technical Skills Technical applications 3 22,151 0.544% 0.601% 0.057% 10.468%
385 Computer aided design (CAD) Technical Skills Business applications 12 73,729 1.811% 0.833% -0.978% -54.008%
386 Computer aided manufacturing (CAM) Technical Skills Business applications 3 6,519 0.160% 0.173% 0.013% 8.104%
875 Computer diagnostics Technical Skills Hardware 5 163,195 4.009% 3.754% -0.255% -6.357%
1107 Computer forensics Technical Skills Security 1 9,106 0.224% 0.119% -0.105% -46.973%
1266 Computer Hardware Technical Skills Hardware 15 91,180 2.240% 2.220% -0.019% -0.859%
390 Computer Numerical Control (CNC) Technical Skills Business applications 2 37,050 0.910% 0.046% -0.864% -94.951%
1015 Computer servers Technical Skills Network 6 365,969 8.989% 7.348% -1.641% -18.255%
1267 Computer Utilities Technical Skills Misc 1 2,340 0.057% 0.078% 0.021% 35.710%
59 Content Manager Technical Skills Business applications 1 4,144 0.102% 0.046% -0.055% -54.336%
1396 Continuous Improvement Technical Skills Software development 1 68,566 1.684% 2.356% 0.672% 39.896%
878 Controllers Technical Skills Hardware 3 25,056 0.615% 0.893% 0.278% 45.144%
406 Customer Acquisition Management (CAM) Technical Skills Business applications 1 4,698 0.115% 0.047% -0.068% -59.258%
407 Customer information control system (CICS) Technical Skills Business applications 2 15,595 0.383% 0.202% -0.181% -47.140%
53 Customer Relationship Management Technical Skills Business applications 9 237,432 5.832% 4.315% -1.517% -26.017%
1368 Cyber Security Technical Skills Information mgmt 3 61,274 1.505% 3.213% 1.708% 113.483%
953 Data acquisition systems Technical Skills Information mgmt 1 19,507 0.479% 0.533% 0.054% 11.280%
955 Data compression software Technical Skills Information mgmt 1 12,715 0.312% 0.289% -0.024% -7.625%
956 Data conversion software Technical Skills Information mgmt 1 18,103 0.445% 0.341% -0.103% -23.224%
958 Data dictionary Technical Skills Information mgmt 1 10,513 0.258% 0.203% -0.055% -21.380%
959 Data entry Technical Skills Information mgmt 1 188,760 4.636% 0.372% -4.264% -91.968%
962 Data mapping Technical Skills Information mgmt 1 20,121 0.494% 0.481% -0.013% -2.710%
67 Data Mining Technical Skills Information mgmt 5 104,493 2.567% 3.097% 0.530% 20.668%
963 Data modeling Technical Skills Information mgmt 1 123,813 3.041% 3.071% 0.030% 0.978%
68 Data Warehousing Technical Skills Information mgmt 2 192,022 4.717% 4.451% -0.266% -5.633%
69 Database Administration Technical Skills Information mgmt 12 248,964 6.115% 5.406% -0.709% -11.595%
969 Database design software Technical Skills Information mgmt 15 200,468 4.924% 4.075% -0.849% -17.247%
1268 Database Reporting Technical Skills Information mgmt 3 60,123 1.477% 0.754% -0.723% -48.954%
1269 Database Security Technical Skills Information mgmt 2 648 0.016% 0.005% -0.011% -66.434%
1373 Database Security Technical Skills Information mgmt 1 892 0.022% 0.012% -0.010% -43.916%
1270 Database Servers Technical Skills Information mgmt 3 50,501 1.240% 0.500% -0.741% -59.729%
1271 Database Testing Technical Skills Information mgmt 1 3,375 0.083% 0.132% 0.050% 59.828%
1160 Debugging Technical Skills Software development 7 264,942 6.508% 7.635% 1.127% 17.316%
1385 Decryption Technical Skills Information mgmt 1 1,228 0.030% 0.024% -0.006% -20.294%
418 Desktop publishing software Technical Skills Business applications 13 53,799 1.321% 1.235% -0.086% -6.526%
1272 Development Environment Technical Skills Software development 13 180,118 4.424% 5.075% 0.651% 14.721%
1273 Digital Imaging Technical Skills Hardware 1 2,068 0.051% 0.002% -0.049% -96.845%
883 Digital Signal Processor (DSP) Technical Skills Hardware 2 11,056 0.272% 0.311% 0.039% 14.499%
423 Disk operating system (DOS) Technical Skills Business applications 1 11,002 0.270% 0.160% -0.110% -40.690%
1307 Doctor of Philosophy Technical Skills Misc 3 177,466 4.359% 4.709% 0.350% 8.027%
973 Document management software Technical Skills Information mgmt 4 35,864 0.881% 0.525% -0.356% -40.444%
1020 Domain name system (DNS) Technical Skills Network 3 122,386 3.006% 3.281% 0.275% 9.158%
61 Dreamweaver Technical Skills Software development 1 19,873 0.488% 0.121% -0.367% -75.264%
54 DSS/GDSS Technical Skills Business applications 5 48,166 1.183% 0.727% -0.456% -38.540%
425 Dynamic modeling software Technical Skills Business applications 1 138 0.003% 0.000% -0.003% -100.000%
62 Eclipse Technical Skills Software development 1 77,553 1.905% 1.906% 0.001% 0.070%
1308 Electronic Commerce Technical Skills Business applications 2 175,043 4.300% 3.636% -0.663% -15.429%
70 Electronic Data Interchange Technical Skills Information mgmt 2 34,621 0.850% 0.812% -0.039% -4.568%
1023 Electronic mail software Technical Skills Network 8 61,466 1.510% 1.063% -0.447% -29.580%
1384 Encryption Technical Skills Information mgmt 1 199 0.005% 0.006% 0.002% 31.161%
55 Enterprise Resource Planning Technical Skills Business applications 5 193,025 4.741% 3.875% -0.866% -18.270%
1274 Enterprise Resource Planning software Technical Skills Business applications 15 230,249 5.656% 3.206% -2.449% -43.311%
1321 Environmental Certification Technical Skills Environmental 1 342 0.008% 0.010% 0.001% 14.478%
1328 Environmental Cleanup Technical Skills Environmental 1 1,369 0.034% 0.057% 0.023% 68.414%
1329 Environmental Energy Technical Skills Environmental 21 13,173 0.324% 0.498% 0.174% 53.889%
1330 Environmental Energy Conservation Technical Skills Environmental 11 13,177 0.324% 0.289% -0.035% -10.864%
1327 Environmental Pollution Technical Skills Environmental 18 41,520 1.020% 0.255% -0.764% -74.959%
1324 Environmental Pollution Control Technical Skills Environmental 7 6,152 0.151% 0.181% 0.030% 19.856%
1325 Environmental Pollution Prevention Technical Skills Environmental 7 2,083 0.051% 0.031% -0.020% -39.436%
1326 Environmental Product Stewardship Technical Skills Environmental 11 50,871 1.250% 0.227% -1.022% -81.828%
1331 Environmental Science Technical Skills Environmental 2 1,511 0.037% 0.009% -0.029% -76.968%
1322 Environmental Technology Technical Skills Environmental 2 689 0.017% 0.012% -0.005% -30.549%
461 Expert system software Technical Skills Business applications 1 1,413 0.035% 0.022% -0.012% -35.348%
1359 Facebook Technical Skills Social Networking 1 520,120 12.776% 19.856% 7.081% 55.424%
463 Facilities management software Technical Skills Business applications 4 12,236 0.301% 0.111% -0.189% -63.026%
468 Flight control software Technical Skills Business applications 1 1,078 0.026% 0.014% -0.012% -45.522%
469 Flowchart software Technical Skills Business applications 5 11,859 0.291% 0.250% -0.041% -14.163%
1367 Forensic Technical Skills Information mgmt 2 67,254 1.652% 0.976% -0.676% -40.945%
1112 Fraud Detection Technical Skills Security 1 20,315 0.499% 1.161% 0.662% 132.658%
63 FrontPage Technical Skills Software development 1 3,279 0.081% 0.007% -0.073% -90.713%
475 Fund accounting software Technical Skills Business applications 1 1,844 0.045% 0.025% -0.020% -44.561%
1260 Gaming Technical Skills Misc 2 85,092 2.090% 3.665% 1.575% 75.352%
113 Generic databases Technical Skills Information mgmt 2 576,418 14.158% 16.192% 2.034% 14.366%
1365 Google Apps Technical Skills Business applications 4 13,228 0.325% 0.354% 0.029% 9.017%
1364 Google Plus Technical Skills Social Networking 1 1,318 0.032% 0.006% -0.026% -81.847%
1276 GPS/GIS/Survey software Technical Skills Business applications 31 237,110 5.824% 4.306% -1.518% -26.063%
484 Graphic software Technical Skills Business applications 16 326,151 8.011% 6.985% -1.026% -12.804%
1176 Graphical user interface (GUI) Technical Skills Software development 2 70,384 1.729% 1.070% -0.659% -38.101%
1323 Green IT Technical Skills Environmental 9 10,790 0.265% 0.288% 0.023% 8.653%
893 Guidance systems Technical Skills Hardware 1 170 0.004% 0.001% -0.004% -87.205%
1371 Hacking Technical Skills Information mgmt 5 18,050 0.443% 0.822% 0.379% 85.454%
895 Hardware description language (HDL) Technical Skills Hardware 2 1,013 0.025% 0.013% -0.012% -46.321%
1277 Hardware Design Technical Skills Hardware 19 28,282 0.695% 0.921% 0.226% 32.588%
1278 Hardware Testing Technical Skills Hardware 4 9,803 0.241% 0.225% -0.015% -6.367%
896 Hazardous materials (HAZMAT) Technical Skills Hardware 2 1,618 0.040% 0.028% -0.011% -28.752%
492 Helpdesk or call center Technical Skills Business applications 2 232,049 5.700% 2.772% -2.927% -51.362%
1377 Homeland Security Technical Skills Information mgmt 1 106,135 2.607% 0.699% -1.908% -73.194%
114 IBM databases Technical Skills Information mgmt 2 101,909 2.503% 1.496% -1.007% -40.217%
121 IBM operating systems Technical Skills Business applications 4 80,437 1.976% 0.735% -1.241% -62.792%
898 Image capture devices Technical Skills Hardware 8 17,956 0.441% 0.377% -0.064% -14.479%
524 Industrial control software Technical Skills Business applications 3 15,004 0.369% 0.341% -0.028% -7.511%
975 Information retrieval or search software Technical Skills Information mgmt 4 54,159 1.330% 1.357% 0.027% 2.009%
1375 Information Security Technical Skills Information mgmt 3 152,224 3.739% 4.741% 1.002% 26.798%
899 Infrared Technical Skills Hardware 1 4,973 0.122% 0.063% -0.060% -48.827%
1180 Installation Technical Skills Software development 1 330,270 8.112% 5.745% -2.367% -29.183%
901 Interface definition language (IDL) Technical Skills Hardware 1 1,266 0.031% 0.015% -0.016% -50.176%
536 Internet browser software Technical Skills Business applications 4 23,824 0.585% 0.524% -0.061% -10.437%
1393 Intrusion Detection Technical Skills Information mgmt 1 41,717 1.025% 0.968% -0.057% -5.524%
541 Inventory management software Technical Skills Business applications 3 19,555 0.480% 0.415% -0.065% -13.575%
1414 ISO 9000 Technical Skills Software development 1 6,237 0.153% 0.032% -0.122% -79.424%
73 IT Architecture/Standards Technical Skills Hardware 2 32,243 0.792% 0.620% -0.172% -21.680%
1357 Java ME Technical Skills Mobile Platforms 2 1,447 0.036% 0.033% -0.003% -8.307%
1035 Kernel Technical Skills Network 1 36,850 0.905% 0.992% 0.087% 9.610%
907 Lasers Technical Skills Hardware 1 1,069 0.026% 0.045% 0.019% 70.914%
1038 License management software Technical Skills Network 1 2,606 0.064% 0.073% 0.009% 13.512%
1361 LinkedIn Technical Skills Social Networking 1 35,248 0.866% 2.258% 1.392% 160.778%
908 Mainframe computers Technical Skills Hardware 2 123,565 3.035% 1.222% -1.813% -59.743%
124 Mainframe operating systems Technical Skills Business applications 8 54,020 1.327% 0.770% -0.557% -41.979%
1280 Mass Storage hardware & software Technical Skills Technical applications 8 88,177 2.166% 1.492% -0.674% -31.129%
580 Materials requirements planning logistics and supply chain software Technical Skills Business applications 7 20,426 0.502% 0.278% -0.224% -44.627%
1281 Medical software Technical Skills Business applications 9 27,920 0.686% 0.944% 0.258% 37.579%
115 Microsoft databases Technical Skills Information mgmt 5 556,637 13.673% 12.168% -1.505% -11.006%
119 Microsoft operating systems Technical Skills Business applications 4 785,841 19.302% 14.911% -4.391% -22.750%
1350 Mobile Platforms Technical Skills Mobile Platforms 1 20,425 0.502% 1.152% 0.651% 129.701%
625 Multimedia Technical Skills Business applications 1 146,489 3.598% 0.469% -3.130% -86.978%
1362 MySpace Technical Skills Social Networking 1 5,200 0.128% 0.019% -0.109% -85.360%
74 Network administration Technical Skills Hardware 17 427,565 10.502% 8.583% -1.919% -18.270%
1282 Network Administration software Technical Skills Network 18 200,732 4.931% 4.730% -0.200% -4.060%
1283 Network Hardware Technical Skills Network 11 150,964 3.708% 2.984% -0.724% -19.517%
1284 Network Monitoring software Technical Skills Network 15 101,731 2.499% 2.921% 0.423% 16.910%
1059 Network operation system software (NOS) Technical Skills Network 2 4,932 0.121% 0.061% -0.060% -49.724%
1122 Network security Technical Skills Security 1 126,225 3.100% 2.445% -0.656% -21.147%
1369 Network Security Technical Skills Information mgmt 1 23,822 0.585% 0.636% 0.051% 8.745%
1285 Network Security software Technical Skills Security 36 281,901 6.924% 8.328% 1.403% 20.266%
1286 Network software Technical Skills Network 6 65,928 1.619% 1.373% -0.246% -15.211%
1287 Network Testing Technical Skills Network 11 67,040 1.647% 1.442% -0.205% -12.432%
1065 Novell network software Technical Skills Network 2 5,668 0.139% 0.013% -0.126% -90.790%
643 Oberon Technical Skills Business applications 1 534 0.013% 0.021% 0.008% 62.928%
1413 Object Oriented Design Technical Skills Software development 2 101,939 2.504% 2.926% 0.422% 16.842%
41 Object Oriented Programming Technical Skills Software development 5 466,992 11.471% 14.744% 3.273% 28.537%
1288 Office Applications Technical Skills Business applications 13 590,632 14.508% 10.561% -3.946% -27.202%
71 Online Analytical Processing Technical Skills Information mgmt 2 43,618 1.071% 0.603% -0.468% -43.701%
116 Open-source databases Technical Skills Information mgmt 4 214,483 5.268% 9.801% 4.533% 86.038%
118 Open-source operating systems Technical Skills Business applications 8 614,838 15.102% 20.673% 5.571% 36.886%
56 Operating Systems Technical Skills Business applications 3 348,303 8.555% 7.510% -1.046% -12.223%
651 Optical character recognition (OCR) Technical Skills Business applications 3 2,529 0.062% 0.069% 0.007% 11.807%
117 Oracle databases Technical Skills Information mgmt 1 695,895 17.093% 10.815% -6.279% -36.732%
1354 Palm OS Technical Skills Mobile Platforms 3 3,347 0.082% 0.014% -0.068% -83.104%
1376 Penetration Testing Technical Skills Information mgmt 5 101,112 2.484% 3.593% 1.110% 44.687%
1289 Physical Tools Technical Skills Hardware 1 234 0.006% 0.004% -0.001% -25.638%
683 Point of sale (POS) Technical Skills Business applications 3 22,839 0.561% 0.495% -0.066% -11.812%
931 Printers Technical Skills Hardware 3 37,024 0.909% 0.922% 0.012% 1.340%
43 Programming Technical Skills Software development 1 994,326 24.423% 26.514% 2.090% 8.559%
700 Provisioning Technical Skills Business applications 1 55,506 1.363% 1.627% 0.263% 19.323%
1405 Rapid Application Development Technical Skills Software development 2 21,253 0.522% 0.249% -0.273% -52.308%
1258 Rate Control Technical Skills Technical applications 1 192 0.005% 0.003% -0.002% -32.029%
1209 Rational Rose XDE Developer Technical Skills Software development 4 46,894 1.152% 0.369% -0.783% -67.949%
1077 Remote control software Technical Skills Network 2 4,399 0.108% 0.084% -0.024% -21.877%
1214 Restructured extended executor (REXX) Technical Skills Software development 1 2,396 0.059% 0.039% -0.020% -33.731%
1379 Risk Analysis Technical Skills Information mgmt 1 24,541 0.603% 0.543% -0.059% -9.863%
1262 Robotics Technical Skills Hardware 3 15,487 0.380% 0.897% 0.517% 135.808%
1318 RSA Technical Skills Security 1 17,679 0.434% 0.340% -0.094% -21.752%
1216 Ruby/Ruby on Rails Technical Skills Software development 1 101,322 2.489% 5.953% 3.465% 139.207%
44 SDLC Technical Skills Software development 7 487,796 11.982% 13.534% 1.553% 12.960%
1132 Secure shell (SSH) Technical Skills Security 1 378 0.009% 0.006% -0.003% -36.704%
1317 Secure Sockets Layer (SSL) Technical Skills Security 3 52,265 1.284% 1.630% 0.346% 26.972%
76 Security Technical Skills Hardware 4 2,909,498 71.466% 93.389% 21.923% 30.677%
1382 Security Audit Technical Skills Information mgmt 1 4,070 0.100% 0.073% -0.027% -26.785%
1315 Security Clearance Technical Skills Misc 2 321,274 7.891% 5.178% -2.713% -34.383%
1381 Security Plan Technical Skills Information mgmt 1 3,337 0.082% 0.112% 0.030% 36.228%
1380 Security Policy Technical Skills Information mgmt 2 62,526 1.536% 1.781% 0.245% 15.979%
1135 Security testing software Technical Skills Security 1 10,168 0.250% 0.494% 0.244% 97.871%
60 Sharepoint Server Technical Skills Business applications 1 14,469 0.355% 0.157% -0.199% -55.954%
1084 Signal generators Technical Skills Network 1 822 0.020% 0.016% -0.004% -20.617%
1085 Simple network management protocol (SNMP) Technical Skills Network 1 34,798 0.855% 0.631% -0.224% -26.180%
1303 Simple Object Access Protocol (SOAP) Technical Skills Software development 1 143,955 3.536% 5.043% 1.507% 42.633%
1220 Simulation software Technical Skills Software development 5 58,345 1.433% 1.331% -0.102% -7.136%
1366 Social Network Technical Skills Social Networking 1 12,458 0.306% 1.378% 1.072% 350.276%
1358 Social Networking Technical Skills Social Networking 1 23,234 0.571% 0.195% -0.376% -65.830%
42 Software Development Technical Skills Software development 2 1,044,146 25.647% 24.440% -1.207% -4.706%
1291 Software Development software Technical Skills Software development 3 7,160 0.176% 0.092% -0.083% -47.446%
1309 Software Engineering Technical Skills Software development 1 629,423 15.460% 17.656% 2.195% 14.200%
1292 Software Installation Technical Skills Software development 4 444,249 10.912% 12.866% 1.954% 17.903%
1223 Software libraries Technical Skills Software development 1 1,177 0.029% 0.031% 0.002% 7.183%
1293 Software Maintenance Technical Skills Software development 1 28,802 0.707% 0.674% -0.033% -4.696%
1294 Software Testing Technical Skills Software development 14 432,413 10.621% 11.387% 0.766% 7.212%
1225 Source code management (SCM) Technical Skills Software development 5 142,114 3.491% 4.560% 1.070% 30.645%
1229 Static analysis software Technical Skills Software development 1 3,181 0.078% 0.116% 0.038% 49.063%
772 Statistical analysis software Technical Skills Business applications 26 319,911 7.858% 8.800% 0.942% 11.994%
774 Statistical software Technical Skills Business applications 1 136,613 3.356% 3.926% 0.571% 17.007%
1230 Stress testing software Technical Skills Software development 1 9,820 0.241% 0.182% -0.059% -24.470%
122 Sun operating systems Technical Skills Business applications 3 162,521 3.992% 1.284% -2.708% -67.840%
939 Surveillance systems Technical Skills Hardware 5 37,429 0.919% 0.826% -0.093% -10.158%
791 Symantec software Technical Skills Business applications 1 30,587 0.751% 0.453% -0.299% -39.769%
1355 Symbian Technical Skills Mobile Platforms 1 114 0.003% 0.000% -0.003% -100.000%
1310 System Administration Technical Skills Network 4 259,771 6.381% 5.213% -1.168% -18.304%
45 System Testing Technical Skills Software development 5 82,843 2.035% 1.786% -0.249% -12.228%
46 Systems Analysis Technical Skills Software development 8 331,749 8.149% 6.394% -1.755% -21.539%
47 Systems Design Technical Skills Software development 1 54,476 1.338% 0.999% -0.339% -25.336%
1233 Systems Evaluation Technical Skills Software development 1 631 0.015% 0.009% -0.006% -41.400%
1234 Systems integration Technical Skills Software development 8 228,928 5.623% 1.821% -3.802% -67.620%
75 TCP/IP Technical Skills Hardware 3 218,080 5.357% 4.564% -0.792% -14.794%
1235 Technology Design Technical Skills Software development 1 4,021 0.099% 0.051% -0.048% -48.612%
1236 Templates Technical Skills Software development 1 64,595 1.587% 1.484% -0.102% -6.457%
1239 Test implementation Technical Skills Software development 1 1,492 0.037% 0.049% 0.012% 32.663%
1302 Testing Technical Skills Software development 1 1,213,052 29.796% 31.491% 1.695% 5.689%
1297 Training software Technical Skills Business applications 3 4,293 0.105% 0.043% -0.062% -58.961%
57 Transaction Processing Systems Technical Skills Business applications 4 5,664 0.139% 0.099% -0.040% -28.573%
1360 Twitter Technical Skills Social Networking 1 57,530 1.413% 1.805% 0.392% 27.715%
1411 Unified Process Technical Skills Software development 1 10,662 0.262% 0.059% -0.203% -77.560%
123 UNIX operating systems Technical Skills Business applications 5 622,773 15.297% 10.167% -5.130% -33.536%
1298 UNIX Shells Technical Skills Business applications 4 131,508 3.230% 3.034% -0.197% -6.088%
1410 Use Case Technical Skills Software development 1 29,407 0.722% 0.641% -0.082% -11.316%
48 User-Interface Design Technical Skills Software development 2 274,436 6.741% 8.382% 1.641% 24.345%
836 Video creation and editing software Technical Skills Business applications 3 14,953 0.367% 0.466% 0.099% 26.988%
64 Visual Studio Technical Skills Software development 1 133,638 3.283% 3.246% -0.036% -1.107%
843 Voice dictation & recognition Technical Skills Business applications 2 5,933 0.146% 0.182% 0.036% 25.013%
77 Voice/Data Telecom Technical Skills Hardware 10 360,406 8.853% 4.547% -4.305% -48.635%
1299 Web Application Server Technical Skills Business applications 8 181,737 4.464% 2.515% -1.949% -43.665%
1248 Web platform development software Technical Skills Software development 5 11,037 0.271% 0.057% -0.214% -78.913%
65 web programmer Technical Skills Software development 4 90,414 2.221% 0.685% -1.535% -69.135%
58 Web servers Technical Skills Business applications 6 279,266 6.860% 6.078% -0.781% -11.389%
49 Web-based Application Development Technical Skills Software development 2 206,486 5.072% 4.716% -0.356% -7.018%
1356 Windows CE Technical Skills Mobile Platforms 4 22,616 0.556% 0.203% -0.352% -63.454%
1102 Wireless Technical Skills Network 5 163,487 4.016% 3.719% -0.297% -7.389%
1363 YouTube Technical Skills Social Networking 2 7,159 0.176% 0.313% 0.137% 77.738%
79 .NET Programming Skills Current 1 462,749 11.366% 10.356% -1.011% -8.893%
208 A mathematical programming language (AMPL) Programming Skills Legacy 1 129 0.003% 0.009% 0.005% 169.778%
209 A programming language (APL) Programming Skills Legacy 2 5,518 0.136% 0.093% -0.042% -31.019%
99 Ada Programming Skills Legacy 1 14,506 0.356% 0.307% -0.049% -13.782%
80 AJAX Programming Skills Current 1 230,625 5.665% 4.434% -1.230% -21.721%
210 Algorithmic language (ALGOL) Programming Skills Legacy 1 103 0.003% 0.001% -0.002% -78.883%
192 Apple AppleScript Programming Skills Current 1 634 0.016% 0.051% 0.035% 225.919%
81 ASP Programming Skills Current 2 296,450 7.282% 6.396% -0.885% -12.160%
108 Assembly Programming Skills Legacy 2 10,021 0.246% 0.051% -0.195% -79.380%
211 AWK Programming Skills Legacy 1 8,108 0.199% 0.157% -0.043% -21.399%
212 B Programming Skills Legacy 1 52,891 1.299% 1.449% 0.150% 11.569%
83 C# Programming Skills Current 2 446,211 10.960% 13.654% 2.694% 24.579%
82 C/C++ Programming Skills Current 3 651,880 16.012% 16.617% 0.605% 3.776%
193 Cascading Style Sheets (CSS) Programming Skills Current 2 321,127 7.888% 14.758% 6.870% 87.098%
215 Categorical abstract machine language (CAML) Programming Skills Legacy 1 1,132 0.028% 0.010% -0.018% -63.492%
84 CGI Programming Skills Current 2 32,184 0.791% 1.308% 0.517% 65.443%
217 Clipper Programming Skills Legacy 1 688 0.017% 0.002% -0.015% -87.354%
218 CLU Programming Skills Legacy 1 364 0.009% 0.001% -0.008% -88.049%
100 Cobol Programming Skills Legacy 1 30,898 0.759% 0.457% -0.302% -39.741%
85 ColdFusion Programming Skills Current 2 24,732 0.607% 0.286% -0.322% -52.949%
219 Combined programming language (CPL) Programming Skills Legacy 1 527 0.013% 0.003% -0.010% -79.364%
195 Component object model (COM) Programming Skills Current 1 559 0.014% 0.002% -0.012% -88.327%
125 Database programming Programming Skills Current 3 93,705 2.302% 1.625% -0.676% -29.389%
196 Distributed component object model (DCOM) Programming Skills Current 1 5,840 0.143% 0.013% -0.131% -91.061%
197 Document Object Model (DOM) Scripting Programming Skills Current 2 23,150 0.569% 0.407% -0.162% -28.499%
221 Extended self-containing Prolog (ESP) Programming Skills Legacy 1 6,945 0.171% 0.159% -0.011% -6.670%
199 Extensible stylesheet language (XSL) Programming Skills Current 4 40,406 0.992% 0.354% -0.639% -64.364%
109 Forth Programming Skills Legacy 1 11,589 0.285% 0.263% -0.021% -7.471%
102 Fortran Programming Skills Legacy 1 5,982 0.147% 0.099% -0.048% -32.733%
86 HTML/XHTML/DHTML Programming Skills Current 3 724,910 17.806% 17.944% 0.138% 0.777%
222 J Programming Skills Legacy 1 14,697 0.361% 0.201% -0.160% -44.354%
87 Java/J2EE/J2P Programming Skills Current 4 917,784 22.543% 28.600% 6.057% 26.867%
97 JavaScript Programming Skills Current 3 511,741 12.570% 22.639% 10.069% 80.105%
89 JavaServer Faces Programming Skills Current 3 34,490 0.847% 0.587% -0.261% -30.756%
88 JavaServer Pages Programming Skills Current 3 147,218 3.616% 1.843% -1.773% -49.043%
223 Job control language (JCL) Programming Skills Legacy 2 20,271 0.498% 0.269% -0.229% -46.028%
126 LAMP Programming Skills Current 1 42,284 1.039% 1.515% 0.477% 45.883%
104 Lisp Programming Skills Legacy 1 2,457 0.060% 0.038% -0.022% -37.147%
224 Lisp object-oriented programming system (LOOPS) Programming Skills Legacy 1 2,299 0.056% 0.108% 0.051% 91.112%
201 Microsoft ActiveX Programming Skills Current 1 5,515 0.135% 0.023% -0.112% -83.041%
107 Pascal Programming Skills Legacy 1 1,916 0.047% 0.004% -0.043% -92.053%
90 Perl Programming Skills Current 1 280,190 6.882% 5.997% -0.886% -12.869%
91 PHP Programming Skills Current 1 165,407 4.063% 5.581% 1.519% 37.377%
103 PL/1 Programming Skills Legacy 3 662 0.016% 0.012% -0.005% -27.716%
105 Prolog Programming Skills Legacy 1 1,672 0.041% 0.086% 0.045% 109.443%
95 Python Programming Skills Current 1 222,987 5.477% 16.979% 11.502% 210.001%
228 Register transfer language (RTL) Programming Skills Legacy 1 52,933 1.300% 1.196% -0.104% -7.997%
205 Scalable vector graphics (SVG) Programming Skills Current 1 1,758 0.043% 0.041% -0.003% -5.969%
206 Scripting languages Programming Skills Current 1 81,673 2.006% 2.414% 0.408% 20.322%
101 Smalltalk Programming Skills Legacy 1 1,056 0.026% 0.002% -0.024% -93.821%
92 SQL Programming Skills Current 3 1,229,496 30.200% 31.557% 1.357% 4.495%
110 TCL Programming Skills Legacy 1 17,289 0.425% 0.193% -0.231% -54.458%
98 Unified Modeling Language Programming Skills Current 2 111,231 2.732% 1.303% -1.429% -52.306%
93 Visual Basic Programming Skills Current 6 260,151 6.390% 3.492% -2.898% -45.345%
207 Web service definition language (WSDL) Programming Skills Current 2 30,529 0.750% 0.536% -0.213% -28.469%
94 XML Programming Skills Current 2 480,192 11.795% 7.928% -3.866% -32.781%
1342 Computer Science Majors Computer Science 2 2,901,715 71.274% 84.192% 12.917% 18.123%
1344 Information Technology Majors Information Technology 3 1,770,178 43.481% 24.523% -18.957% -43.600%
1343 Management Information Systems Majors Management Information Systems 9 1,070,123 26.285% 20.579% -5.707% -21.710%

mis Degrees

Management Information Systems

2018-07-18 Jobs Found: 1,069,849 Click on column headings to sort
Skill ID Skill Name Primary Category Secondary Category Number of Synonyms Occurrences Frequency Last 2 years Frequency Last 2 years Growth/Decline Movement
252 Analytical Thinking Soft Skills Problem-solving skills 1 3,762 0.352% 0.587% 0.236% 67.032%
2 Attention to Details Soft Skills Problem-solving skills 1 4,246 0.397% 0.473% 0.076% 19.179%
8 Conflict Resolution Soft Skills Interpersonal skills 1 7,319 0.684% 0.824% 0.140% 20.425%
231 Cooperation Soft Skills Interpersonal skills 1 11,520 1.077% 0.977% -0.100% -9.250%
3 Creativity Soft Skills Problem-solving skills 3 30,775 2.877% 3.176% 0.299% 10.404%
4 Critical thinking Soft Skills Problem-solving skills 3 17,345 1.621% 2.913% 1.292% 79.697%
1300 Flexibility Soft Skills Work ethic 1 38,253 3.576% 4.093% 0.518% 14.479%
232 Independence Soft Skills Interpersonal skills 1 6,034 0.564% 0.637% 0.073% 12.894%
13 Initiative/Motivation to work Soft Skills Work ethic 5 151,245 14.137% 13.769% -0.368% -2.604%
256 Innovation Soft Skills Problem-solving skills 1 86,711 8.105% 10.141% 2.036% 25.119%
14 Integrity/Honesty/Ethics Soft Skills Work ethic 4 131,812 12.321% 12.966% 0.645% 5.237%
1422 Internship Soft Skills Work ethic 3 16,252 1.519% 1.403% -0.116% -7.616%
9 Interpersonal Relationships Soft Skills Interpersonal skills 1 848 0.079% 0.065% -0.014% -18.030%
257 Judgment and Decision Making Soft Skills Problem-solving skills 2 89,210 8.339% 10.830% 2.491% 29.873%
10 Leadership Soft Skills Interpersonal skills 1 255,358 23.869% 28.627% 4.758% 19.935%
258 Learning Soft Skills Problem-solving skills 1 62,063 5.801% 8.776% 2.975% 51.289%
1 Learning Ability Soft Skills Problem-solving skills 3 19,801 1.851% 2.139% 0.288% 15.564%
236 Listening Soft Skills Language skills 1 20,045 1.874% 2.757% 0.884% 47.170%
260 Mathematics Soft Skills Problem-solving skills 3 63,693 5.953% 5.777% -0.176% -2.958%
261 Memorization Soft Skills Problem-solving skills 1 23 0.002% 0.000% -0.002% -100.000%
18 Negotiation Skills Soft Skills Language skills 1 12,377 1.157% 0.969% -0.188% -16.208%
262 Optimization Soft Skills Problem-solving skills 1 46,730 4.368% 4.951% 0.583% 13.347%
19 Oral Communications Soft Skills Language skills 4 18,283 1.709% 2.108% 0.399% 23.334%
273 Persistence Soft Skills Work ethic 1 3,825 0.358% 0.444% 0.087% 24.301%
239 Persuasion Soft Skills Language skills 1 2,203 0.206% 0.236% 0.031% 14.852%
1301 Physical Skill Soft Skills Work ethic 2 1,813 0.169% 0.702% 0.532% 314.072%
240 Presentations Soft Skills Language skills 1 61,493 5.748% 5.827% 0.079% 1.372%
265 Problem Solving Skills Soft Skills Problem-solving skills 3 227,439 21.259% 23.437% 2.178% 10.244%
20 Questioning skills Soft Skills Language skills 1 267 0.025% 0.047% 0.022% 87.444%
241 Reading Comprehension Soft Skills Language skills 1 236 0.022% 0.023% 0.001% 6.033%
6 Research skills Soft Skills Problem-solving skills 1 1,995 0.186% 0.156% -0.031% -16.378%
15 Responsibility Soft Skills Work ethic 2 123,033 11.500% 10.850% -0.650% -5.649%
234 Self Control Soft Skills Interpersonal skills 1 222 0.021% 0.036% 0.016% 75.342%
11 Self-esteem Soft Skills Interpersonal skills 1 43 0.004% 0.005% 0.001% 29.322%
16 Self-management Soft Skills Work ethic 1 1,372 0.128% 0.138% 0.009% 7.407%
250 Stress Tolerance Soft Skills Physical skills 1 244 0.023% 0.039% 0.016% 70.927%
12 Teamwork Soft Skills Interpersonal skills 1 59,108 5.525% 5.645% 0.120% 2.170%
17 Time Management Soft Skills Work ethic 2 45,281 4.232% 4.538% 0.305% 7.211%
268 Visualization Soft Skills Problem-solving skills 1 9,432 0.882% 4.338% 3.456% 391.997%
7 Working under pressure Soft Skills Problem-solving skills 1 606 0.057% 0.055% -0.002% -3.649%
21 Written Communications Soft Skills Language skills 5 172,125 16.089% 18.062% 1.974% 12.267%
1341 Accommodation and Food Service Business Skills Industry Segment 4 46,030 4.302% 9.216% 4.913% 114.194%
172 Account management Business Skills Management skills 1 13,462 1.258% 0.884% -0.375% -29.777%
22 Accounting Business Skills Business processes 4 131,531 12.294% 6.201% -6.093% -49.563%
1263 Accounting software Business Skills Business processes 7 6,529 0.610% 0.722% 0.112% 18.388%
174 Administration Business Skills Management skills 3 313,255 29.280% 27.096% -2.184% -7.460%
1313 Analyst Business Skills Project management 1 268,121 25.062% 22.787% -2.275% -9.076%
175 Application management Business Skills Management skills 5 92,375 8.634% 10.138% 1.504% 17.417%
150 Asset management Business Skills Business processes 1 20,980 1.961% 1.913% -0.048% -2.460%
151 Auditing Business Skills Business processes 5 100,757 9.418% 10.177% 0.759% 8.063%
1264 Auditing software Business Skills Business processes 1 190 0.018% 0.003% -0.015% -85.366%
152 Billing Business Skills Business processes 1 29,176 2.727% 1.900% -0.827% -30.337%
1314 Business Analyst Business Skills Project management 1 85,512 7.993% 7.022% -0.971% -12.145%
35 Business Intelligence Business Skills Strategy skills 1 57,096 5.337% 6.645% 1.309% 24.519%
155 Business performance management (BPM) Business Skills Business processes 2 6,680 0.624% 0.886% 0.262% 41.934%
23 Business Process Design/Re-engineering Business Skills Business processes 3 18,887 1.765% 0.767% -0.999% -56.572%
36 Business Strategy Business Skills Strategy skills 3 238,418 22.285% 24.201% 1.916% 8.596%
182 Calendar and scheduling Business Skills Project management 3 53,707 5.020% 4.244% -0.776% -15.459%
156 Capacity planning Business Skills Business processes 1 25,230 2.358% 1.947% -0.412% -17.458%
28 Change Management Business Skills Management skills 1 60,154 5.623% 7.480% 1.857% 33.026%
183 Content workflow Business Skills Project management 1 69 0.006% 0.005% -0.001% -19.408%
24 Contracting and legal Business Skills Business processes 2 69,368 6.484% 7.274% 0.790% 12.190%
176 Coordination Business Skills Management skills 1 71,830 6.714% 6.697% -0.017% -0.249%
157 Cost accounting Business Skills Business processes 1 3,085 0.288% 0.104% -0.184% -63.949%
158 Cost estimation Business Skills Business processes 1 1,153 0.108% 0.073% -0.035% -32.479%
1312 Customer Support Business Skills Business processes 6 254,733 23.810% 22.327% -1.483% -6.229%
1339 Education Business Skills Industry Segment 1 11,913 1.114% 1.632% 0.519% 46.571%
1333 Energy Business Skills Industry Segment 1 65,273 6.101% 3.839% -2.263% -37.085%
1340 Entertainment Business Skills Industry Segment 1 16,749 1.566% 1.362% -0.204% -13.013%
1319 Environmental Business Skills Environmental 15 27,303 2.552% 2.781% 0.229% 8.964%
1320 Environmental Strategy Business Skills Environmental 7 3,830 0.358% 1.206% 0.848% 236.844%
161 Financial Business Skills Business processes 2 285,662 26.701% 23.102% -3.600% -13.481%
1275 Financial Analysis software Business Skills Business processes 7 1,826 0.171% 0.049% -0.121% -71.069%
1332 Health Care Business Skills Industry Segment 2 172,656 16.138% 14.317% -1.821% -11.284%
177 Human resources Business Skills Management skills 2 60,549 5.660% 4.790% -0.870% -15.369%
1336 Insurance Business Skills Industry Segment 1 8,640 0.808% 0.624% -0.184% -22.766%
1316 Managing/Supervision Business Skills Management skills 5 477,385 44.622% 39.763% -4.859% -10.889%
1334 Manufacturing Business Skills Industry Segment 2 72,374 6.765% 4.361% -2.404% -35.536%
26 Marketing Business Skills Business processes 1 88,568 8.279% 6.793% -1.485% -17.939%
185 Monitoring Business Skills Project management 1 153,628 14.360% 17.940% 3.580% 24.933%
179 Negotiation Business Skills Management skills 1 49,051 4.585% 4.101% -0.484% -10.552%
163 Operation and Control Business Skills Business processes 2 816 0.076% 0.091% 0.015% 19.258%
29 Outsourcing Management Business Skills Management skills 3 33,852 3.164% 1.115% -2.049% -64.764%
167 Procurement Business Skills Business processes 1 28,371 2.652% 2.461% -0.191% -7.192%
1290 Project Management software Business Skills Project management 3 42,976 4.017% 3.103% -0.914% -22.752%
33 Project Management/Planning/Budgeting/Scheduling Business Skills Project management 6 255,838 23.913% 21.945% -1.968% -8.232%
168 Quality Business Skills Business processes 1 330,544 30.896% 31.675% 0.779% 2.521%
1337 Real Estate Business Skills Industry Segment 2 10,644 0.995% 0.990% -0.005% -0.475%
1335 Retail Business Skills Industry Segment 2 185,582 17.347% 9.743% -7.603% -43.832%
34 Risk Management Business Skills Project management 1 51,564 4.820% 6.035% 1.215% 25.206%
169 Service Orientation Business Skills Business processes 1 10,035 0.938% 1.073% 0.135% 14.431%
27 Supply Chain Management Business Skills Business processes 3 36,647 3.425% 3.254% -0.172% -5.010%
1295 Supply Chain Management software Business Skills Business processes 4 2,851 0.266% 0.143% -0.124% -46.362%
178 Teaching Business Skills Management skills 7 35,193 3.290% 2.997% -0.293% -8.907%
190 Timekeeping Business Skills Project management 3 25,240 2.359% 1.588% -0.771% -32.693%
1296 Timekeeping software Business Skills Project management 1 1,934 0.181% 0.205% 0.025% 13.574%
171 Total quality management (TQM) Business Skills Business processes 2 1,648 0.154% 0.055% -0.099% -64.570%
180 Troubleshooting Business Skills Management skills 1 156,368 14.616% 18.143% 3.527% 24.131%
181 Verification Business Skills Management skills 1 44,510 4.160% 22.491% 18.330% 440.592%
1338 Waste Management Business Skills Industry Segment 1 2,390 0.223% 0.330% 0.107% 47.746%
191 Workflow Business Skills Project management 1 61,266 5.727% 6.627% 0.901% 15.726%
31 Working Globally Business Skills Management skills 3 4,570 0.427% 0.120% -0.308% -72.013%
32 Working with Virtual Teams Business Skills Management skills 2 2,234 0.209% 0.161% -0.048% -22.835%
51 4GL Technical Skills Software development 3 2,443 0.228% 0.070% -0.158% -69.271%
987 Access servers & software Technical Skills Network 10 43,159 4.034% 4.966% 0.932% 23.112%
38 Agile Development Methods Technical Skills Software development 13 43,822 4.096% 10.427% 6.331% 154.553%
304 Algorithmic software Technical Skills Business applications 1 37 0.003% 0.000% -0.003% -100.000%
1253 Analytical or scientific software Technical Skills Technical applications 2 841 0.079% 0.036% -0.042% -53.715%
1352 Android Technical Skills Mobile Platforms 3 7,287 0.681% 2.199% 1.518% 222.799%
1351 Apple iOS Technical Skills Mobile Platforms 6 5,344 0.500% 1.159% 0.660% 132.048%
120 Apple operating systems Technical Skills Business applications 6 20,568 1.923% 4.083% 2.160% 112.370%
865 Application-specific integrated circuit (ASIC) logic synthesis software Technical Skills Hardware 1 710 0.066% 0.016% -0.051% -76.504%
1423 Artificial Intelligence Technical Skills Information mgmt 5 5,716 0.534% 1.305% 0.770% 144.186%
1145 Automatic test program generation (ATPG) Technical Skills Software development 1 9 0.001% 0.000% -0.001% -100.000%
1265 Backup & Recovery Technical Skills Technical applications 16 111,366 10.410% 8.977% -1.433% -13.766%
1386 Biometric Technical Skills Information mgmt 2 4,193 0.392% 0.327% -0.064% -16.448%
1353 Blackberry Technical Skills Mobile Platforms 2 7,973 0.745% 0.257% -0.488% -65.476%
336 Borland Delphi Technical Skills Business applications 1 1,702 0.159% 0.096% -0.063% -39.556%
337 Borland JBuilder Technical Skills Business applications 1 1,018 0.095% 0.000% -0.095% -100.000%
338 Borland Paradox Technical Skills Business applications 1 148 0.014% 0.003% -0.011% -81.213%
72 Business Continuity Planning Technical Skills Hardware 2 19,733 1.844% 2.038% 0.193% 10.467%
352 Cadence Opus Technical Skills Business applications 1 355 0.033% 0.013% -0.020% -60.839%
868 Calculators Technical Skills Hardware 1 1,756 0.164% 0.496% 0.332% 202.426%
39 CASE Tools Technical Skills Software development 1 53,394 4.991% 5.195% 0.204% 4.095%
367 Categorization or classification software Technical Skills Business applications 1 4,565 0.427% 0.265% -0.162% -37.875%
112 Certification Technical Skills Misc 3 265,062 24.776% 28.089% 3.313% 13.373%
78 Cisco Technical Skills Hardware 1 58,334 5.453% 6.016% 0.564% 10.342%
1009 Cisco Systems IOS Technical Skills Network 1 11,891 1.111% 3.142% 2.031% 182.695%
40 Client-Server Technical Skills Software development 1 29,319 2.740% 1.902% -0.838% -30.582%
1011 Cluster server software Technical Skills Network 8 14,805 1.384% 1.398% 0.014% 1.038%
1147 CMAKE Technical Skills Software development 1 42 0.004% 0.008% 0.004% 98.601%
1151 Compatibility testing Technical Skills Software development 1 183 0.017% 0.039% 0.022% 127.903%
1152 Compilers Technical Skills Software development 5 9,314 0.871% 0.881% 0.010% 1.198%
1255 Compliance software Technical Skills Technical applications 3 12,939 1.209% 1.562% 0.353% 29.147%
385 Computer aided design (CAD) Technical Skills Business applications 12 6,577 0.615% 0.387% -0.228% -37.010%
386 Computer aided manufacturing (CAM) Technical Skills Business applications 3 1,398 0.131% 0.055% -0.076% -58.234%
875 Computer diagnostics Technical Skills Hardware 5 49,688 4.644% 5.273% 0.629% 13.538%
1107 Computer forensics Technical Skills Security 1 4,197 0.392% 0.327% -0.065% -16.528%
1266 Computer Hardware Technical Skills Hardware 15 31,592 2.953% 3.371% 0.418% 14.149%
390 Computer Numerical Control (CNC) Technical Skills Business applications 2 726 0.068% 0.062% -0.005% -8.085%
1015 Computer servers Technical Skills Network 6 111,514 10.423% 9.301% -1.122% -10.764%
1267 Computer Utilities Technical Skills Misc 1 147 0.014% 0.026% 0.012% 89.144%
59 Content Manager Technical Skills Business applications 1 1,656 0.155% 0.060% -0.095% -61.383%
1396 Continuous Improvement Technical Skills Software development 1 22,615 2.114% 3.425% 1.311% 62.042%
878 Controllers Technical Skills Hardware 3 6,278 0.587% 0.603% 0.016% 2.749%
406 Customer Acquisition Management (CAM) Technical Skills Business applications 1 756 0.071% 0.013% -0.058% -81.611%
407 Customer information control system (CICS) Technical Skills Business applications 2 5,755 0.538% 0.346% -0.192% -35.744%
53 Customer Relationship Management Technical Skills Business applications 9 76,058 7.109% 6.521% -0.589% -8.280%
1368 Cyber Security Technical Skills Information mgmt 3 27,438 2.565% 4.974% 2.410% 93.954%
953 Data acquisition systems Technical Skills Information mgmt 1 5,552 0.519% 0.590% 0.071% 13.681%
955 Data compression software Technical Skills Information mgmt 1 1,661 0.155% 0.143% -0.012% -7.933%
956 Data conversion software Technical Skills Information mgmt 1 7,432 0.695% 0.715% 0.020% 2.881%
958 Data dictionary Technical Skills Information mgmt 1 4,458 0.417% 0.325% -0.092% -22.039%
959 Data entry Technical Skills Information mgmt 1 6,764 0.632% 0.517% -0.115% -18.199%
962 Data mapping Technical Skills Information mgmt 1 7,244 0.677% 0.863% 0.186% 27.429%
67 Data Mining Technical Skills Information mgmt 5 17,017 1.591% 1.416% -0.174% -10.952%
963 Data modeling Technical Skills Information mgmt 1 41,328 3.863% 4.943% 1.080% 27.961%
68 Data Warehousing Technical Skills Information mgmt 2 62,785 5.869% 5.970% 0.101% 1.722%
69 Database Administration Technical Skills Information mgmt 12 84,644 7.912% 6.835% -1.077% -13.609%
969 Database design software Technical Skills Information mgmt 15 63,371 5.923% 5.684% -0.240% -4.045%
1268 Database Reporting Technical Skills Information mgmt 3 25,074 2.344% 0.959% -1.385% -59.082%
1269 Database Security Technical Skills Information mgmt 2 72 0.007% 0.008% 0.001% 15.851%
1373 Database Security Technical Skills Information mgmt 1 347 0.032% 0.021% -0.012% -35.898%
1270 Database Servers Technical Skills Information mgmt 3 15,585 1.457% 0.491% -0.966% -66.282%
1271 Database Testing Technical Skills Information mgmt 1 1,053 0.098% 0.366% 0.268% 272.307%
1160 Debugging Technical Skills Software development 7 59,410 5.553% 7.797% 2.244% 40.401%
1385 Decryption Technical Skills Information mgmt 1 237 0.022% 0.005% -0.017% -76.537%
418 Desktop publishing software Technical Skills Business applications 13 13,452 1.257% 1.845% 0.588% 46.751%
1272 Development Environment Technical Skills Software development 13 34,986 3.270% 4.460% 1.190% 36.374%
1273 Digital Imaging Technical Skills Hardware 1 1,195 0.112% 0.003% -0.109% -97.673%
883 Digital Signal Processor (DSP) Technical Skills Hardware 2 816 0.076% 0.159% 0.082% 107.850%
423 Disk operating system (DOS) Technical Skills Business applications 1 3,562 0.333% 0.216% -0.117% -35.212%
1307 Doctor of Philosophy Technical Skills Misc 3 20,571 1.923% 1.336% -0.587% -30.527%
973 Document management software Technical Skills Information mgmt 4 13,948 1.304% 1.001% -0.303% -23.253%
1020 Domain name system (DNS) Technical Skills Network 3 36,960 3.455% 3.542% 0.088% 2.535%
61 Dreamweaver Technical Skills Software development 1 4,855 0.454% 0.049% -0.404% -89.119%
54 DSS/GDSS Technical Skills Business applications 5 19,277 1.802% 1.728% -0.074% -4.084%
425 Dynamic modeling software Technical Skills Business applications 1 34 0.003% 0.000% -0.003% -100.000%
62 Eclipse Technical Skills Software development 1 16,729 1.564% 1.411% -0.152% -9.752%
1308 Electronic Commerce Technical Skills Business applications 2 31,912 2.983% 2.466% -0.517% -17.316%
70 Electronic Data Interchange Technical Skills Information mgmt 2 12,576 1.175% 1.073% -0.102% -8.690%
1023 Electronic mail software Technical Skills Network 8 20,975 1.961% 1.655% -0.305% -15.560%
1384 Encryption Technical Skills Information mgmt 1 38 0.004% 0.008% 0.004% 119.507%
55 Enterprise Resource Planning Technical Skills Business applications 5 77,246 7.220% 6.666% -0.554% -7.675%
1274 Enterprise Resource Planning software Technical Skills Business applications 15 81,194 7.589% 5.473% -2.116% -27.882%
1321 Environmental Certification Technical Skills Environmental 1 89 0.008% 0.010% 0.002% 24.963%
1328 Environmental Cleanup Technical Skills Environmental 1 46 0.004% 0.000% -0.004% -100.000%
1329 Environmental Energy Technical Skills Environmental 21 5,359 0.501% 0.242% -0.259% -51.749%
1330 Environmental Energy Conservation Technical Skills Environmental 11 3,059 0.286% 0.127% -0.159% -55.462%
1327 Environmental Pollution Technical Skills Environmental 18 3,411 0.319% 0.515% 0.196% 61.396%
1324 Environmental Pollution Control Technical Skills Environmental 7 2,127 0.199% 0.070% -0.129% -64.706%
1325 Environmental Pollution Prevention Technical Skills Environmental 7 630 0.059% 0.091% 0.032% 54.468%
1326 Environmental Product Stewardship Technical Skills Environmental 11 3,911 0.366% 0.574% 0.209% 57.114%
1331 Environmental Science Technical Skills Environmental 2 1,152 0.108% 0.005% -0.102% -95.173%
1322 Environmental Technology Technical Skills Environmental 2 254 0.024% 0.013% -0.011% -45.267%
461 Expert system software Technical Skills Business applications 1 395 0.037% 0.023% -0.014% -36.649%
1359 Facebook Technical Skills Social Networking 1 132,762 12.409% 25.201% 12.792% 103.083%
463 Facilities management software Technical Skills Business applications 4 6,912 0.646% 0.231% -0.415% -64.199%
468 Flight control software Technical Skills Business applications 1 135 0.013% 0.005% -0.007% -58.809%
469 Flowchart software Technical Skills Business applications 5 4,134 0.386% 0.351% -0.036% -9.203%
1367 Forensic Technical Skills Information mgmt 2 16,538 1.546% 2.472% 0.926% 59.885%
1112 Fraud Detection Technical Skills Security 1 7,034 0.657% 0.871% 0.213% 32.420%
63 FrontPage Technical Skills Software development 1 1,350 0.126% 0.008% -0.118% -93.821%
475 Fund accounting software Technical Skills Business applications 1 1,140 0.107% 0.055% -0.052% -48.782%
1260 Gaming Technical Skills Misc 2 16,029 1.498% 1.224% -0.274% -18.300%
113 Generic databases Technical Skills Information mgmt 2 173,360 16.204% 17.483% 1.279% 7.890%
1365 Google Apps Technical Skills Business applications 4 3,175 0.297% 0.317% 0.020% 6.838%
1364 Google Plus Technical Skills Social Networking 1 42 0.004% 0.010% 0.006% 164.802%
1276 GPS/GIS/Survey software Technical Skills Business applications 31 67,465 6.306% 5.967% -0.339% -5.376%
484 Graphic software Technical Skills Business applications 16 81,704 7.637% 7.282% -0.355% -4.647%
1176 Graphical user interface (GUI) Technical Skills Software development 2 13,205 1.234% 0.754% -0.481% -38.938%
1323 Green IT Technical Skills Environmental 9 2,560 0.239% 0.081% -0.159% -66.331%
893 Guidance systems Technical Skills Hardware 1 48 0.004% 0.003% -0.002% -42.075%
1371 Hacking Technical Skills Information mgmt 5 5,447 0.509% 0.998% 0.489% 96.013%
895 Hardware description language (HDL) Technical Skills Hardware 2 59 0.006% 0.008% 0.002% 41.377%
1277 Hardware Design Technical Skills Hardware 19 3,906 0.365% 0.374% 0.009% 2.504%
1278 Hardware Testing Technical Skills Hardware 4 1,060 0.099% 0.070% -0.029% -29.178%
896 Hazardous materials (HAZMAT) Technical Skills Hardware 2 574 0.054% 0.086% 0.032% 59.850%
492 Helpdesk or call center Technical Skills Business applications 2 55,378 5.176% 4.462% -0.714% -13.793%
1377 Homeland Security Technical Skills Information mgmt 1 51,083 4.775% 0.689% -4.086% -85.576%
114 IBM databases Technical Skills Information mgmt 2 34,573 3.232% 2.043% -1.189% -36.789%
121 IBM operating systems Technical Skills Business applications 4 24,926 2.330% 1.162% -1.168% -50.139%
898 Image capture devices Technical Skills Hardware 8 5,704 0.533% 0.652% 0.119% 22.350%
524 Industrial control software Technical Skills Business applications 3 3,498 0.327% 0.234% -0.093% -28.463%
975 Information retrieval or search software Technical Skills Information mgmt 4 15,512 1.450% 1.848% 0.398% 27.442%
1375 Information Security Technical Skills Information mgmt 3 71,491 6.682% 10.380% 3.698% 55.334%
899 Infrared Technical Skills Hardware 1 732 0.068% 0.003% -0.066% -96.202%
1180 Installation Technical Skills Software development 1 114,837 10.734% 8.504% -2.230% -20.779%
901 Interface definition language (IDL) Technical Skills Hardware 1 265 0.025% 0.021% -0.004% -16.063%
536 Internet browser software Technical Skills Business applications 4 7,994 0.747% 1.066% 0.318% 42.603%
1393 Intrusion Detection Technical Skills Information mgmt 1 19,364 1.810% 1.866% 0.056% 3.095%
541 Inventory management software Technical Skills Business applications 3 7,050 0.659% 0.567% -0.092% -14.024%
1414 ISO 9000 Technical Skills Software development 1 2,312 0.216% 0.062% -0.154% -71.138%
73 IT Architecture/Standards Technical Skills Hardware 2 10,445 0.976% 1.201% 0.224% 22.983%
1357 Java ME Technical Skills Mobile Platforms 2 113 0.011% 0.000% -0.011% -100.000%
1035 Kernel Technical Skills Network 1 2,825 0.264% 0.205% -0.059% -22.247%
907 Lasers Technical Skills Hardware 1 128 0.012% 0.039% 0.027% 225.830%
1038 License management software Technical Skills Network 1 1,100 0.103% 0.172% 0.069% 66.825%
1361 LinkedIn Technical Skills Social Networking 1 7,350 0.687% 4.241% 3.554% 517.366%
908 Mainframe computers Technical Skills Hardware 2 36,252 3.389% 1.999% -1.390% -41.020%
124 Mainframe operating systems Technical Skills Business applications 8 15,590 1.457% 0.751% -0.706% -48.458%
1280 Mass Storage hardware & software Technical Skills Technical applications 8 23,692 2.215% 1.778% -0.437% -19.728%
580 Materials requirements planning logistics and supply chain software Technical Skills Business applications 7 7,543 0.705% 0.364% -0.341% -48.395%
1281 Medical software Technical Skills Business applications 9 11,519 1.077% 1.024% -0.053% -4.898%
115 Microsoft databases Technical Skills Information mgmt 5 173,982 16.262% 17.784% 1.522% 9.358%
119 Microsoft operating systems Technical Skills Business applications 4 232,104 21.695% 18.494% -3.201% -14.756%
1350 Mobile Platforms Technical Skills Mobile Platforms 1 1,784 0.167% 0.457% 0.291% 174.301%
625 Multimedia Technical Skills Business applications 1 5,158 0.482% 0.606% 0.123% 25.599%
1362 MySpace Technical Skills Social Networking 1 1,880 0.176% 0.062% -0.113% -64.505%
74 Network administration Technical Skills Hardware 17 117,716 11.003% 10.372% -0.631% -5.734%
1282 Network Administration software Technical Skills Network 18 71,768 6.708% 7.404% 0.696% 10.375%
1283 Network Hardware Technical Skills Network 11 45,151 4.220% 3.727% -0.494% -11.694%
1284 Network Monitoring software Technical Skills Network 15 31,312 2.927% 3.064% 0.137% 4.692%
1059 Network operation system software (NOS) Technical Skills Network 2 1,323 0.124% 0.068% -0.056% -45.358%
1122 Network security Technical Skills Security 1 47,122 4.405% 3.659% -0.745% -16.921%
1369 Network Security Technical Skills Information mgmt 1 6,767 0.633% 0.725% 0.093% 14.635%
1285 Network Security software Technical Skills Security 36 103,577 9.681% 13.595% 3.913% 40.421%
1286 Network software Technical Skills Network 6 21,108 1.973% 2.170% 0.197% 9.989%
1287 Network Testing Technical Skills Network 11 16,043 1.500% 1.887% 0.387% 25.823%
1065 Novell network software Technical Skills Network 2 2,352 0.220% 0.023% -0.196% -89.361%
643 Oberon Technical Skills Business applications 1 159 0.015% 0.023% 0.009% 57.382%
1413 Object Oriented Design Technical Skills Software development 2 14,291 1.336% 1.315% -0.021% -1.554%
41 Object Oriented Programming Technical Skills Software development 5 80,185 7.495% 8.888% 1.393% 18.589%
1288 Office Applications Technical Skills Business applications 13 213,737 19.978% 17.709% -2.269% -11.359%
71 Online Analytical Processing Technical Skills Information mgmt 2 13,933 1.302% 0.855% -0.447% -34.346%
116 Open-source databases Technical Skills Information mgmt 4 31,895 2.981% 6.136% 3.155% 105.818%
118 Open-source operating systems Technical Skills Business applications 8 118,784 11.103% 16.604% 5.501% 49.549%
56 Operating Systems Technical Skills Business applications 3 119,634 11.182% 10.635% -0.548% -4.898%
651 Optical character recognition (OCR) Technical Skills Business applications 3 843 0.079% 0.117% 0.038% 48.421%
117 Oracle databases Technical Skills Information mgmt 1 208,008 19.443% 15.375% -4.068% -20.922%
1354 Palm OS Technical Skills Mobile Platforms 3 153 0.014% 0.003% -0.012% -81.827%
1376 Penetration Testing Technical Skills Information mgmt 5 48,743 4.556% 8.207% 3.651% 80.140%
1289 Physical Tools Technical Skills Hardware 1 32 0.003% 0.000% -0.003% -100.000%
683 Point of sale (POS) Technical Skills Business applications 3 6,774 0.633% 0.673% 0.040% 6.308%
931 Printers Technical Skills Hardware 3 13,578 1.269% 1.598% 0.329% 25.936%
43 Programming Technical Skills Software development 1 244,397 22.844% 23.130% 0.286% 1.252%
700 Provisioning Technical Skills Business applications 1 17,749 1.659% 2.090% 0.430% 25.948%
1405 Rapid Application Development Technical Skills Software development 2 6,242 0.583% 0.275% -0.308% -52.784%
1258 Rate Control Technical Skills Technical applications 1 6 0.001% 0.000% -0.001% -100.000%
1209 Rational Rose XDE Developer Technical Skills Software development 4 13,012 1.216% 0.385% -0.832% -68.375%
1077 Remote control software Technical Skills Network 2 1,599 0.149% 0.122% -0.027% -18.274%
1214 Restructured extended executor (REXX) Technical Skills Software development 1 802 0.075% 0.052% -0.023% -30.663%
1379 Risk Analysis Technical Skills Information mgmt 1 11,006 1.029% 1.245% 0.216% 21.009%
1262 Robotics Technical Skills Hardware 3 3,087 0.289% 0.600% 0.312% 108.058%
1318 RSA Technical Skills Security 1 7,685 0.718% 0.629% -0.089% -12.445%
1216 Ruby/Ruby on Rails Technical Skills Software development 1 10,488 0.980% 2.160% 1.179% 120.302%
44 SDLC Technical Skills Software development 7 149,441 13.968% 15.744% 1.776% 12.712%
1132 Secure shell (SSH) Technical Skills Security 1 54 0.005% 0.000% -0.005% -100.000%
1317 Secure Sockets Layer (SSL) Technical Skills Security 3 12,842 1.200% 1.487% 0.286% 23.844%
76 Security Technical Skills Hardware 4 765,757 71.576% 89.085% 17.508% 24.461%
1382 Security Audit Technical Skills Information mgmt 1 1,944 0.182% 0.198% 0.016% 8.699%
1315 Security Clearance Technical Skills Misc 2 133,200 12.450% 7.150% -5.301% -42.576%
1381 Security Plan Technical Skills Information mgmt 1 2,083 0.195% 0.377% 0.182% 93.548%
1380 Security Policy Technical Skills Information mgmt 2 33,064 3.091% 3.922% 0.831% 26.895%
1135 Security testing software Technical Skills Security 1 4,124 0.385% 0.725% 0.340% 88.103%
60 Sharepoint Server Technical Skills Business applications 1 5,164 0.483% 0.320% -0.163% -33.774%
1084 Signal generators Technical Skills Network 1 173 0.016% 0.010% -0.006% -35.713%
1085 Simple network management protocol (SNMP) Technical Skills Network 1 8,859 0.828% 0.681% -0.147% -17.771%
1303 Simple Object Access Protocol (SOAP) Technical Skills Software development 1 28,905 2.702% 5.853% 3.151% 116.623%
1220 Simulation software Technical Skills Software development 5 16,009 1.496% 0.873% -0.623% -41.644%
1366 Social Network Technical Skills Social Networking 1 1,508 0.141% 0.915% 0.774% 549.010%
1358 Social Networking Technical Skills Social Networking 1 7,909 0.739% 0.047% -0.692% -93.672%
42 Software Development Technical Skills Software development 2 217,039 20.287% 20.937% 0.650% 3.203%
1291 Software Development software Technical Skills Software development 3 2,434 0.228% 0.052% -0.176% -77.154%
1309 Software Engineering Technical Skills Software development 1 92,085 8.607% 10.297% 1.690% 19.629%
1292 Software Installation Technical Skills Software development 4 133,209 12.451% 13.956% 1.505% 12.086%
1223 Software libraries Technical Skills Software development 1 221 0.021% 0.010% -0.010% -49.676%
1293 Software Maintenance Technical Skills Software development 1 6,597 0.617% 0.541% -0.076% -12.335%
1294 Software Testing Technical Skills Software development 14 116,769 10.915% 12.015% 1.100% 10.079%
1225 Source code management (SCM) Technical Skills Software development 5 30,728 2.872% 3.623% 0.751% 26.136%
1229 Static analysis software Technical Skills Software development 1 275 0.026% 0.070% 0.044% 172.986%
772 Statistical analysis software Technical Skills Business applications 26 86,306 8.067% 8.225% 0.158% 1.963%
774 Statistical software Technical Skills Business applications 1 43,527 4.069% 3.311% -0.758% -18.619%
1230 Stress testing software Technical Skills Software development 1 2,420 0.226% 0.166% -0.060% -26.468%
122 Sun operating systems Technical Skills Business applications 3 52,374 4.895% 1.765% -3.131% -63.953%
939 Surveillance systems Technical Skills Hardware 5 9,928 0.928% 0.899% -0.029% -3.100%
791 Symantec software Technical Skills Business applications 1 9,648 0.902% 0.777% -0.125% -13.832%
1355 Symbian Technical Skills Mobile Platforms 1 32 0.003% 0.000% -0.003% -100.000%
1310 System Administration Technical Skills Network 4 94,260 8.811% 6.814% -1.996% -22.658%
45 System Testing Technical Skills Software development 5 26,942 2.518% 2.755% 0.237% 9.392%
46 Systems Analysis Technical Skills Software development 8 136,141 12.725% 10.806% -1.919% -15.081%
47 Systems Design Technical Skills Software development 1 21,221 1.984% 1.780% -0.203% -10.250%
1233 Systems Evaluation Technical Skills Software development 1 168 0.016% 0.016% -0.000% -0.699%
1234 Systems integration Technical Skills Software development 8 84,535 7.902% 2.898% -5.004% -63.327%
75 TCP/IP Technical Skills Hardware 3 53,487 4.999% 4.379% -0.620% -12.409%
1235 Technology Design Technical Skills Software development 1 1,101 0.103% 0.086% -0.017% -16.663%
1236 Templates Technical Skills Software development 1 19,984 1.868% 1.785% -0.082% -4.416%
1239 Test implementation Technical Skills Software development 1 374 0.035% 0.083% 0.048% 137.897%
1302 Testing Technical Skills Software development 1 366,167 34.226% 37.905% 3.679% 10.748%
1297 Training software Technical Skills Business applications 3 1,520 0.142% 0.073% -0.069% -48.782%
57 Transaction Processing Systems Technical Skills Business applications 4 1,213 0.113% 0.052% -0.061% -54.156%
1360 Twitter Technical Skills Social Networking 1 14,696 1.374% 2.100% 0.726% 52.870%
1411 Unified Process Technical Skills Software development 1 3,551 0.332% 0.104% -0.228% -68.680%
123 UNIX operating systems Technical Skills Business applications 5 149,393 13.964% 10.370% -3.594% -25.740%
1298 UNIX Shells Technical Skills Business applications 4 33,831 3.162% 2.960% -0.202% -6.391%
1410 Use Case Technical Skills Software development 1 10,520 0.983% 0.904% -0.079% -8.024%
48 User-Interface Design Technical Skills Software development 2 36,035 3.368% 4.891% 1.523% 45.213%
836 Video creation and editing software Technical Skills Business applications 3 2,217 0.207% 0.120% -0.088% -42.310%
64 Visual Studio Technical Skills Software development 1 35,747 3.341% 3.189% -0.152% -4.563%
843 Voice dictation & recognition Technical Skills Business applications 2 1,313 0.123% 0.122% -0.001% -0.472%
77 Voice/Data Telecom Technical Skills Hardware 10 106,575 9.962% 5.990% -3.971% -39.865%
1299 Web Application Server Technical Skills Business applications 8 53,497 5.000% 3.256% -1.744% -34.877%
1248 Web platform development software Technical Skills Software development 5 2,370 0.222% 0.031% -0.190% -85.922%
65 web programmer Technical Skills Software development 4 11,372 1.063% 1.047% -0.016% -1.468%
58 Web servers Technical Skills Business applications 6 76,305 7.132% 6.482% -0.651% -9.123%
49 Web-based Application Development Technical Skills Software development 2 50,385 4.710% 3.909% -0.801% -17.004%
1356 Windows CE Technical Skills Mobile Platforms 4 2,162 0.202% 0.138% -0.064% -31.840%
1102 Wireless Technical Skills Network 5 43,275 4.045% 3.794% -0.251% -6.195%
1363 YouTube Technical Skills Social Networking 2 912 0.085% 0.288% 0.203% 238.406%
79 .NET Programming Skills Current 1 115,390 10.786% 12.228% 1.442% 13.371%
208 A mathematical programming language (AMPL) Programming Skills Legacy 1 3 0.000% 0.000% -0.000% -100.000%
209 A programming language (APL) Programming Skills Legacy 2 1,396 0.130% 0.166% 0.036% 27.469%
99 Ada Programming Skills Legacy 1 4,608 0.431% 0.634% 0.203% 47.227%
80 AJAX Programming Skills Current 1 43,079 4.027% 4.122% 0.095% 2.364%
210 Algorithmic language (ALGOL) Programming Skills Legacy 1 27 0.003% 0.003% 0.000% 2.978%
192 Apple AppleScript Programming Skills Current 1 67 0.006% 0.010% 0.004% 65.995%
81 ASP Programming Skills Current 2 81,459 7.614% 7.612% -0.002% -0.025%
108 Assembly Programming Skills Legacy 2 983 0.092% 0.031% -0.061% -66.058%
211 AWK Programming Skills Legacy 1 1,792 0.168% 0.099% -0.069% -41.040%
212 B Programming Skills Legacy 1 13,948 1.304% 1.250% -0.054% -4.117%
83 C# Programming Skills Current 2 90,933 8.500% 11.817% 3.318% 39.032%
82 C/C++ Programming Skills Current 3 101,997 9.534% 6.892% -2.642% -27.707%
193 Cascading Style Sheets (CSS) Programming Skills Current 2 56,528 5.284% 11.095% 5.811% 109.977%
215 Categorical abstract machine language (CAML) Programming Skills Legacy 1 416 0.039% 0.010% -0.028% -73.265%
84 CGI Programming Skills Current 2 8,166 0.763% 1.474% 0.710% 93.056%
217 Clipper Programming Skills Legacy 1 229 0.021% 0.005% -0.016% -75.717%
218 CLU Programming Skills Legacy 1 149 0.014% 0.003% -0.011% -81.339%
100 Cobol Programming Skills Legacy 1 13,485 1.260% 0.871% -0.390% -30.928%
85 ColdFusion Programming Skills Current 2 8,436 0.789% 0.387% -0.401% -50.891%
219 Combined programming language (CPL) Programming Skills Legacy 1 308 0.029% 0.003% -0.026% -90.973%
195 Component object model (COM) Programming Skills Current 1 88 0.008% 0.003% -0.006% -68.404%
125 Database programming Programming Skills Current 3 21,495 2.009% 1.224% -0.785% -39.075%
196 Distributed component object model (DCOM) Programming Skills Current 1 1,609 0.150% 0.010% -0.140% -93.088%
197 Document Object Model (DOM) Scripting Programming Skills Current 2 3,273 0.306% 0.213% -0.093% -30.341%
221 Extended self-containing Prolog (ESP) Programming Skills Legacy 1 1,689 0.158% 0.151% -0.007% -4.521%
199 Extensible stylesheet language (XSL) Programming Skills Current 4 9,449 0.883% 0.390% -0.493% -55.862%
109 Forth Programming Skills Legacy 1 5,029 0.470% 0.668% 0.198% 42.089%
102 Fortran Programming Skills Legacy 1 1,450 0.136% 0.034% -0.102% -75.072%
86 HTML/XHTML/DHTML Programming Skills Current 3 167,560 15.662% 14.645% -1.017% -6.495%
222 J Programming Skills Legacy 1 4,049 0.378% 0.265% -0.113% -29.957%
87 Java/J2EE/J2P Programming Skills Current 4 179,372 16.766% 18.886% 2.120% 12.645%
97 JavaScript Programming Skills Current 3 98,218 9.181% 16.584% 7.403% 80.637%
89 JavaServer Faces Programming Skills Current 3 8,567 0.801% 0.826% 0.026% 3.207%
88 JavaServer Pages Programming Skills Current 3 31,499 2.944% 1.767% -1.177% -39.976%
223 Job control language (JCL) Programming Skills Legacy 2 7,363 0.688% 0.429% -0.259% -37.693%
126 LAMP Programming Skills Current 1 4,277 0.400% 1.871% 1.471% 368.062%
104 Lisp Programming Skills Legacy 1 147 0.014% 0.016% 0.002% 13.486%
224 Lisp object-oriented programming system (LOOPS) Programming Skills Legacy 1 387 0.036% 0.044% 0.008% 22.137%
201 Microsoft ActiveX Programming Skills Current 1 1,377 0.129% 0.016% -0.113% -87.885%
107 Pascal Programming Skills Legacy 1 686 0.064% 0.016% -0.049% -75.681%
90 Perl Programming Skills Current 1 50,238 4.696% 3.805% -0.891% -18.975%
91 PHP Programming Skills Current 1 24,138 2.256% 5.346% 3.090% 136.943%
103 PL/1 Programming Skills Legacy 3 234 0.022% 0.031% 0.009% 42.586%
105 Prolog Programming Skills Legacy 1 181 0.017% 0.013% -0.004% -23.193%
95 Python Programming Skills Current 1 25,053 2.342% 6.926% 4.584% 195.765%
228 Register transfer language (RTL) Programming Skills Legacy 1 14,620 1.367% 1.614% 0.247% 18.101%
205 Scalable vector graphics (SVG) Programming Skills Current 1 253 0.024% 0.021% -0.003% -12.082%
206 Scripting languages Programming Skills Current 1 14,331 1.340% 1.970% 0.630% 47.063%
101 Smalltalk Programming Skills Legacy 1 274 0.026% 0.003% -0.023% -89.852%
92 SQL Programming Skills Current 3 339,355 31.720% 35.535% 3.815% 12.026%
110 TCL Programming Skills Legacy 1 2,259 0.211% 0.065% -0.146% -69.230%
98 Unified Modeling Language Programming Skills Current 2 27,963 2.614% 1.684% -0.930% -35.568%
93 Visual Basic Programming Skills Current 6 87,972 8.223% 5.915% -2.308% -28.065%
207 Web service definition language (WSDL) Programming Skills Current 2 7,446 0.696% 0.478% -0.218% -31.292%
94 XML Programming Skills Current 2 112,133 10.481% 9.003% -1.479% -14.108%
1342 Computer Science Majors Computer Science 2 754,084 70.485% 79.328% 8.843% 12.546%
1344 Information Technology Majors Information Technology 3 428,419 40.045% 35.293% -4.752% -11.866%
1343 Management Information Systems Majors Management Information Systems 9 1,069,887 100.004% 100.101% 0.098% 0.098%

cs Degrees

Computer Science

2018-07-18 Jobs Found: 2,901,566 Click on column headings to sort
Skill ID Skill Name Primary Category Secondary Category Number of Synonyms Occurrences Frequency Last 2 years Frequency Last 2 years Growth/Decline Movement
252 Analytical Thinking Soft Skills Problem-solving skills 1 8,450 0.291% 0.288% -0.003% -1.075%
2 Attention to Details Soft Skills Problem-solving skills 1 11,168 0.385% 0.378% -0.007% -1.905%
8 Conflict Resolution Soft Skills Interpersonal skills 1 14,626 0.504% 0.432% -0.072% -14.271%
231 Cooperation Soft Skills Interpersonal skills 1 20,634 0.711% 0.481% -0.230% -32.362%
3 Creativity Soft Skills Problem-solving skills 3 91,190 3.143% 3.853% 0.710% 22.600%
4 Critical thinking Soft Skills Problem-solving skills 3 35,991 1.240% 1.498% 0.258% 20.784%
1300 Flexibility Soft Skills Work ethic 1 88,803 3.061% 3.589% 0.529% 17.270%
232 Independence Soft Skills Interpersonal skills 1 13,355 0.460% 0.353% -0.107% -23.346%
13 Initiative/Motivation to work Soft Skills Work ethic 5 348,270 12.003% 9.595% -2.408% -20.059%
256 Innovation Soft Skills Problem-solving skills 1 199,782 6.885% 8.244% 1.359% 19.736%
14 Integrity/Honesty/Ethics Soft Skills Work ethic 4 233,695 8.054% 6.407% -1.647% -20.448%
1422 Internship Soft Skills Work ethic 3 36,086 1.244% 0.671% -0.573% -46.068%
9 Interpersonal Relationships Soft Skills Interpersonal skills 1 1,407 0.048% 0.027% -0.022% -45.038%
257 Judgment and Decision Making Soft Skills Problem-solving skills 2 181,784 6.265% 5.674% -0.591% -9.430%
10 Leadership Soft Skills Interpersonal skills 1 562,840 19.398% 20.095% 0.698% 3.596%
258 Learning Soft Skills Problem-solving skills 1 195,111 6.724% 12.948% 6.223% 92.548%
1 Learning Ability Soft Skills Problem-solving skills 3 53,776 1.853% 1.929% 0.076% 4.086%
236 Listening Soft Skills Language skills 1 41,806 1.441% 1.599% 0.158% 10.986%
260 Mathematics Soft Skills Problem-solving skills 3 189,758 6.540% 6.749% 0.209% 3.201%
261 Memorization Soft Skills Problem-solving skills 1 74 0.003% 0.001% -0.001% -50.237%
18 Negotiation Skills Soft Skills Language skills 1 21,913 0.755% 0.540% -0.215% -28.495%
262 Optimization Soft Skills Problem-solving skills 1 156,626 5.398% 6.557% 1.159% 21.470%
19 Oral Communications Soft Skills Language skills 4 42,849 1.477% 1.114% -0.363% -24.588%
273 Persistence Soft Skills Work ethic 1 12,706 0.438% 0.602% 0.164% 37.519%
239 Persuasion Soft Skills Language skills 1 3,775 0.130% 0.095% -0.035% -26.839%
1301 Physical Skill Soft Skills Work ethic 2 2,572 0.089% 0.185% 0.097% 109.035%
240 Presentations Soft Skills Language skills 1 121,662 4.193% 2.902% -1.290% -30.777%
265 Problem Solving Skills Soft Skills Problem-solving skills 3 565,399 19.486% 17.453% -2.033% -10.433%
20 Questioning skills Soft Skills Language skills 1 884 0.030% 0.023% -0.007% -22.935%
241 Reading Comprehension Soft Skills Language skills 1 545 0.019% 0.010% -0.009% -45.946%
6 Research skills Soft Skills Problem-solving skills 1 4,571 0.158% 0.191% 0.033% 21.244%
15 Responsibility Soft Skills Work ethic 2 260,019 8.961% 6.131% -2.831% -31.589%
234 Self Control Soft Skills Interpersonal skills 1 318 0.011% 0.010% -0.001% -13.150%
11 Self-esteem Soft Skills Interpersonal skills 1 227 0.008% 0.012% 0.004% 54.111%
16 Self-management Soft Skills Work ethic 1 3,419 0.118% 0.141% 0.023% 19.553%
250 Stress Tolerance Soft Skills Physical skills 1 418 0.014% 0.010% -0.004% -29.523%
12 Teamwork Soft Skills Interpersonal skills 1 119,063 4.103% 3.524% -0.580% -14.127%
17 Time Management Soft Skills Work ethic 2 98,085 3.380% 2.602% -0.779% -23.036%
268 Visualization Soft Skills Problem-solving skills 1 36,267 1.250% 3.322% 2.072% 165.773%
7 Working under pressure Soft Skills Problem-solving skills 1 1,509 0.052% 0.036% -0.016% -30.451%
21 Written Communications Soft Skills Language skills 5 441,328 15.210% 14.071% -1.139% -7.486%
1341 Accommodation and Food Service Business Skills Industry Segment 4 93,625 3.227% 5.799% 2.573% 79.727%
172 Account management Business Skills Management skills 1 24,160 0.833% 0.614% -0.218% -26.229%
22 Accounting Business Skills Business processes 4 164,519 5.670% 2.460% -3.210% -56.610%
1263 Accounting software Business Skills Business processes 7 17,607 0.607% 0.645% 0.039% 6.351%
174 Administration Business Skills Management skills 3 601,007 20.713% 15.926% -4.788% -23.114%
1313 Analyst Business Skills Project management 1 430,247 14.828% 10.274% -4.555% -30.716%
175 Application management Business Skills Management skills 5 216,392 7.458% 7.376% -0.082% -1.094%
150 Asset management Business Skills Business processes 1 34,727 1.197% 1.076% -0.121% -10.131%
151 Auditing Business Skills Business processes 5 118,363 4.079% 3.384% -0.695% -17.041%
1264 Auditing software Business Skills Business processes 1 93 0.003% 0.001% -0.003% -80.202%
152 Billing Business Skills Business processes 1 43,302 1.492% 0.922% -0.570% -38.218%
1314 Business Analyst Business Skills Project management 1 150,029 5.171% 3.222% -1.948% -37.680%
35 Business Intelligence Business Skills Strategy skills 1 127,956 4.410% 3.771% -0.639% -14.483%
155 Business performance management (BPM) Business Skills Business processes 2 18,234 0.628% 0.527% -0.101% -16.088%
23 Business Process Design/Re-engineering Business Skills Business processes 3 31,170 1.074% 0.237% -0.838% -77.967%
36 Business Strategy Business Skills Strategy skills 3 476,554 16.424% 14.846% -1.578% -9.611%
182 Calendar and scheduling Business Skills Project management 3 106,851 3.683% 2.267% -1.415% -38.431%
156 Capacity planning Business Skills Business processes 1 66,348 2.287% 1.448% -0.839% -36.672%
28 Change Management Business Skills Management skills 1 108,273 3.732% 3.250% -0.482% -12.915%
183 Content workflow Business Skills Project management 1 115 0.004% 0.004% -0.000% -3.936%
24 Contracting and legal Business Skills Business processes 2 106,235 3.661% 2.774% -0.887% -24.226%
176 Coordination Business Skills Management skills 1 119,348 4.113% 2.760% -1.353% -32.891%
157 Cost accounting Business Skills Business processes 1 1,822 0.063% 0.028% -0.035% -55.536%
158 Cost estimation Business Skills Business processes 1 2,262 0.078% 0.051% -0.027% -34.068%
1312 Customer Support Business Skills Business processes 6 537,741 18.533% 13.431% -5.102% -27.531%
1339 Education Business Skills Industry Segment 1 21,644 0.746% 0.711% -0.035% -4.638%
1333 Energy Business Skills Industry Segment 1 134,095 4.621% 3.467% -1.154% -24.975%
1340 Entertainment Business Skills Industry Segment 1 59,330 2.045% 1.938% -0.107% -5.223%
1319 Environmental Business Skills Environmental 15 52,073 1.795% 1.744% -0.051% -2.835%
1320 Environmental Strategy Business Skills Environmental 7 21,351 0.736% 2.236% 1.500% 203.895%
161 Financial Business Skills Business processes 2 524,613 18.080% 14.241% -3.839% -21.236%
1275 Financial Analysis software Business Skills Business processes 7 1,934 0.067% 0.019% -0.048% -71.439%
1332 Health Care Business Skills Industry Segment 2 306,761 10.572% 9.383% -1.189% -11.246%
177 Human resources Business Skills Management skills 2 89,024 3.068% 1.372% -1.696% -55.285%
1336 Insurance Business Skills Industry Segment 1 16,459 0.567% 0.482% -0.086% -15.093%
1316 Managing/Supervision Business Skills Management skills 5 998,480 34.412% 25.159% -9.253% -26.888%
1334 Manufacturing Business Skills Industry Segment 2 158,113 5.449% 4.276% -1.173% -21.524%
26 Marketing Business Skills Business processes 1 230,102 7.930% 6.502% -1.428% -18.006%
185 Monitoring Business Skills Project management 1 333,227 11.484% 11.552% 0.068% 0.591%
179 Negotiation Business Skills Management skills 1 82,534 2.844% 2.039% -0.805% -28.300%
163 Operation and Control Business Skills Business processes 2 1,377 0.047% 0.037% -0.010% -21.110%
29 Outsourcing Management Business Skills Management skills 3 67,271 2.318% 0.684% -1.634% -70.495%
167 Procurement Business Skills Business processes 1 41,448 1.428% 0.936% -0.492% -34.477%
1290 Project Management software Business Skills Project management 3 69,754 2.404% 1.156% -1.248% -51.907%
33 Project Management/Planning/Budgeting/Scheduling Business Skills Project management 6 474,047 16.338% 11.398% -4.940% -30.235%
168 Quality Business Skills Business processes 1 829,713 28.595% 27.548% -1.047% -3.662%
1337 Real Estate Business Skills Industry Segment 2 17,097 0.589% 0.920% 0.331% 56.155%
1335 Retail Business Skills Industry Segment 2 405,582 13.978% 8.704% -5.274% -37.733%
34 Risk Management Business Skills Project management 1 71,623 2.468% 2.086% -0.382% -15.475%
169 Service Orientation Business Skills Business processes 1 19,233 0.663% 0.464% -0.198% -29.924%
27 Supply Chain Management Business Skills Business processes 3 74,206 2.557% 2.284% -0.274% -10.700%
1295 Supply Chain Management software Business Skills Business processes 4 5,182 0.179% 0.069% -0.110% -61.626%
178 Teaching Business Skills Management skills 7 65,875 2.270% 2.209% -0.061% -2.705%
190 Timekeeping Business Skills Project management 3 30,846 1.063% 0.612% -0.451% -42.458%
1296 Timekeeping software Business Skills Project management 1 2,965 0.102% 0.052% -0.050% -49.079%
171 Total quality management (TQM) Business Skills Business processes 2 3,263 0.112% 0.028% -0.085% -75.172%
180 Troubleshooting Business Skills Management skills 1 403,917 13.921% 12.904% -1.016% -7.300%
181 Verification Business Skills Management skills 1 223,880 7.716% 45.804% 38.088% 493.636%
1338 Waste Management Business Skills Industry Segment 1 2,331 0.080% 0.131% 0.050% 62.716%
191 Workflow Business Skills Project management 1 125,192 4.315% 3.812% -0.502% -11.639%
31 Working Globally Business Skills Management skills 3 18,025 0.621% 0.141% -0.480% -77.323%
32 Working with Virtual Teams Business Skills Management skills 2 5,240 0.181% 0.124% -0.057% -31.481%
51 4GL Technical Skills Software development 3 4,732 0.163% 0.057% -0.106% -64.981%
987 Access servers & software Technical Skills Network 10 92,965 3.204% 3.187% -0.017% -0.517%
38 Agile Development Methods Technical Skills Software development 13 209,976 7.237% 14.142% 6.905% 95.420%
304 Algorithmic software Technical Skills Business applications 1 107 0.004% 0.001% -0.003% -82.792%
1253 Analytical or scientific software Technical Skills Technical applications 2 3,624 0.125% 0.060% -0.065% -51.734%
1352 Android Technical Skills Mobile Platforms 3 63,840 2.200% 5.665% 3.465% 157.466%
1351 Apple iOS Technical Skills Mobile Platforms 6 47,337 1.631% 2.812% 1.181% 72.387%
120 Apple operating systems Technical Skills Business applications 6 86,280 2.974% 4.633% 1.659% 55.804%
865 Application-specific integrated circuit (ASIC) logic synthesis software Technical Skills Hardware 1 5,484 0.189% 0.105% -0.084% -44.266%
1423 Artificial Intelligence Technical Skills Information mgmt 5 53,272 1.836% 6.522% 4.686% 255.235%
1145 Automatic test program generation (ATPG) Technical Skills Software development 1 146 0.005% 0.016% 0.011% 227.889%
1265 Backup & Recovery Technical Skills Technical applications 16 231,845 7.990% 5.561% -2.429% -30.400%
1386 Biometric Technical Skills Information mgmt 2 7,246 0.250% 0.300% 0.050% 20.190%
1353 Blackberry Technical Skills Mobile Platforms 2 24,353 0.839% 0.273% -0.566% -67.490%
336 Borland Delphi Technical Skills Business applications 1 5,192 0.179% 0.140% -0.039% -21.982%
337 Borland JBuilder Technical Skills Business applications 1 3,786 0.130% 0.001% -0.130% -99.514%
338 Borland Paradox Technical Skills Business applications 1 248 0.009% 0.001% -0.007% -85.151%
72 Business Continuity Planning Technical Skills Hardware 2 32,564 1.122% 0.808% -0.314% -28.022%
352 Cadence Opus Technical Skills Business applications 1 1,301 0.045% 0.033% -0.012% -26.408%
868 Calculators Technical Skills Hardware 1 1,914 0.066% 0.171% 0.105% 159.734%
39 CASE Tools Technical Skills Software development 1 116,156 4.003% 3.027% -0.976% -24.389%
367 Categorization or classification software Technical Skills Business applications 1 14,128 0.487% 0.392% -0.095% -19.590%
112 Certification Technical Skills Misc 3 472,510 16.285% 13.413% -2.871% -17.632%
78 Cisco Technical Skills Hardware 1 142,871 4.924% 4.321% -0.603% -12.250%
1009 Cisco Systems IOS Technical Skills Network 1 64,343 2.218% 5.585% 3.367% 151.847%
40 Client-Server Technical Skills Software development 1 62,552 2.156% 1.056% -1.100% -51.020%
1011 Cluster server software Technical Skills Network 8 52,677 1.815% 1.718% -0.098% -5.382%
1147 CMAKE Technical Skills Software development 1 651 0.022% 0.159% 0.137% 609.903%
1151 Compatibility testing Technical Skills Software development 1 1,717 0.059% 0.265% 0.206% 348.242%
1152 Compilers Technical Skills Software development 5 30,326 1.045% 0.805% -0.240% -22.953%
1255 Compliance software Technical Skills Technical applications 3 12,758 0.440% 0.426% -0.014% -3.162%
385 Computer aided design (CAD) Technical Skills Business applications 12 23,585 0.813% 0.882% 0.069% 8.514%
386 Computer aided manufacturing (CAM) Technical Skills Business applications 3 4,242 0.146% 0.176% 0.030% 20.665%
875 Computer diagnostics Technical Skills Hardware 5 127,627 4.399% 3.618% -0.781% -17.754%
1107 Computer forensics Technical Skills Security 1 6,874 0.237% 0.111% -0.126% -53.126%
1266 Computer Hardware Technical Skills Hardware 15 62,773 2.163% 1.933% -0.231% -10.656%
390 Computer Numerical Control (CNC) Technical Skills Business applications 2 2,236 0.077% 0.048% -0.029% -38.242%
1015 Computer servers Technical Skills Network 6 297,161 10.241% 7.176% -3.065% -29.929%
1267 Computer Utilities Technical Skills Misc 1 2,179 0.075% 0.090% 0.015% 19.988%
59 Content Manager Technical Skills Business applications 1 2,387 0.082% 0.043% -0.039% -47.548%
1396 Continuous Improvement Technical Skills Software development 1 47,326 1.631% 2.151% 0.519% 31.849%
878 Controllers Technical Skills Hardware 3 18,972 0.654% 0.939% 0.285% 43.536%
406 Customer Acquisition Management (CAM) Technical Skills Business applications 1 2,708 0.093% 0.043% -0.050% -53.765%
407 Customer information control system (CICS) Technical Skills Business applications 2 11,974 0.413% 0.185% -0.227% -55.100%
53 Customer Relationship Management Technical Skills Business applications 9 142,018 4.895% 3.895% -1.000% -20.423%
1368 Cyber Security Technical Skills Information mgmt 3 47,745 1.645% 2.929% 1.283% 77.971%
953 Data acquisition systems Technical Skills Information mgmt 1 15,328 0.528% 0.560% 0.032% 6.067%
955 Data compression software Technical Skills Information mgmt 1 11,353 0.391% 0.329% -0.063% -15.991%
956 Data conversion software Technical Skills Information mgmt 1 12,758 0.440% 0.308% -0.132% -30.005%
958 Data dictionary Technical Skills Information mgmt 1 8,551 0.295% 0.192% -0.103% -34.973%
959 Data entry Technical Skills Information mgmt 1 11,343 0.391% 0.284% -0.107% -27.280%
962 Data mapping Technical Skills Information mgmt 1 15,233 0.525% 0.420% -0.105% -19.984%
67 Data Mining Technical Skills Information mgmt 5 55,801 1.923% 3.444% 1.521% 79.071%
963 Data modeling Technical Skills Information mgmt 1 105,228 3.627% 3.243% -0.384% -10.588%
68 Data Warehousing Technical Skills Information mgmt 2 154,033 5.309% 4.414% -0.895% -16.852%
69 Database Administration Technical Skills Information mgmt 12 198,943 6.856% 5.432% -1.424% -20.768%
969 Database design software Technical Skills Information mgmt 15 170,575 5.879% 4.295% -1.583% -26.934%
1268 Database Reporting Technical Skills Information mgmt 3 46,819 1.614% 0.654% -0.960% -59.494%
1269 Database Security Technical Skills Information mgmt 2 538 0.019% 0.004% -0.014% -76.044%
1373 Database Security Technical Skills Information mgmt 1 589 0.020% 0.013% -0.007% -34.354%
1270 Database Servers Technical Skills Information mgmt 3 40,692 1.402% 0.524% -0.879% -62.671%
1271 Database Testing Technical Skills Information mgmt 1 2,871 0.099% 0.099% 0.000% 0.046%
1160 Debugging Technical Skills Software development 7 230,883 7.957% 8.122% 0.165% 2.076%
1385 Decryption Technical Skills Information mgmt 1 882 0.030% 0.023% -0.008% -24.848%
418 Desktop publishing software Technical Skills Business applications 13 36,748 1.266% 1.107% -0.160% -12.619%
1272 Development Environment Technical Skills Software development 13 155,920 5.374% 5.589% 0.216% 4.012%
1273 Digital Imaging Technical Skills Hardware 1 814 0.028% 0.001% -0.027% -97.738%
883 Digital Signal Processor (DSP) Technical Skills Hardware 2 9,853 0.340% 0.359% 0.019% 5.581%
423 Disk operating system (DOS) Technical Skills Business applications 1 8,477 0.292% 0.153% -0.139% -47.654%
1307 Doctor of Philosophy Technical Skills Misc 3 119,254 4.110% 5.342% 1.232% 29.970%
973 Document management software Technical Skills Information mgmt 4 23,205 0.800% 0.425% -0.375% -46.918%
1020 Domain name system (DNS) Technical Skills Network 3 101,025 3.482% 3.187% -0.294% -8.454%
61 Dreamweaver Technical Skills Software development 1 14,371 0.495% 0.119% -0.376% -75.913%
54 DSS/GDSS Technical Skills Business applications 5 33,299 1.148% 0.633% -0.515% -44.872%
425 Dynamic modeling software Technical Skills Business applications 1 97 0.003% 0.000% -0.003% -100.000%
62 Eclipse Technical Skills Software development 1 68,853 2.373% 2.027% -0.346% -14.561%
1308 Electronic Commerce Technical Skills Business applications 2 141,482 4.876% 4.029% -0.847% -17.375%
70 Electronic Data Interchange Technical Skills Information mgmt 2 25,681 0.885% 0.643% -0.242% -27.300%
1023 Electronic mail software Technical Skills Network 8 43,949 1.515% 0.926% -0.588% -38.834%
1384 Encryption Technical Skills Information mgmt 1 181 0.006% 0.007% 0.001% 11.898%
55 Enterprise Resource Planning Technical Skills Business applications 5 132,930 4.581% 3.348% -1.233% -26.922%
1274 Enterprise Resource Planning software Technical Skills Business applications 15 132,683 4.573% 3.013% -1.560% -34.113%
1321 Environmental Certification Technical Skills Environmental 1 160 0.006% 0.004% -0.002% -30.954%
1328 Environmental Cleanup Technical Skills Environmental 1 440 0.015% 0.053% 0.038% 251.506%
1329 Environmental Energy Technical Skills Environmental 21 8,025 0.277% 0.555% 0.278% 100.527%
1330 Environmental Energy Conservation Technical Skills Environmental 11 8,547 0.295% 0.246% -0.048% -16.416%
1327 Environmental Pollution Technical Skills Environmental 18 5,965 0.206% 0.249% 0.043% 20.999%
1324 Environmental Pollution Control Technical Skills Environmental 7 3,735 0.129% 0.193% 0.064% 49.861%
1325 Environmental Pollution Prevention Technical Skills Environmental 7 1,456 0.050% 0.025% -0.025% -49.417%
1326 Environmental Product Stewardship Technical Skills Environmental 11 5,114 0.176% 0.192% 0.016% 9.091%
1331 Environmental Science Technical Skills Environmental 2 372 0.013% 0.007% -0.006% -45.555%
1322 Environmental Technology Technical Skills Environmental 2 391 0.013% 0.010% -0.003% -24.656%
461 Expert system software Technical Skills Business applications 1 1,085 0.037% 0.020% -0.018% -47.394%
1359 Facebook Technical Skills Social Networking 1 431,494 14.871% 19.859% 4.988% 33.543%
463 Facilities management software Technical Skills Business applications 4 4,932 0.170% 0.074% -0.096% -56.695%
468 Flight control software Technical Skills Business applications 1 961 0.033% 0.016% -0.017% -52.101%
469 Flowchart software Technical Skills Business applications 5 8,858 0.305% 0.206% -0.099% -32.446%
1367 Forensic Technical Skills Information mgmt 2 22,583 0.778% 0.904% 0.125% 16.101%
1112 Fraud Detection Technical Skills Security 1 14,447 0.498% 1.232% 0.734% 147.502%
63 FrontPage Technical Skills Software development 1 2,447 0.084% 0.004% -0.081% -95.485%
475 Fund accounting software Technical Skills Business applications 1 659 0.023% 0.019% -0.004% -16.181%
1260 Gaming Technical Skills Misc 2 65,757 2.266% 4.253% 1.987% 87.659%
113 Generic databases Technical Skills Information mgmt 2 482,479 16.628% 17.184% 0.556% 3.342%
1365 Google Apps Technical Skills Business applications 4 11,435 0.394% 0.374% -0.020% -5.161%
1364 Google Plus Technical Skills Social Networking 1 1,313 0.045% 0.004% -0.041% -90.184%
1276 GPS/GIS/Survey software Technical Skills Business applications 31 142,708 4.918% 4.052% -0.867% -17.621%
484 Graphic software Technical Skills Business applications 16 215,764 7.436% 6.592% -0.844% -11.354%
1176 Graphical user interface (GUI) Technical Skills Software development 2 62,944 2.169% 1.210% -0.959% -44.217%
1323 Green IT Technical Skills Environmental 9 6,844 0.236% 0.329% 0.093% 39.625%
893 Guidance systems Technical Skills Hardware 1 140 0.005% 0.001% -0.004% -86.848%
1371 Hacking Technical Skills Information mgmt 5 14,088 0.486% 0.881% 0.396% 81.535%
895 Hardware description language (HDL) Technical Skills Hardware 2 890 0.031% 0.014% -0.017% -54.487%
1277 Hardware Design Technical Skills Hardware 19 23,508 0.810% 1.012% 0.202% 24.926%
1278 Hardware Testing Technical Skills Hardware 4 8,188 0.282% 0.256% -0.026% -9.153%
896 Hazardous materials (HAZMAT) Technical Skills Hardware 2 826 0.028% 0.018% -0.011% -37.586%
492 Helpdesk or call center Technical Skills Business applications 2 100,713 3.471% 2.234% -1.237% -35.629%
1377 Homeland Security Technical Skills Information mgmt 1 52,409 1.806% 0.581% -1.225% -67.819%
114 IBM databases Technical Skills Information mgmt 2 81,812 2.820% 1.501% -1.318% -46.752%
121 IBM operating systems Technical Skills Business applications 4 58,712 2.023% 0.723% -1.301% -64.281%
898 Image capture devices Technical Skills Hardware 8 13,165 0.454% 0.322% -0.131% -28.952%
524 Industrial control software Technical Skills Business applications 3 11,237 0.387% 0.345% -0.042% -10.864%
975 Information retrieval or search software Technical Skills Information mgmt 4 45,002 1.551% 1.396% -0.155% -9.989%
1375 Information Security Technical Skills Information mgmt 3 109,661 3.779% 4.264% 0.485% 12.830%
899 Infrared Technical Skills Hardware 1 2,245 0.077% 0.069% -0.009% -11.424%
1180 Installation Technical Skills Software development 1 246,104 8.482% 5.353% -3.129% -36.894%
901 Interface definition language (IDL) Technical Skills Hardware 1 1,133 0.039% 0.015% -0.024% -62.623%
536 Internet browser software Technical Skills Business applications 4 17,341 0.598% 0.404% -0.194% -32.471%
1393 Intrusion Detection Technical Skills Information mgmt 1 32,303 1.113% 0.932% -0.181% -16.269%
541 Inventory management software Technical Skills Business applications 3 12,833 0.442% 0.347% -0.095% -21.519%
1414 ISO 9000 Technical Skills Software development 1 4,785 0.165% 0.025% -0.140% -84.608%
73 IT Architecture/Standards Technical Skills Hardware 2 19,935 0.687% 0.497% -0.190% -27.681%
1357 Java ME Technical Skills Mobile Platforms 2 1,133 0.039% 0.039% -0.000% -0.870%
1035 Kernel Technical Skills Network 1 34,827 1.200% 1.158% -0.042% -3.516%
907 Lasers Technical Skills Hardware 1 772 0.027% 0.051% 0.024% 90.800%
1038 License management software Technical Skills Network 1 1,868 0.064% 0.063% -0.001% -1.433%
1361 LinkedIn Technical Skills Social Networking 1 26,791 0.923% 2.236% 1.312% 142.120%
908 Mainframe computers Technical Skills Hardware 2 64,878 2.236% 1.119% -1.117% -49.938%
124 Mainframe operating systems Technical Skills Business applications 8 38,118 1.314% 0.713% -0.601% -45.755%
1280 Mass Storage hardware & software Technical Skills Technical applications 8 67,396 2.323% 1.480% -0.842% -36.264%
580 Materials requirements planning logistics and supply chain software Technical Skills Business applications 7 11,960 0.412% 0.242% -0.170% -41.346%
1281 Medical software Technical Skills Business applications 9 16,357 0.564% 0.900% 0.337% 59.730%
115 Microsoft databases Technical Skills Information mgmt 5 463,397 15.971% 12.627% -3.343% -20.935%
119 Microsoft operating systems Technical Skills Business applications 4 633,976 21.849% 14.873% -6.977% -31.930%
1350 Mobile Platforms Technical Skills Mobile Platforms 1 19,206 0.662% 1.338% 0.676% 102.088%
625 Multimedia Technical Skills Business applications 1 26,693 0.920% 0.483% -0.437% -47.508%
1362 MySpace Technical Skills Social Networking 1 3,713 0.128% 0.019% -0.109% -85.123%
74 Network administration Technical Skills Hardware 17 307,555 10.600% 8.296% -2.303% -21.731%
1282 Network Administration software Technical Skills Network 18 151,288 5.214% 4.172% -1.042% -19.992%
1283 Network Hardware Technical Skills Network 11 115,401 3.977% 2.795% -1.183% -29.734%
1284 Network Monitoring software Technical Skills Network 15 81,861 2.821% 3.017% 0.195% 6.927%
1059 Network operation system software (NOS) Technical Skills Network 2 2,825 0.097% 0.058% -0.040% -40.690%
1122 Network security Technical Skills Security 1 96,114 3.312% 2.192% -1.120% -33.814%
1369 Network Security Technical Skills Information mgmt 1 19,915 0.686% 0.665% -0.021% -3.108%
1285 Network Security software Technical Skills Security 36 210,035 7.239% 7.824% 0.585% 8.088%
1286 Network software Technical Skills Network 6 53,437 1.842% 1.424% -0.418% -22.681%
1287 Network Testing Technical Skills Network 11 47,962 1.653% 1.430% -0.223% -13.509%
1065 Novell network software Technical Skills Network 2 4,185 0.144% 0.010% -0.135% -93.401%
643 Oberon Technical Skills Business applications 1 413 0.014% 0.023% 0.009% 60.494%
1413 Object Oriented Design Technical Skills Software development 2 94,826 3.268% 3.398% 0.130% 3.977%
41 Object Oriented Programming Technical Skills Software development 5 430,693 14.843% 16.931% 2.087% 14.062%
1288 Office Applications Technical Skills Business applications 13 361,450 12.457% 8.159% -4.298% -34.501%
71 Online Analytical Processing Technical Skills Information mgmt 2 36,786 1.268% 0.617% -0.650% -51.299%
116 Open-source databases Technical Skills Information mgmt 4 194,092 6.689% 11.307% 4.617% 69.028%
118 Open-source operating systems Technical Skills Business applications 8 540,602 18.631% 22.894% 4.263% 22.881%
56 Operating Systems Technical Skills Business applications 3 285,342 9.834% 7.275% -2.559% -26.026%
651 Optical character recognition (OCR) Technical Skills Business applications 3 1,733 0.060% 0.066% 0.006% 10.495%
117 Oracle databases Technical Skills Information mgmt 1 528,962 18.230% 10.816% -7.414% -40.669%
1354 Palm OS Technical Skills Mobile Platforms 3 3,172 0.109% 0.016% -0.093% -84.908%
1376 Penetration Testing Technical Skills Information mgmt 5 72,208 2.489% 3.293% 0.804% 32.314%
1289 Physical Tools Technical Skills Hardware 1 161 0.006% 0.004% -0.001% -19.947%
683 Point of sale (POS) Technical Skills Business applications 3 17,001 0.586% 0.453% -0.133% -22.673%
931 Printers Technical Skills Hardware 3 24,417 0.842% 0.678% -0.164% -19.465%
43 Programming Technical Skills Software development 1 862,896 29.739% 29.168% -0.571% -1.919%
700 Provisioning Technical Skills Business applications 1 42,860 1.477% 1.629% 0.152% 10.276%
1405 Rapid Application Development Technical Skills Software development 2 17,683 0.609% 0.249% -0.360% -59.079%
1258 Rate Control Technical Skills Technical applications 1 184 0.006% 0.003% -0.003% -49.967%
1209 Rational Rose XDE Developer Technical Skills Software development 4 39,173 1.350% 0.352% -0.999% -73.961%
1077 Remote control software Technical Skills Network 2 2,758 0.095% 0.045% -0.050% -52.601%
1214 Restructured extended executor (REXX) Technical Skills Software development 1 1,957 0.067% 0.037% -0.031% -45.431%
1379 Risk Analysis Technical Skills Information mgmt 1 17,646 0.608% 0.482% -0.127% -20.804%
1262 Robotics Technical Skills Hardware 3 12,753 0.440% 1.018% 0.579% 131.723%
1318 RSA Technical Skills Security 1 13,972 0.482% 0.283% -0.199% -41.226%
1216 Ruby/Ruby on Rails Technical Skills Software development 1 94,537 3.258% 6.883% 3.625% 111.259%
44 SDLC Technical Skills Software development 7 400,763 13.812% 13.524% -0.288% -2.082%
1132 Secure shell (SSH) Technical Skills Security 1 313 0.011% 0.007% -0.004% -35.292%
1317 Secure Sockets Layer (SSL) Technical Skills Security 3 41,907 1.444% 1.738% 0.294% 20.341%
76 Security Technical Skills Hardware 4 2,065,427 71.183% 95.558% 24.375% 34.242%
1382 Security Audit Technical Skills Information mgmt 1 2,985 0.103% 0.064% -0.039% -37.701%
1315 Security Clearance Technical Skills Misc 2 213,450 7.356% 4.526% -2.831% -38.479%
1381 Security Plan Technical Skills Information mgmt 1 2,024 0.070% 0.059% -0.011% -15.398%
1380 Security Policy Technical Skills Information mgmt 2 43,676 1.505% 1.505% -0.000% -0.005%
1135 Security testing software Technical Skills Security 1 8,295 0.286% 0.475% 0.189% 66.254%
60 Sharepoint Server Technical Skills Business applications 1 11,368 0.392% 0.124% -0.267% -68.255%
1084 Signal generators Technical Skills Network 1 586 0.020% 0.019% -0.001% -5.739%
1085 Simple network management protocol (SNMP) Technical Skills Network 1 29,618 1.021% 0.657% -0.364% -35.659%
1303 Simple Object Access Protocol (SOAP) Technical Skills Software development 1 130,685 4.504% 5.458% 0.954% 21.180%
1220 Simulation software Technical Skills Software development 5 47,989 1.654% 1.404% -0.250% -15.092%
1366 Social Network Technical Skills Social Networking 1 11,139 0.384% 1.480% 1.097% 285.634%
1358 Social Networking Technical Skills Social Networking 1 18,025 0.621% 0.211% -0.410% -65.985%
42 Software Development Technical Skills Software development 2 798,652 27.525% 26.343% -1.182% -4.295%
1291 Software Development software Technical Skills Software development 3 5,889 0.203% 0.099% -0.104% -51.226%
1309 Software Engineering Technical Skills Software development 1 471,944 16.265% 20.107% 3.842% 23.622%
1292 Software Installation Technical Skills Software development 4 353,726 12.191% 13.251% 1.060% 8.696%
1223 Software libraries Technical Skills Software development 1 1,083 0.037% 0.034% -0.004% -9.894%
1293 Software Maintenance Technical Skills Software development 1 25,450 0.877% 0.712% -0.165% -18.827%
1294 Software Testing Technical Skills Software development 14 356,727 12.294% 11.676% -0.618% -5.030%
1225 Source code management (SCM) Technical Skills Software development 5 126,712 4.367% 5.085% 0.718% 16.450%
1229 Static analysis software Technical Skills Software development 1 2,971 0.102% 0.121% 0.019% 18.369%
772 Statistical analysis software Technical Skills Business applications 26 215,370 7.423% 9.024% 1.602% 21.577%
774 Statistical software Technical Skills Business applications 1 100,696 3.470% 4.267% 0.796% 22.948%
1230 Stress testing software Technical Skills Software development 1 8,467 0.292% 0.198% -0.094% -32.153%
122 Sun operating systems Technical Skills Business applications 3 132,990 4.583% 1.214% -3.369% -73.515%
939 Surveillance systems Technical Skills Hardware 5 24,793 0.854% 0.861% 0.007% 0.776%
791 Symantec software Technical Skills Business applications 1 22,913 0.790% 0.433% -0.356% -45.116%
1355 Symbian Technical Skills Mobile Platforms 1 108 0.004% 0.000% -0.004% -100.000%
1310 System Administration Technical Skills Network 4 201,080 6.930% 5.125% -1.805% -26.051%
45 System Testing Technical Skills Software development 5 68,306 2.354% 1.747% -0.607% -25.791%
46 Systems Analysis Technical Skills Software development 8 254,284 8.764% 5.874% -2.890% -32.972%
47 Systems Design Technical Skills Software development 1 44,155 1.522% 0.981% -0.541% -35.533%
1233 Systems Evaluation Technical Skills Software development 1 258 0.009% 0.008% -0.001% -14.362%
1234 Systems integration Technical Skills Software development 8 149,302 5.146% 1.601% -3.545% -68.886%
75 TCP/IP Technical Skills Hardware 3 183,356 6.319% 4.660% -1.659% -26.253%
1235 Technology Design Technical Skills Software development 1 2,615 0.090% 0.043% -0.048% -52.825%
1236 Templates Technical Skills Software development 1 46,093 1.589% 1.382% -0.206% -12.998%
1239 Test implementation Technical Skills Software development 1 1,184 0.041% 0.041% -0.000% -0.474%
1302 Testing Technical Skills Software development 1 967,424 33.341% 31.798% -1.544% -4.629%
1297 Training software Technical Skills Business applications 3 2,398 0.083% 0.030% -0.052% -63.145%
57 Transaction Processing Systems Technical Skills Business applications 4 4,185 0.144% 0.095% -0.050% -34.446%
1360 Twitter Technical Skills Social Networking 1 37,113 1.279% 1.475% 0.196% 15.346%
1411 Unified Process Technical Skills Software development 1 8,728 0.301% 0.046% -0.254% -84.600%
123 UNIX operating systems Technical Skills Business applications 5 500,567 17.252% 10.679% -6.573% -38.098%
1298 UNIX Shells Technical Skills Business applications 4 115,583 3.983% 3.234% -0.750% -18.821%
1410 Use Case Technical Skills Software development 1 22,415 0.773% 0.625% -0.147% -19.090%
48 User-Interface Design Technical Skills Software development 2 207,628 7.156% 9.261% 2.105% 29.418%
836 Video creation and editing software Technical Skills Business applications 3 13,113 0.452% 0.542% 0.090% 19.912%
64 Visual Studio Technical Skills Software development 1 117,502 4.050% 3.557% -0.492% -12.156%
843 Voice dictation & recognition Technical Skills Business applications 2 3,763 0.130% 0.204% 0.075% 57.554%
77 Voice/Data Telecom Technical Skills Hardware 10 217,312 7.489% 4.262% -3.227% -43.089%
1299 Web Application Server Technical Skills Business applications 8 150,941 5.202% 2.482% -2.720% -52.280%
1248 Web platform development software Technical Skills Software development 5 9,675 0.333% 0.064% -0.269% -80.779%
65 web programmer Technical Skills Software development 4 36,942 1.273% 0.696% -0.577% -45.324%
58 Web servers Technical Skills Business applications 6 241,310 8.317% 6.533% -1.783% -21.440%
49 Web-based Application Development Technical Skills Software development 2 174,915 6.028% 5.170% -0.858% -14.231%
1356 Windows CE Technical Skills Mobile Platforms 4 20,812 0.717% 0.225% -0.492% -68.593%
1102 Wireless Technical Skills Network 5 128,782 4.438% 3.665% -0.773% -17.419%
1363 YouTube Technical Skills Social Networking 2 6,321 0.218% 0.311% 0.093% 42.731%
79 .NET Programming Skills Current 1 372,948 12.853% 11.154% -1.700% -13.223%
208 A mathematical programming language (AMPL) Programming Skills Legacy 1 96 0.003% 0.004% 0.000% 15.076%
209 A programming language (APL) Programming Skills Legacy 2 4,533 0.156% 0.098% -0.058% -37.042%
99 Ada Programming Skills Legacy 1 10,063 0.347% 0.248% -0.099% -28.459%
80 AJAX Programming Skills Current 1 206,131 7.104% 4.942% -2.162% -30.435%
210 Algorithmic language (ALGOL) Programming Skills Legacy 1 72 0.002% 0.001% -0.002% -74.427%
192 Apple AppleScript Programming Skills Current 1 534 0.018% 0.060% 0.041% 224.111%
81 ASP Programming Skills Current 2 255,831 8.817% 6.995% -1.822% -20.660%
108 Assembly Programming Skills Legacy 2 9,349 0.322% 0.057% -0.265% -82.275%
211 AWK Programming Skills Legacy 1 7,365 0.254% 0.176% -0.078% -30.751%
212 B Programming Skills Legacy 1 36,608 1.262% 1.485% 0.223% 17.692%
83 C# Programming Skills Current 2 371,184 12.793% 15.240% 2.448% 19.134%
82 C/C++ Programming Skills Current 3 546,806 18.845% 18.843% -0.002% -0.010%
193 Cascading Style Sheets (CSS) Programming Skills Current 2 285,505 9.840% 16.609% 6.769% 68.796%
215 Categorical abstract machine language (CAML) Programming Skills Legacy 1 868 0.030% 0.008% -0.022% -74.545%
84 CGI Programming Skills Current 2 23,188 0.799% 1.029% 0.229% 28.714%
217 Clipper Programming Skills Legacy 1 556 0.019% 0.002% -0.017% -90.065%
218 CLU Programming Skills Legacy 1 184 0.006% 0.001% -0.005% -79.987%
100 Cobol Programming Skills Legacy 1 24,429 0.842% 0.446% -0.396% -47.015%
85 ColdFusion Programming Skills Current 2 20,537 0.708% 0.312% -0.396% -55.980%
219 Combined programming language (CPL) Programming Skills Legacy 1 388 0.013% 0.003% -0.010% -76.273%
195 Component object model (COM) Programming Skills Current 1 529 0.018% 0.002% -0.016% -89.558%
125 Database programming Programming Skills Current 3 84,231 2.903% 1.752% -1.151% -39.647%
196 Distributed component object model (DCOM) Programming Skills Current 1 5,274 0.182% 0.015% -0.167% -91.970%
197 Document Object Model (DOM) Scripting Programming Skills Current 2 21,014 0.724% 0.463% -0.261% -36.038%
221 Extended self-containing Prolog (ESP) Programming Skills Legacy 1 5,350 0.184% 0.147% -0.038% -20.500%
199 Extensible stylesheet language (XSL) Programming Skills Current 4 36,501 1.258% 0.378% -0.880% -69.936%
109 Forth Programming Skills Legacy 1 7,798 0.269% 0.210% -0.059% -21.846%
102 Fortran Programming Skills Legacy 1 5,357 0.185% 0.113% -0.072% -38.821%
86 HTML/XHTML/DHTML Programming Skills Current 3 592,164 20.408% 19.978% -0.431% -2.109%
222 J Programming Skills Legacy 1 10,590 0.365% 0.159% -0.206% -56.534%
87 Java/J2EE/J2P Programming Skills Current 4 782,600 26.972% 32.108% 5.137% 19.044%
97 JavaScript Programming Skills Current 3 460,109 15.857% 25.638% 9.781% 61.681%
89 JavaServer Faces Programming Skills Current 3 31,034 1.070% 0.638% -0.432% -40.374%
88 JavaServer Pages Programming Skills Current 3 131,109 4.519% 1.989% -2.530% -55.988%
223 Job control language (JCL) Programming Skills Legacy 2 14,146 0.488% 0.256% -0.231% -47.416%
126 LAMP Programming Skills Current 1 37,039 1.277% 1.764% 0.488% 38.195%
104 Lisp Programming Skills Legacy 1 2,271 0.078% 0.045% -0.033% -42.436%
224 Lisp object-oriented programming system (LOOPS) Programming Skills Legacy 1 1,924 0.066% 0.124% 0.057% 86.611%
201 Microsoft ActiveX Programming Skills Current 1 5,045 0.174% 0.025% -0.148% -85.402%
107 Pascal Programming Skills Legacy 1 1,565 0.054% 0.004% -0.049% -91.764%
90 Perl Programming Skills Current 1 253,702 8.744% 6.758% -1.986% -22.708%
91 PHP Programming Skills Current 1 147,645 5.088% 6.419% 1.330% 26.140%
103 PL/1 Programming Skills Legacy 3 543 0.019% 0.010% -0.009% -45.747%
105 Prolog Programming Skills Legacy 1 1,494 0.051% 0.099% 0.048% 92.256%
95 Python Programming Skills Current 1 210,322 7.249% 19.638% 12.390% 170.928%
228 Register transfer language (RTL) Programming Skills Legacy 1 44,203 1.523% 1.156% -0.368% -24.148%
205 Scalable vector graphics (SVG) Programming Skills Current 1 1,655 0.057% 0.046% -0.011% -18.786%
206 Scripting languages Programming Skills Current 1 74,976 2.584% 2.666% 0.082% 3.191%
101 Smalltalk Programming Skills Legacy 1 973 0.034% 0.002% -0.032% -94.323%
92 SQL Programming Skills Current 3 1,013,695 34.936% 33.676% -1.261% -3.608%
110 TCL Programming Skills Legacy 1 16,343 0.563% 0.218% -0.345% -61.245%
98 Unified Modeling Language Programming Skills Current 2 99,002 3.412% 1.392% -2.020% -59.196%
93 Visual Basic Programming Skills Current 6 217,789 7.506% 3.496% -4.009% -53.418%
207 Web service definition language (WSDL) Programming Skills Current 2 26,776 0.923% 0.527% -0.395% -42.857%
94 XML Programming Skills Current 2 423,994 14.613% 8.616% -5.997% -41.037%
1342 Computer Science Majors Computer Science 2 2,901,640 100.003% 100.045% 0.043% 0.043%
1344 Information Technology Majors Information Technology 3 776,385 26.757% 14.394% -12.363% -46.204%
1343 Management Information Systems Majors Management Information Systems 9 754,205 25.993% 19.376% -6.617% -25.458%

IT Degrees

Information Technology

2018-07-18 Jobs Found: 1,417,136 Click on column headings to sort
Skill ID Skill Name Primary Category Secondary Category Number of Synonyms Occurrences Frequency Last 2 years Frequency Last 2 years Growth/Decline Movement
252 Analytical Thinking Soft Skills Problem-solving skills 1 3,995 0.282% 0.540% 0.258% 91.529%
2 Attention to Details Soft Skills Problem-solving skills 1 3,741 0.264% 0.465% 0.201% 76.200%
8 Conflict Resolution Soft Skills Interpersonal skills 1 9,626 0.679% 1.468% 0.789% 116.100%
231 Cooperation Soft Skills Interpersonal skills 1 11,477 0.810% 0.921% 0.111% 13.712%
3 Creativity Soft Skills Problem-solving skills 3 38,559 2.721% 3.967% 1.246% 45.779%
4 Critical thinking Soft Skills Problem-solving skills 3 18,321 1.293% 3.226% 1.933% 149.500%
1300 Flexibility Soft Skills Work ethic 1 96,367 6.800% 4.478% -2.322% -34.142%
232 Independence Soft Skills Interpersonal skills 1 7,872 0.555% 0.743% 0.188% 33.808%
13 Initiative/Motivation to work Soft Skills Work ethic 5 177,241 12.507% 14.964% 2.457% 19.644%
256 Innovation Soft Skills Problem-solving skills 1 98,431 6.946% 14.232% 7.287% 104.906%
14 Integrity/Honesty/Ethics Soft Skills Work ethic 4 170,834 12.055% 12.355% 0.300% 2.493%
1422 Internship Soft Skills Work ethic 3 49,235 3.474% 0.704% -2.771% -79.750%
9 Interpersonal Relationships Soft Skills Interpersonal skills 1 855 0.060% 0.061% 0.000% 0.727%
257 Judgment and Decision Making Soft Skills Problem-solving skills 2 98,387 6.943% 10.404% 3.461% 49.851%
10 Leadership Soft Skills Interpersonal skills 1 313,747 22.140% 28.109% 5.970% 26.964%
258 Learning Soft Skills Problem-solving skills 1 150,790 10.640% 8.564% -2.076% -19.513%
1 Learning Ability Soft Skills Problem-solving skills 3 20,581 1.452% 2.312% 0.859% 59.173%
236 Listening Soft Skills Language skills 1 51,316 3.621% 2.482% -1.139% -31.449%
260 Mathematics Soft Skills Problem-solving skills 3 41,847 2.953% 4.436% 1.483% 50.235%
261 Memorization Soft Skills Problem-solving skills 1 77 0.005% 0.002% -0.003% -56.982%
18 Negotiation Skills Soft Skills Language skills 1 15,832 1.117% 1.073% -0.044% -3.968%
262 Optimization Soft Skills Problem-solving skills 1 58,814 4.150% 5.077% 0.927% 22.326%
19 Oral Communications Soft Skills Language skills 4 24,561 1.733% 2.164% 0.431% 24.884%
273 Persistence Soft Skills Work ethic 1 3,392 0.239% 0.409% 0.170% 70.892%
239 Persuasion Soft Skills Language skills 1 2,412 0.170% 0.269% 0.099% 57.929%
1301 Physical Skill Soft Skills Work ethic 2 1,395 0.098% 0.168% 0.070% 70.962%
240 Presentations Soft Skills Language skills 1 74,799 5.278% 5.495% 0.217% 4.111%
265 Problem Solving Skills Soft Skills Problem-solving skills 3 204,082 14.401% 20.459% 6.058% 42.067%
20 Questioning skills Soft Skills Language skills 1 385 0.027% 0.037% 0.010% 37.657%
241 Reading Comprehension Soft Skills Language skills 1 485 0.034% 0.028% -0.006% -18.044%
6 Research skills Soft Skills Problem-solving skills 1 2,666 0.188% 0.157% -0.032% -16.756%
15 Responsibility Soft Skills Work ethic 2 139,269 9.827% 10.296% 0.469% 4.769%
234 Self Control Soft Skills Interpersonal skills 1 116 0.008% 0.019% 0.011% 128.440%
11 Self-esteem Soft Skills Interpersonal skills 1 44 0.003% 0.002% -0.001% -24.719%
16 Self-management Soft Skills Work ethic 1 1,270 0.090% 0.140% 0.051% 56.490%
250 Stress Tolerance Soft Skills Physical skills 1 230 0.016% 0.051% 0.035% 216.836%
12 Teamwork Soft Skills Interpersonal skills 1 60,982 4.303% 4.836% 0.533% 12.383%
17 Time Management Soft Skills Work ethic 2 46,855 3.306% 4.476% 1.170% 35.380%
268 Visualization Soft Skills Problem-solving skills 1 10,120 0.714% 3.130% 2.416% 338.269%
7 Working under pressure Soft Skills Problem-solving skills 1 887 0.063% 0.129% 0.066% 105.390%
21 Written Communications Soft Skills Language skills 5 208,143 14.688% 16.628% 1.941% 13.212%
1341 Accommodation and Food Service Business Skills Industry Segment 4 216,521 15.279% 7.124% -8.154% -53.371%
172 Account management Business Skills Management skills 1 14,955 1.055% 1.164% 0.109% 10.302%
22 Accounting Business Skills Business processes 4 304,226 21.468% 4.612% -16.856% -78.518%
1263 Accounting software Business Skills Business processes 7 41,236 2.910% 1.391% -1.519% -52.205%
174 Administration Business Skills Management skills 3 473,279 33.397% 25.957% -7.440% -22.278%
1313 Analyst Business Skills Project management 1 290,417 20.493% 23.208% 2.715% 13.246%
175 Application management Business Skills Management skills 5 96,385 6.801% 9.630% 2.829% 41.589%
150 Asset management Business Skills Business processes 1 22,015 1.553% 1.914% 0.361% 23.227%
151 Auditing Business Skills Business processes 5 123,017 8.681% 7.496% -1.185% -13.648%
1264 Auditing software Business Skills Business processes 1 135 0.010% 0.000% -0.010% -100.000%
152 Billing Business Skills Business processes 1 61,325 4.327% 1.713% -2.614% -60.408%
1314 Business Analyst Business Skills Project management 1 123,842 8.739% 7.524% -1.215% -13.902%
35 Business Intelligence Business Skills Strategy skills 1 62,771 4.429% 6.540% 2.111% 47.648%
155 Business performance management (BPM) Business Skills Business processes 2 9,295 0.656% 1.068% 0.412% 62.857%
23 Business Process Design/Re-engineering Business Skills Business processes 3 26,514 1.871% 0.685% -1.186% -63.396%
36 Business Strategy Business Skills Strategy skills 3 309,816 21.862% 24.732% 2.870% 13.126%
182 Calendar and scheduling Business Skills Project management 3 60,795 4.290% 5.023% 0.733% 17.087%
156 Capacity planning Business Skills Business processes 1 25,937 1.830% 2.045% 0.215% 11.745%
28 Change Management Business Skills Management skills 1 64,918 4.581% 7.484% 2.903% 63.379%
183 Content workflow Business Skills Project management 1 50 0.004% 0.000% -0.004% -100.000%
24 Contracting and legal Business Skills Business processes 2 170,941 12.062% 7.307% -4.756% -39.426%
176 Coordination Business Skills Management skills 1 77,988 5.503% 6.813% 1.310% 23.809%
157 Cost accounting Business Skills Business processes 1 2,934 0.207% 0.103% -0.104% -50.326%
158 Cost estimation Business Skills Business processes 1 1,308 0.092% 0.131% 0.039% 41.814%
1312 Customer Support Business Skills Business processes 6 311,897 22.009% 21.639% -0.370% -1.679%
1339 Education Business Skills Industry Segment 1 15,762 1.112% 1.400% 0.288% 25.880%
1333 Energy Business Skills Industry Segment 1 68,759 4.852% 5.252% 0.400% 8.246%
1340 Entertainment Business Skills Industry Segment 1 165,627 11.687% 1.131% -10.556% -90.320%
1319 Environmental Business Skills Environmental 15 115,727 8.166% 2.457% -5.710% -69.918%
1320 Environmental Strategy Business Skills Environmental 7 4,861 0.343% 1.049% 0.706% 205.957%
161 Financial Business Skills Business processes 2 492,409 34.747% 22.909% -11.838% -34.070%
1275 Financial Analysis software Business Skills Business processes 7 2,411 0.170% 0.028% -0.142% -83.514%
1332 Health Care Business Skills Industry Segment 2 385,011 27.168% 19.393% -7.775% -28.618%
177 Human resources Business Skills Management skills 2 234,905 16.576% 3.784% -12.792% -77.171%
1336 Insurance Business Skills Industry Segment 1 8,729 0.616% 0.746% 0.130% 21.050%
1316 Managing/Supervision Business Skills Management skills 5 699,064 49.329% 39.462% -9.867% -20.003%
1334 Manufacturing Business Skills Industry Segment 2 198,014 13.973% 4.712% -9.261% -66.276%
26 Marketing Business Skills Business processes 1 289,222 20.409% 5.124% -15.285% -74.896%
185 Monitoring Business Skills Project management 1 155,223 10.953% 18.040% 7.087% 64.698%
179 Negotiation Business Skills Management skills 1 60,285 4.254% 4.345% 0.091% 2.143%
163 Operation and Control Business Skills Business processes 2 666 0.047% 0.082% 0.035% 74.074%
29 Outsourcing Management Business Skills Management skills 3 96,384 6.801% 3.116% -3.686% -54.189%
167 Procurement Business Skills Business processes 1 73,483 5.185% 2.632% -2.553% -49.243%
1290 Project Management software Business Skills Project management 3 49,325 3.481% 4.469% 0.988% 28.399%
33 Project Management/Planning/Budgeting/Scheduling Business Skills Project management 6 286,636 20.226% 22.623% 2.397% 11.851%
168 Quality Business Skills Business processes 1 419,888 29.629% 34.946% 5.317% 17.944%
1337 Real Estate Business Skills Industry Segment 2 166,579 11.755% 0.683% -11.072% -94.194%
1335 Retail Business Skills Industry Segment 2 409,610 28.904% 8.291% -20.613% -71.317%
34 Risk Management Business Skills Project management 1 51,773 3.653% 5.981% 2.328% 63.722%
169 Service Orientation Business Skills Business processes 1 11,473 0.810% 0.893% 0.083% 10.288%
27 Supply Chain Management Business Skills Business processes 3 77,333 5.457% 2.945% -2.512% -46.031%
1295 Supply Chain Management software Business Skills Business processes 4 3,054 0.216% 0.171% -0.045% -20.824%
178 Teaching Business Skills Management skills 7 212,245 14.977% 2.693% -12.284% -82.021%
190 Timekeeping Business Skills Project management 3 75,754 5.346% 1.578% -3.768% -70.485%
1296 Timekeeping software Business Skills Project management 1 1,733 0.122% 0.224% 0.102% 83.490%
171 Total quality management (TQM) Business Skills Business processes 2 1,438 0.101% 0.091% -0.010% -10.165%
180 Troubleshooting Business Skills Management skills 1 161,454 11.393% 19.262% 7.869% 69.072%
181 Verification Business Skills Management skills 1 46,149 3.256% 16.549% 13.292% 408.173%
1338 Waste Management Business Skills Industry Segment 1 1,294 0.091% 0.383% 0.292% 319.807%
191 Workflow Business Skills Project management 1 59,461 4.196% 5.977% 1.781% 42.442%
31 Working Globally Business Skills Management skills 3 9,300 0.656% 0.075% -0.581% -88.603%
32 Working with Virtual Teams Business Skills Management skills 2 2,593 0.183% 0.189% 0.006% 3.472%
51 4GL Technical Skills Software development 3 1,505 0.106% 0.075% -0.031% -29.571%
987 Access servers & software Technical Skills Network 10 47,711 3.367% 4.866% 1.500% 44.545%
38 Agile Development Methods Technical Skills Software development 13 51,926 3.664% 11.133% 7.469% 203.834%
304 Algorithmic software Technical Skills Business applications 1 6 0.000% 0.000% -0.000% -100.000%
1253 Analytical or scientific software Technical Skills Technical applications 2 1,150 0.081% 0.058% -0.023% -27.992%
1352 Android Technical Skills Mobile Platforms 3 9,690 0.684% 2.634% 1.950% 285.248%
1351 Apple iOS Technical Skills Mobile Platforms 6 8,948 0.631% 0.865% 0.233% 36.967%
120 Apple operating systems Technical Skills Business applications 6 26,825 1.893% 3.614% 1.721% 90.902%
865 Application-specific integrated circuit (ASIC) logic synthesis software Technical Skills Hardware 1 36,575 2.581% 0.016% -2.565% -99.366%
1423 Artificial Intelligence Technical Skills Information mgmt 5 19,169 1.353% 1.101% -0.252% -18.612%
1145 Automatic test program generation (ATPG) Technical Skills Software development 1 12 0.001% 0.000% -0.001% -100.000%
1265 Backup & Recovery Technical Skills Technical applications 16 117,420 8.286% 9.864% 1.578% 19.045%
1386 Biometric Technical Skills Information mgmt 2 3,041 0.215% 1.300% 1.085% 505.618%
1353 Blackberry Technical Skills Mobile Platforms 2 11,056 0.780% 0.395% -0.385% -49.368%
336 Borland Delphi Technical Skills Business applications 1 1,429 0.101% 0.072% -0.028% -28.143%
337 Borland JBuilder Technical Skills Business applications 1 842 0.059% 0.002% -0.057% -96.066%
338 Borland Paradox Technical Skills Business applications 1 100 0.007% 0.002% -0.005% -66.876%
72 Business Continuity Planning Technical Skills Hardware 2 43,047 3.038% 1.891% -1.147% -37.749%
352 Cadence Opus Technical Skills Business applications 1 1,083 0.076% 0.047% -0.030% -38.830%
868 Calculators Technical Skills Hardware 1 706 0.050% 0.042% -0.008% -15.548%
39 CASE Tools Technical Skills Software development 1 102,465 7.230% 5.044% -2.186% -30.238%
367 Categorization or classification software Technical Skills Business applications 1 4,052 0.286% 0.330% 0.044% 15.263%
112 Certification Technical Skills Misc 3 330,820 23.344% 28.058% 4.714% 20.192%
78 Cisco Technical Skills Hardware 1 202,798 14.310% 6.928% -7.382% -51.588%
1009 Cisco Systems IOS Technical Skills Network 1 14,181 1.001% 3.319% 2.318% 231.682%
40 Client-Server Technical Skills Software development 1 35,084 2.476% 1.566% -0.910% -36.743%
1011 Cluster server software Technical Skills Network 8 20,306 1.433% 2.078% 0.645% 45.017%
1147 CMAKE Technical Skills Software development 1 56 0.004% 0.016% 0.012% 314.048%
1151 Compatibility testing Technical Skills Software development 1 384 0.027% 0.122% 0.094% 348.552%
1152 Compilers Technical Skills Software development 5 10,393 0.733% 0.718% -0.016% -2.155%
1255 Compliance software Technical Skills Technical applications 3 10,395 0.734% 1.351% 0.617% 84.180%
385 Computer aided design (CAD) Technical Skills Business applications 12 50,523 3.565% 0.587% -2.978% -83.544%
386 Computer aided manufacturing (CAM) Technical Skills Business applications 3 2,570 0.181% 0.245% 0.064% 35.331%
875 Computer diagnostics Technical Skills Hardware 5 51,531 3.636% 5.159% 1.522% 41.865%
1107 Computer forensics Technical Skills Security 1 3,974 0.280% 0.182% -0.098% -34.986%
1266 Computer Hardware Technical Skills Hardware 15 34,609 2.442% 3.522% 1.080% 44.233%
390 Computer Numerical Control (CNC) Technical Skills Business applications 2 34,922 2.464% 0.042% -2.422% -98.293%
1015 Computer servers Technical Skills Network 6 117,437 8.287% 10.672% 2.386% 28.787%
1267 Computer Utilities Technical Skills Misc 1 294 0.021% 0.019% -0.002% -9.867%
59 Content Manager Technical Skills Business applications 1 1,468 0.104% 0.098% -0.005% -5.232%
1396 Continuous Improvement Technical Skills Software development 1 24,919 1.758% 3.359% 1.600% 91.015%
878 Controllers Technical Skills Hardware 3 7,590 0.536% 1.061% 0.526% 98.132%
406 Customer Acquisition Management (CAM) Technical Skills Business applications 1 1,911 0.135% 0.049% -0.086% -63.600%
407 Customer information control system (CICS) Technical Skills Business applications 2 5,807 0.410% 0.360% -0.050% -12.157%
53 Customer Relationship Management Technical Skills Business applications 9 106,803 7.537% 6.147% -1.389% -18.433%
1368 Cyber Security Technical Skills Information mgmt 3 21,623 1.526% 5.465% 3.939% 258.153%
953 Data acquisition systems Technical Skills Information mgmt 1 4,946 0.349% 0.404% 0.055% 15.860%
955 Data compression software Technical Skills Information mgmt 1 2,078 0.147% 0.101% -0.046% -31.457%
956 Data conversion software Technical Skills Information mgmt 1 6,749 0.476% 0.612% 0.136% 28.589%
958 Data dictionary Technical Skills Information mgmt 1 3,480 0.246% 0.295% 0.049% 19.931%
959 Data entry Technical Skills Information mgmt 1 176,194 12.433% 0.549% -11.884% -95.582%
962 Data mapping Technical Skills Information mgmt 1 6,873 0.485% 0.774% 0.289% 59.522%
67 Data Mining Technical Skills Information mgmt 5 51,107 3.606% 1.365% -2.241% -62.149%
963 Data modeling Technical Skills Information mgmt 1 34,955 2.467% 3.268% 0.801% 32.476%
68 Data Warehousing Technical Skills Information mgmt 2 59,173 4.176% 5.886% 1.710% 40.952%
69 Database Administration Technical Skills Information mgmt 12 79,936 5.641% 6.776% 1.135% 20.129%
969 Database design software Technical Skills Information mgmt 15 53,193 3.754% 4.640% 0.886% 23.608%
1268 Database Reporting Technical Skills Information mgmt 3 18,098 1.277% 1.358% 0.081% 6.337%
1269 Database Security Technical Skills Information mgmt 2 105 0.007% 0.009% 0.002% 26.186%
1373 Database Security Technical Skills Information mgmt 1 437 0.031% 0.030% -0.000% -1.462%
1270 Database Servers Technical Skills Information mgmt 3 13,452 0.949% 0.701% -0.248% -26.129%
1271 Database Testing Technical Skills Information mgmt 1 847 0.060% 0.257% 0.197% 330.179%
1160 Debugging Technical Skills Software development 7 63,450 4.477% 7.201% 2.724% 60.842%
1385 Decryption Technical Skills Information mgmt 1 526 0.037% 0.054% 0.017% 44.838%
418 Desktop publishing software Technical Skills Business applications 13 20,063 1.416% 1.505% 0.090% 6.324%
1272 Development Environment Technical Skills Software development 13 43,395 3.062% 3.632% 0.570% 18.618%
1273 Digital Imaging Technical Skills Hardware 1 295 0.021% 0.007% -0.014% -66.315%
883 Digital Signal Processor (DSP) Technical Skills Hardware 2 1,436 0.101% 0.086% -0.015% -14.653%
423 Disk operating system (DOS) Technical Skills Business applications 1 3,302 0.233% 0.269% 0.036% 15.362%
1307 Doctor of Philosophy Technical Skills Misc 3 64,224 4.532% 1.386% -3.146% -69.416%
973 Document management software Technical Skills Information mgmt 4 13,598 0.960% 1.157% 0.197% 20.579%
1020 Domain name system (DNS) Technical Skills Network 3 39,722 2.803% 4.901% 2.099% 74.867%
61 Dreamweaver Technical Skills Software development 1 7,231 0.510% 0.145% -0.365% -71.599%
54 DSS/GDSS Technical Skills Business applications 5 18,612 1.313% 1.372% 0.059% 4.468%
425 Dynamic modeling software Technical Skills Business applications 1 47 0.003% 0.000% -0.003% -100.000%
62 Eclipse Technical Skills Software development 1 17,242 1.217% 1.956% 0.740% 60.797%
1308 Electronic Commerce Technical Skills Business applications 2 50,826 3.587% 2.125% -1.462% -40.760%
70 Electronic Data Interchange Technical Skills Information mgmt 2 12,013 0.848% 1.533% 0.686% 80.881%
1023 Electronic mail software Technical Skills Network 8 23,505 1.659% 1.643% -0.015% -0.932%
1384 Encryption Technical Skills Information mgmt 1 34 0.002% 0.007% 0.005% 192.269%
55 Enterprise Resource Planning Technical Skills Business applications 5 77,676 5.481% 6.764% 1.283% 23.410%
1274 Enterprise Resource Planning software Technical Skills Business applications 15 102,709 7.248% 4.324% -2.923% -40.337%
1321 Environmental Certification Technical Skills Environmental 1 128 0.009% 0.023% 0.014% 158.780%
1328 Environmental Cleanup Technical Skills Environmental 1 1,293 0.091% 0.236% 0.145% 158.740%
1329 Environmental Energy Technical Skills Environmental 21 4,633 0.327% 0.168% -0.159% -48.523%
1330 Environmental Energy Conservation Technical Skills Environmental 11 5,021 0.354% 0.489% 0.134% 37.878%
1327 Environmental Pollution Technical Skills Environmental 18 35,669 2.517% 0.451% -2.066% -82.077%
1324 Environmental Pollution Control Technical Skills Environmental 7 2,732 0.193% 0.584% 0.392% 203.110%
1325 Environmental Pollution Prevention Technical Skills Environmental 7 645 0.046% 0.044% -0.001% -2.426%
1326 Environmental Product Stewardship Technical Skills Environmental 11 45,477 3.209% 0.559% -2.650% -82.592%
1331 Environmental Science Technical Skills Environmental 2 182 0.013% 0.012% -0.001% -9.001%
1322 Environmental Technology Technical Skills Environmental 2 211 0.015% 0.016% 0.001% 9.889%
461 Expert system software Technical Skills Business applications 1 471 0.033% 0.037% 0.004% 12.522%
1359 Facebook Technical Skills Social Networking 1 146,175 10.315% 23.425% 13.110% 127.102%
463 Facilities management software Technical Skills Business applications 4 8,111 0.572% 0.215% -0.357% -62.429%
468 Flight control software Technical Skills Business applications 1 122 0.009% 0.005% -0.004% -45.699%
469 Flowchart software Technical Skills Business applications 5 4,338 0.306% 0.418% 0.112% 36.680%
1367 Forensic Technical Skills Information mgmt 2 47,586 3.358% 1.963% -1.395% -41.529%
1112 Fraud Detection Technical Skills Security 1 5,856 0.413% 0.603% 0.190% 45.935%
63 FrontPage Technical Skills Software development 1 865 0.061% 0.023% -0.038% -61.707%
475 Fund accounting software Technical Skills Business applications 1 538 0.038% 0.028% -0.010% -26.118%
1260 Gaming Technical Skills Misc 2 23,600 1.665% 0.533% -1.132% -67.999%
113 Generic databases Technical Skills Information mgmt 2 152,828 10.784% 14.307% 3.523% 32.666%
1365 Google Apps Technical Skills Business applications 4 2,594 0.183% 0.266% 0.083% 45.571%
1364 Google Plus Technical Skills Social Networking 1 8 0.001% 0.002% 0.002% 314.048%
1276 GPS/GIS/Survey software Technical Skills Business applications 31 107,423 7.580% 5.584% -1.996% -26.335%
484 Graphic software Technical Skills Business applications 16 132,021 9.316% 8.541% -0.775% -8.322%
1176 Graphical user interface (GUI) Technical Skills Software development 2 14,436 1.019% 0.517% -0.502% -49.291%
1323 Green IT Technical Skills Environmental 9 3,413 0.241% 0.075% -0.166% -68.943%
893 Guidance systems Technical Skills Hardware 1 67 0.005% 0.000% -0.005% -100.000%
1371 Hacking Technical Skills Information mgmt 5 6,831 0.482% 0.638% 0.156% 32.379%
895 Hardware description language (HDL) Technical Skills Hardware 2 103 0.007% 0.005% -0.003% -35.682%
1277 Hardware Design Technical Skills Hardware 19 6,134 0.433% 0.884% 0.451% 104.121%
1278 Hardware Testing Technical Skills Hardware 4 1,740 0.123% 0.030% -0.092% -75.252%
896 Hazardous materials (HAZMAT) Technical Skills Hardware 2 645 0.046% 0.044% -0.001% -2.426%
492 Helpdesk or call center Technical Skills Business applications 2 142,330 10.043% 5.682% -4.361% -43.424%
1377 Homeland Security Technical Skills Information mgmt 1 56,383 3.979% 1.435% -2.544% -63.929%
114 IBM databases Technical Skills Information mgmt 2 30,264 2.136% 2.337% 0.202% 9.450%
121 IBM operating systems Technical Skills Business applications 4 29,891 2.109% 1.248% -0.861% -40.825%
898 Image capture devices Technical Skills Hardware 8 6,303 0.445% 0.619% 0.175% 39.264%
524 Industrial control software Technical Skills Business applications 3 4,671 0.330% 0.732% 0.402% 121.960%
975 Information retrieval or search software Technical Skills Information mgmt 4 15,081 1.064% 1.265% 0.200% 18.825%
1375 Information Security Technical Skills Information mgmt 3 68,800 4.855% 8.651% 3.796% 78.185%
899 Infrared Technical Skills Hardware 1 2,965 0.209% 0.033% -0.177% -84.360%
1180 Installation Technical Skills Software development 1 119,360 8.423% 9.429% 1.006% 11.948%
901 Interface definition language (IDL) Technical Skills Hardware 1 175 0.012% 0.019% 0.006% 51.423%
536 Internet browser software Technical Skills Business applications 4 7,036 0.496% 0.905% 0.408% 82.190%
1393 Intrusion Detection Technical Skills Information mgmt 1 17,647 1.245% 1.641% 0.396% 31.767%
541 Inventory management software Technical Skills Business applications 3 6,596 0.465% 0.659% 0.194% 41.615%
1414 ISO 9000 Technical Skills Software development 1 1,579 0.111% 0.061% -0.051% -45.458%
73 IT Architecture/Standards Technical Skills Hardware 2 16,796 1.185% 1.386% 0.201% 16.947%
1357 Java ME Technical Skills Mobile Platforms 2 398 0.028% 0.009% -0.019% -66.710%
1035 Kernel Technical Skills Network 1 4,705 0.332% 0.192% -0.140% -42.271%
907 Lasers Technical Skills Hardware 1 317 0.022% 0.033% 0.010% 46.288%
1038 License management software Technical Skills Network 1 955 0.067% 0.143% 0.075% 111.576%
1361 LinkedIn Technical Skills Social Networking 1 14,077 0.993% 2.711% 1.718% 172.953%
908 Mainframe computers Technical Skills Hardware 2 66,912 4.722% 2.087% -2.634% -55.793%
124 Mainframe operating systems Technical Skills Business applications 8 20,315 1.434% 1.213% -0.220% -15.377%
1280 Mass Storage hardware & software Technical Skills Technical applications 8 29,121 2.055% 2.235% 0.180% 8.741%
580 Materials requirements planning logistics and supply chain software Technical Skills Business applications 7 7,376 0.520% 0.372% -0.149% -28.597%
1281 Medical software Technical Skills Business applications 9 11,655 0.822% 1.000% 0.178% 21.639%
115 Microsoft databases Technical Skills Information mgmt 5 155,859 10.998% 12.965% 1.967% 17.887%
119 Microsoft operating systems Technical Skills Business applications 4 234,207 16.527% 18.809% 2.282% 13.808%
1350 Mobile Platforms Technical Skills Mobile Platforms 1 3,435 0.242% 0.432% 0.190% 78.396%
625 Multimedia Technical Skills Business applications 1 123,698 8.729% 0.418% -8.310% -95.207%
1362 MySpace Technical Skills Social Networking 1 654 0.046% 0.005% -0.041% -89.870%
74 Network administration Technical Skills Hardware 17 164,968 11.641% 12.397% 0.757% 6.499%
1282 Network Administration software Technical Skills Network 18 77,330 5.457% 8.674% 3.217% 58.958%
1283 Network Hardware Technical Skills Network 11 53,323 3.763% 4.558% 0.795% 21.132%
1284 Network Monitoring software Technical Skills Network 15 31,746 2.240% 3.375% 1.135% 50.667%
1059 Network operation system software (NOS) Technical Skills Network 2 2,877 0.203% 0.108% -0.095% -47.039%
1122 Network security Technical Skills Security 1 43,444 3.066% 3.702% 0.637% 20.772%
1369 Network Security Technical Skills Information mgmt 1 7,124 0.503% 1.071% 0.568% 112.952%
1285 Network Security software Technical Skills Security 36 106,088 7.486% 13.141% 5.655% 75.535%
1286 Network software Technical Skills Network 6 19,910 1.405% 1.767% 0.362% 25.774%
1287 Network Testing Technical Skills Network 11 26,529 1.872% 1.667% -0.205% -10.976%
1065 Novell network software Technical Skills Network 2 1,769 0.125% 0.033% -0.092% -73.786%
643 Oberon Technical Skills Business applications 1 181 0.013% 0.012% -0.001% -8.498%
1413 Object Oriented Design Technical Skills Software development 2 18,153 1.281% 0.858% -0.423% -33.033%
41 Object Oriented Programming Technical Skills Software development 5 86,835 6.127% 7.258% 1.130% 18.442%
1288 Office Applications Technical Skills Business applications 13 244,881 17.280% 19.875% 2.595% 15.016%
71 Online Analytical Processing Technical Skills Information mgmt 2 10,907 0.770% 0.678% -0.092% -11.929%
116 Open-source databases Technical Skills Information mgmt 4 41,922 2.958% 4.602% 1.644% 55.577%
118 Open-source operating systems Technical Skills Business applications 8 137,540 9.705% 15.018% 5.312% 54.734%
56 Operating Systems Technical Skills Business applications 3 104,133 7.348% 10.623% 3.275% 44.573%
651 Optical character recognition (OCR) Technical Skills Business applications 3 832 0.059% 0.131% 0.072% 122.949%
117 Oracle databases Technical Skills Information mgmt 1 232,484 16.405% 14.447% -1.958% -11.934%
1354 Palm OS Technical Skills Mobile Platforms 3 282 0.020% 0.002% -0.018% -88.254%
1376 Penetration Testing Technical Skills Information mgmt 5 44,343 3.129% 6.465% 3.336% 106.618%
1289 Physical Tools Technical Skills Hardware 1 53 0.004% 0.005% 0.001% 24.996%
683 Point of sale (POS) Technical Skills Business applications 3 7,510 0.530% 0.725% 0.195% 36.729%
931 Printers Technical Skills Hardware 3 16,009 1.130% 1.854% 0.724% 64.078%
43 Programming Technical Skills Software development 1 235,980 16.652% 19.491% 2.839% 17.052%
700 Provisioning Technical Skills Business applications 1 18,637 1.315% 2.160% 0.845% 64.224%
1405 Rapid Application Development Technical Skills Software development 2 6,457 0.456% 0.273% -0.182% -39.980%
1258 Rate Control Technical Skills Technical applications 1 12 0.001% 0.002% 0.001% 176.032%
1209 Rational Rose XDE Developer Technical Skills Software development 4 13,176 0.930% 0.549% -0.380% -40.922%
1077 Remote control software Technical Skills Network 2 2,067 0.146% 0.257% 0.111% 76.276%
1214 Restructured extended executor (REXX) Technical Skills Software development 1 862 0.061% 0.072% 0.012% 19.123%
1379 Risk Analysis Technical Skills Information mgmt 1 9,520 0.672% 1.007% 0.336% 49.962%
1262 Robotics Technical Skills Hardware 3 3,031 0.214% 0.379% 0.165% 77.039%
1318 RSA Technical Skills Security 1 5,170 0.365% 0.725% 0.360% 98.615%
1216 Ruby/Ruby on Rails Technical Skills Software development 1 16,284 1.149% 2.330% 1.181% 102.803%
44 SDLC Technical Skills Software development 7 146,847 10.362% 16.226% 5.864% 56.588%
1132 Secure shell (SSH) Technical Skills Security 1 102 0.007% 0.002% -0.005% -67.526%
1317 Secure Sockets Layer (SSL) Technical Skills Security 3 16,392 1.157% 1.854% 0.697% 60.244%
76 Security Technical Skills Hardware 4 1,065,762 75.205% 94.033% 18.827% 25.035%
1382 Security Audit Technical Skills Information mgmt 1 1,668 0.118% 0.110% -0.008% -6.666%
1315 Security Clearance Technical Skills Misc 2 124,815 8.808% 9.794% 0.986% 11.196%
1381 Security Plan Technical Skills Information mgmt 1 1,802 0.127% 0.358% 0.230% 181.240%
1380 Security Policy Technical Skills Information mgmt 2 27,722 1.956% 3.899% 1.943% 99.302%
1135 Security testing software Technical Skills Security 1 3,527 0.249% 0.657% 0.408% 163.901%
60 Sharepoint Server Technical Skills Business applications 1 5,072 0.358% 0.348% -0.010% -2.692%
1084 Signal generators Technical Skills Network 1 261 0.018% 0.002% -0.016% -87.309%
1085 Simple network management protocol (SNMP) Technical Skills Network 1 9,980 0.704% 0.685% -0.019% -2.753%
1303 Simple Object Access Protocol (SOAP) Technical Skills Software development 1 30,609 2.160% 5.649% 3.490% 161.558%
1220 Simulation software Technical Skills Software development 5 14,520 1.025% 1.384% 0.359% 35.050%
1366 Social Network Technical Skills Social Networking 1 2,675 0.189% 0.874% 0.685% 363.114%
1358 Social Networking Technical Skills Social Networking 1 6,354 0.448% 0.068% -0.381% -84.882%
42 Software Development Technical Skills Software development 2 355,601 25.093% 19.732% -5.361% -21.364%
1291 Software Development software Technical Skills Software development 3 2,333 0.165% 0.131% -0.034% -20.491%
1309 Software Engineering Technical Skills Software development 1 210,349 14.843% 7.751% -7.093% -47.783%
1292 Software Installation Technical Skills Software development 4 139,581 9.850% 14.644% 4.794% 48.674%
1223 Software libraries Technical Skills Software development 1 193 0.014% 0.012% -0.002% -14.187%
1293 Software Maintenance Technical Skills Software development 1 6,517 0.460% 0.706% 0.246% 53.497%
1294 Software Testing Technical Skills Software development 14 116,318 8.208% 11.708% 3.500% 42.641%
1225 Source code management (SCM) Technical Skills Software development 5 31,982 2.257% 3.067% 0.810% 35.884%
1229 Static analysis software Technical Skills Software development 1 584 0.041% 0.145% 0.104% 251.657%
772 Statistical analysis software Technical Skills Business applications 26 117,890 8.319% 7.842% -0.477% -5.734%
774 Statistical software Technical Skills Business applications 1 38,818 2.739% 2.767% 0.028% 1.032%
1230 Stress testing software Technical Skills Software development 1 2,268 0.160% 0.089% -0.071% -44.502%
122 Sun operating systems Technical Skills Business applications 3 44,266 3.124% 2.230% -0.894% -28.613%
939 Surveillance systems Technical Skills Hardware 5 14,226 1.004% 0.891% -0.113% -11.288%
791 Symantec software Technical Skills Business applications 1 10,824 0.764% 0.608% -0.156% -20.434%
1355 Symbian Technical Skills Mobile Platforms 1 20 0.001% 0.000% -0.001% -100.000%
1310 System Administration Technical Skills Network 4 88,615 6.253% 7.566% 1.313% 20.997%
45 System Testing Technical Skills Software development 5 21,990 1.552% 2.403% 0.851% 54.849%
46 Systems Analysis Technical Skills Software development 8 111,942 7.899% 10.226% 2.327% 29.457%
47 Systems Design Technical Skills Software development 1 17,113 1.208% 1.288% 0.080% 6.651%
1233 Systems Evaluation Technical Skills Software development 1 416 0.029% 0.016% -0.013% -44.263%
1234 Systems integration Technical Skills Software development 8 90,865 6.412% 3.604% -2.808% -43.788%
75 TCP/IP Technical Skills Hardware 3 59,698 4.213% 5.289% 1.077% 25.564%
1235 Technology Design Technical Skills Software development 1 1,750 0.123% 0.101% -0.023% -18.610%
1236 Templates Technical Skills Software development 1 22,539 1.590% 1.954% 0.364% 22.860%
1239 Test implementation Technical Skills Software development 1 326 0.023% 0.035% 0.012% 52.410%
1302 Testing Technical Skills Software development 1 355,348 25.075% 34.581% 9.506% 37.912%
1297 Training software Technical Skills Business applications 3 2,173 0.153% 0.136% -0.018% -11.589%
57 Transaction Processing Systems Technical Skills Business applications 4 2,185 0.154% 0.140% -0.014% -9.042%
1360 Twitter Technical Skills Social Networking 1 25,012 1.765% 2.868% 1.103% 62.494%
1411 Unified Process Technical Skills Software development 1 3,214 0.227% 0.108% -0.119% -52.592%
123 UNIX operating systems Technical Skills Business applications 5 180,703 12.751% 10.507% -2.245% -17.604%
1298 UNIX Shells Technical Skills Business applications 4 30,192 2.130% 2.887% 0.756% 35.493%
1410 Use Case Technical Skills Software development 1 9,508 0.671% 0.697% 0.026% 3.817%
48 User-Interface Design Technical Skills Software development 2 90,100 6.358% 5.215% -1.143% -17.981%
836 Video creation and editing software Technical Skills Business applications 3 1,873 0.132% 0.129% -0.004% -2.733%
64 Visual Studio Technical Skills Software development 1 32,431 2.288% 2.520% 0.231% 10.103%
843 Voice dictation & recognition Technical Skills Business applications 2 2,407 0.170% 0.089% -0.081% -47.706%
77 Voice/Data Telecom Technical Skills Hardware 10 162,726 11.483% 6.753% -4.730% -41.193%
1299 Web Application Server Technical Skills Business applications 8 53,499 3.775% 3.555% -0.220% -5.828%
1248 Web platform development software Technical Skills Software development 5 2,965 0.209% 0.035% -0.174% -83.243%
65 web programmer Technical Skills Software development 4 58,292 4.113% 0.767% -3.347% -81.362%
58 Web servers Technical Skills Business applications 6 72,453 5.113% 6.276% 1.163% 22.752%
49 Web-based Application Development Technical Skills Software development 2 52,006 3.670% 3.151% -0.519% -14.143%
1356 Windows CE Technical Skills Mobile Platforms 4 4,167 0.294% 0.122% -0.173% -58.665%
1102 Wireless Technical Skills Network 5 46,787 3.302% 4.352% 1.051% 31.824%
1363 YouTube Technical Skills Social Networking 2 982 0.069% 0.178% 0.108% 156.355%
79 .NET Programming Skills Current 1 142,637 10.065% 9.375% -0.690% -6.855%
208 A mathematical programming language (AMPL) Programming Skills Legacy 1 40 0.003% 0.023% 0.021% 728.095%
209 A programming language (APL) Programming Skills Legacy 2 1,591 0.112% 0.091% -0.021% -18.804%
99 Ada Programming Skills Legacy 1 4,297 0.303% 0.517% 0.213% 70.360%
80 AJAX Programming Skills Current 1 47,007 3.317% 3.529% 0.212% 6.403%
210 Algorithmic language (ALGOL) Programming Skills Legacy 1 51 0.004% 0.000% -0.004% -100.000%
192 Apple AppleScript Programming Skills Current 1 142 0.010% 0.002% -0.008% -76.673%
81 ASP Programming Skills Current 2 75,857 5.353% 5.694% 0.341% 6.371%
108 Assembly Programming Skills Legacy 2 1,620 0.114% 0.051% -0.063% -55.017%
211 AWK Programming Skills Legacy 1 1,508 0.106% 0.129% 0.022% 20.810%
212 B Programming Skills Legacy 1 17,737 1.252% 1.269% 0.018% 1.405%
83 C# Programming Skills Current 2 123,231 8.696% 8.578% -0.118% -1.352%
82 C/C++ Programming Skills Current 3 145,787 10.287% 6.482% -3.806% -36.996%
193 Cascading Style Sheets (CSS) Programming Skills Current 2 67,240 4.745% 8.316% 3.572% 75.274%
215 Categorical abstract machine language (CAML) Programming Skills Legacy 1 384 0.027% 0.021% -0.006% -22.366%
84 CGI Programming Skills Current 2 13,081 0.923% 3.188% 2.265% 245.393%
217 Clipper Programming Skills Legacy 1 140 0.010% 0.005% -0.005% -52.680%
218 CLU Programming Skills Legacy 1 144 0.010% 0.002% -0.008% -76.997%
100 Cobol Programming Skills Legacy 1 9,806 0.692% 0.650% -0.042% -6.094%
85 ColdFusion Programming Skills Current 2 7,176 0.506% 0.215% -0.291% -57.534%
219 Combined programming language (CPL) Programming Skills Legacy 1 137 0.010% 0.002% -0.007% -75.822%
195 Component object model (COM) Programming Skills Current 1 51 0.004% 0.000% -0.004% -100.000%
125 Database programming Programming Skills Current 3 20,895 1.474% 1.550% 0.075% 5.102%
196 Distributed component object model (DCOM) Programming Skills Current 1 950 0.067% 0.014% -0.053% -79.080%
197 Document Object Model (DOM) Scripting Programming Skills Current 2 4,356 0.307% 0.196% -0.111% -36.125%
221 Extended self-containing Prolog (ESP) Programming Skills Legacy 1 2,047 0.144% 0.248% 0.103% 71.525%
199 Extensible stylesheet language (XSL) Programming Skills Current 4 8,746 0.617% 0.358% -0.260% -42.054%
109 Forth Programming Skills Legacy 1 4,804 0.339% 0.489% 0.150% 44.107%
102 Fortran Programming Skills Legacy 1 924 0.065% 0.030% -0.035% -53.397%
86 HTML/XHTML/DHTML Programming Skills Current 3 200,719 14.164% 11.584% -2.580% -18.213%
222 J Programming Skills Legacy 1 5,535 0.391% 0.386% -0.005% -1.257%
87 Java/J2EE/J2P Programming Skills Current 4 220,716 15.575% 17.023% 1.448% 9.299%
97 JavaScript Programming Skills Current 3 99,964 7.054% 13.162% 6.108% 86.587%
89 JavaServer Faces Programming Skills Current 3 8,730 0.616% 0.668% 0.052% 8.516%
88 JavaServer Pages Programming Skills Current 3 33,988 2.398% 1.886% -0.512% -21.352%
223 Job control language (JCL) Programming Skills Legacy 2 8,191 0.578% 0.486% -0.092% -15.886%
126 LAMP Programming Skills Current 1 9,946 0.702% 1.220% 0.518% 73.845%
104 Lisp Programming Skills Legacy 1 497 0.035% 0.051% 0.016% 46.625%
224 Lisp object-oriented programming system (LOOPS) Programming Skills Legacy 1 526 0.037% 0.077% 0.040% 107.811%
201 Microsoft ActiveX Programming Skills Current 1 966 0.068% 0.012% -0.056% -82.855%
107 Pascal Programming Skills Legacy 1 396 0.028% 0.002% -0.026% -91.635%
90 Perl Programming Skills Current 1 52,524 3.706% 3.812% 0.106% 2.858%
91 PHP Programming Skills Current 1 35,413 2.499% 3.564% 1.066% 42.642%
103 PL/1 Programming Skills Legacy 3 197 0.014% 0.019% 0.005% 34.513%
105 Prolog Programming Skills Legacy 1 672 0.047% 0.117% 0.069% 146.457%
95 Python Programming Skills Current 1 31,282 2.207% 5.687% 3.479% 157.625%
228 Register transfer language (RTL) Programming Skills Legacy 1 14,749 1.041% 1.718% 0.677% 65.069%
205 Scalable vector graphics (SVG) Programming Skills Current 1 231 0.016% 0.028% 0.012% 72.072%
206 Scripting languages Programming Skills Current 1 14,633 1.033% 1.802% 0.770% 74.526%
101 Smalltalk Programming Skills Legacy 1 177 0.012% 0.005% -0.008% -62.572%
92 SQL Programming Skills Current 3 342,192 24.147% 28.397% 4.250% 17.601%
110 TCL Programming Skills Legacy 1 1,907 0.135% 0.077% -0.057% -42.680%
98 Unified Modeling Language Programming Skills Current 2 27,411 1.934% 1.211% -0.723% -37.404%
93 Visual Basic Programming Skills Current 6 69,729 4.920% 4.997% 0.077% 1.563%
207 Web service definition language (WSDL) Programming Skills Current 2 7,300 0.515% 0.732% 0.216% 42.024%
94 XML Programming Skills Current 2 110,595 7.804% 8.120% 0.316% 4.048%
1342 Computer Science Majors Computer Science 2 466,420 32.913% 47.028% 14.115% 42.886%
1344 Information Technology Majors Information Technology 3 1,417,175 100.003% 100.093% 0.091% 0.091%
1343 Management Information Systems Majors Management Information Systems 9 273,455 19.296% 27.417% 8.121% 42.086%