Job Advertisement 5 Cluster Analysis

Back to Job Advertisement Cluster Analysis

5 Cluster Solution

Cluster Plot with 2 Major Principle Compontents

Within-cluster sum of squares The number of points in each cluster The between-cluster sum of squares The total sum of squares Total within-cluster sum of squares

Cluster1 69184.7871670548 25292 119028.627907048 931983.021823964 812954.393916916

Cluster2 260767.348930606 61441

Cluster3 181963.23756263 49864

Cluster4 150364.341147834 23937

Cluster5 150674.679108791 31824

Interpretation: The maximum value of the cell is 1. The bigger the centroid value, that keyword is more common in the cluster. Focus on the Cluster with relatively higher value in Higher Diploma.

Dowload Results

Name Group Cluster1 Cluster2 Cluster3 Cluster4 Cluster5

23 Audio Visual System Broadcasting 0.000672 0.000195 0.00008 0.000042 0.000251

327 streaming media Broadcasting 0.000000 0.000488 0.00054 0.000251 0.000723

352 TV Broadcasting 0.004784 0.018945 0.01985 0.009483 0.012192

363 video processing Broadcasting 0.000079 0.000342 0.00054 0.000084 0.000471

364 video production Broadcasting 0.000356 0.000716 0.00293 0.002381 0.000440

28 BI Business applications 0.012455 0.039208 0.01450 0.058779 0.030323

64 CRM Business applications 0.017476 0.035432 0.01863 0.054518 0.019105

75 Datamining Business applications 0.000000 0.000033 0.00000 0.000000 0.000000

84 DMS Business applications 0.001186 0.003027 0.00104 0.001588 0.002231

98 ECM Business applications 0.002293 0.006673 0.00098 0.001755 0.006662

99 e-commerce Business applications 0.014313 0.046386 0.03004 0.049505 0.039938

100 EDI Business applications 0.001858 0.006722 0.00185 0.009985 0.007007

104 ERP Business applications 0.037601 0.052929 0.03124 0.103146 0.048265

126 GIS Business applications 0.001147 0.002669 0.00182 0.007770 0.002357

260 POS Business applications 0.010754 0.012353 0.01560 0.022476 0.010495

36 CCIE Certification 0.002570 0.005338 0.00154 0.001880 0.006944

37 CCNA Certification 0.024514 0.022347 0.03556 0.013160 0.027589

38 CCNP Certification 0.010952 0.016325 0.00989 0.007186 0.015177

39 CCSA Certification 0.000000 0.000358 0.00024 0.000209 0.000597

40 CCSE Certification 0.000040 0.000423 0.00038 0.000042 0.000220

49 CISA Certification 0.002768 0.006657 0.00205 0.001922 0.004619

50 CISM Certification 0.000237 0.002181 0.00040 0.000209 0.001760

51 CISSP Certification 0.003558 0.009082 0.00385 0.001379 0.006065

56 CLP Certification 0.001819 0.002653 0.00217 0.001880 0.001917

153 ITIL Foundation Certification 0.016962 0.028938 0.01388 0.013953 0.023850

166 JNCIS Certification 0.000079 0.000602 0.00010 0.000000 0.000346

190 LPI Certification 0.000791 0.001709 0.00247 0.000292 0.001225

201 MCDBA Certification 0.000237 0.000553 0.00044 0.001546 0.000346

202 MCITP Certification 0.003638 0.009261 0.01753 0.007353 0.007981

203 MCP Certification 0.010478 0.003809 0.01265 0.005849 0.006630

204 MCSE Certification 0.028072 0.021549 0.03502 0.028241 0.028940

233 OCA Certification 0.000514 0.000521 0.00042 0.002883 0.000723

234 OCP Certification 0.000316 0.001693 0.00042 0.005849 0.001351

258 PMP Certification 0.006642 0.018229 0.00239 0.004470 0.014360

265 PRINCE Certification 0.002293 0.004443 0.00207 0.002423 0.006127

375 VMware Certified Professional Certification 0.002333 0.001237 0.00092 0.000877 0.000691

12 Amazon Web Services Cloud Computing 0.000079 0.000439 0.00034 0.000460 0.001414

55 Cloud Computing Cloud Computing 0.005180 0.010888 0.00371 0.003509 0.009458

147 IaaS Cloud Computing 0.000474 0.001286 0.00052 0.001922 0.000817

256 PaaS Cloud Computing 0.000079 0.000358 0.00028 0.000125 0.001006

315 SaaS Cloud Computing 0.001186 0.005436 0.00056 0.004804 0.005279

387 Window Azure Cloud Computing 0.000158 0.001937 0.00000 0.000668 0.000283

74 Database Database Related 0.060454 0.154180 0.10789 0.377366 0.144011

76 DB2 Database Related 0.002807 0.012825 0.00373 0.019844 0.011155

162 JDBC Database Related 0.000119 0.000765 0.00018 0.000084 0.000408

208 Microsoft SQL Database Related 0.024395 0.000000 0.00000 0.664035 0.000000

222 MySQL Database Related 0.016646 0.029573 0.04312 0.070518 0.035319

235 ODBC Database Related 0.000435 0.000309 0.00010 0.000460 0.000031

236 OLAP Database Related 0.000277 0.002637 0.00042 0.009943 0.003331

239 Oracle Database Database Related 0.005219 0.022135 0.01233 0.042152 0.024918

255 PL/SQL Database Related 0.004468 0.021419 0.00794 0.034549 0.010778

261 PostgreSQL Database Related 0.000474 0.002327 0.00072 0.002339 0.000597

266 Pro*C Database Related 0.000000 0.000977 0.00014 0.000167 0.000534

267 PROGRESS database Database Related 0.000000 0.000488 0.00000 0.000125 0.000283

273 RDBMS Database Related 0.003796 0.014388 0.00852 0.053599 0.015837

321 SQL Database Related 0.058517 0.011426 0.03491 0.999206 0.068188

322 SQL*Plus Database Related 0.000000 0.000016 0.00002 0.000084 0.000189

323 SQLite Database Related 0.000040 0.001400 0.00106 0.000668 0.001131

326 Stored Procedure Database Related 0.000237 0.000618 0.00080 0.016627 0.004211

332 Sybase Database Related 0.001502 0.003678 0.00319 0.014246 0.005279

333 T-SQL Database Related 0.000277 0.000977 0.00108 0.008689 0.001791

8 After Effects Design Tools 0.000198 0.000277 0.00072 0.000501 0.000346

91 Dreamwaver Design Tools 0.000119 0.000016 0.00034 0.000000 0.000094

113 Final Cut Pro Design Tools 0.000000 0.000212 0.00062 0.000042 0.000189

119 Freehand Design Tools 0.000514 0.000244 0.00072 0.000334 0.000126

143 Illustrator Design Tools 0.003558 0.005452 0.01003 0.002465 0.006285

144 In-Design Design Tools 0.000316 0.000016 0.00002 0.000000 0.000063

199 3D Max Design Tools 0.001463 0.000081 0.00016 0.000042 0.000157

200 Maya Design Tools 0.000158 0.000146 0.00239 0.000000 0.001006

251 Photoshop Design Tools 0.009489 0.006999 0.01570 0.009191 0.009961

264 Premiere Design Tools 0.000277 0.000667 0.00100 0.000460 0.000220

14 Ant Development Tools 0.000198 0.000570 0.00014 0.000668 0.000063

66 Crystal Report Development Tools 0.005852 0.008057 0.00780 0.059364 0.009835

157 Jasper Report Development Tools 0.000000 0.000960 0.00024 0.002089 0.000503

161 Jbuilder Development Tools 0.000000 0.001872 0.00002 0.001755 0.000408

164 JDK Development Tools 0.000000 0.000309 0.00004 0.001253 0.000157

194 Makefile Development Tools 0.000000 0.000505 0.00002 0.000000 0.000377

276 Reporting services Development Tools 0.001502 0.000830 0.00044 0.023061 0.001414

301 SharePoint Designer Development Tools 0.000000 0.000081 0.00006 0.001295 0.000251

22 Associate Degree Education 0.006366 0.033658 0.02130 0.041818 0.004211

44 Certification Education 0.027954 0.056233 0.02796 0.034465 0.048265

78 Degree Education 0.151194 0.875165 0.16946 0.728830 0.699472

86 Doctor Education 0.000198 0.002360 0.00114 0.000334 0.002042

133 Higher Diploma Education 0.245097 0.131004 0.61186 0.404854 0.254274

196 Master Education 0.007749 0.019075 0.00545 0.007645 0.019168

29 BizTalk Enterprise Server 0.000198 0.000651 0.00002 0.002423 0.000157

61 Cognos Enterprise Server 0.001740 0.006038 0.00120 0.010319 0.005970

93 Dynamics Axapta Enterprise Server 0.000119 0.000358 0.00012 0.000125 0.000157

94 Dynamics CRM Enterprise Server 0.000593 0.001807 0.00092 0.003885 0.000566

95 Dynamics NAV Enterprise Server 0.000435 0.001449 0.00070 0.002715 0.000817

137 Hyperion Enterprise Server 0.001344 0.002637 0.00116 0.003635 0.005970

140 IBM Blade Enterprise Server 0.000119 0.000228 0.00004 0.000501 0.000126

141 IBM MQ Enterprise Server 0.000119 0.001123 0.00008 0.000668 0.000408

160 Jboss Enterprise Server 0.000791 0.003646 0.00313 0.007353 0.006473

170 jrun Enterprise Server 0.000040 0.000439 0.00000 0.001044 0.000063

189 Lotus Notes Enterprise Server 0.017555 0.016341 0.01859 0.017254 0.018602

207 Microsoft Dynamics Enterprise Server 0.003914 0.008740 0.00487 0.015917 0.003614

216 MSMQ Enterprise Server 0.000000 0.000065 0.00000 0.000209 0.000000

240 Oracle EBS Enterprise Server 0.002214 0.008138 0.00217 0.006475 0.004116

241 Oracle ERP Enterprise Server 0.001898 0.004476 0.00136 0.006183 0.003834

288 Salesforce Enterprise Server 0.000237 0.000928 0.00012 0.000543 0.001225

291 SAP Enterprise Server 0.023169 0.049918 0.01813 0.046038 0.038273

300 SharePoint Enterprise Server 0.009252 0.024023 0.01187 0.052931 0.016308

306 Siebel Enterprise Server 0.000158 0.001953 0.00096 0.001295 0.002137

384 Weblogic Enterprise Server 0.001186 0.008252 0.00341 0.014789 0.008736

385 Websphere Enterprise Server 0.003124 0.019515 0.00756 0.031541 0.019953

6 ADO.NET Framework 0.000040 0.000244 0.00020 0.001337 0.000943

18 Applet Framework 0.000040 0.000033 0.00060 0.001588 0.002105

33 CakePHP Framework 0.000040 0.000065 0.00012 0.000209 0.000346

101 EJB Framework 0.000435 0.002946 0.00187 0.002924 0.004431

103 Entity Framework Framework 0.000040 0.000065 0.00004 0.001671 0.000000

110 Facelets Framework 0.000119 0.000212 0.00000 0.001044 0.000063

128 Google Web Toolkit Framework 0.000158 0.000244 0.00014 0.000209 0.000974

132 Hibernate Framework 0.000909 0.013525 0.00768 0.009609 0.011784

139 iBatis Framework 0.000000 0.000749 0.00154 0.002172 0.001414

155 J2EE Framework 0.005219 0.045507 0.02244 0.064336 0.045595

165 Jmeter Framework 0.000000 0.000570 0.00006 0.000460 0.000408

168 JPA Framework 0.000435 0.000846 0.00028 0.000752 0.000126

171 JSF Framework 0.000198 0.002523 0.00070 0.001588 0.001037

174 Junit Framework 0.000237 0.000944 0.00016 0.000627 0.000220

206 Microsoft .NET Framework 0.018504 0.065933 0.03850 0.201153 0.055493

219 MVC Framework 0.001582 0.008398 0.00784 0.012491 0.007730

228 node.js Framework 0.000000 0.000212 0.00056 0.000000 0.000220

277 RichFaces Framework 0.000040 0.000049 0.00014 0.000000 0.000031

281 Ruby on Rails Framework 0.000277 0.000684 0.00106 0.000627 0.000754

307 Silverlight Framework 0.000040 0.002799 0.00174 0.005682 0.000660

310 Smarty Framework 0.000000 0.000179 0.00008 0.000877 0.000000

319 Spring Framework 0.001858 0.009879 0.00734 0.015833 0.013732

328 Struts Framework 0.001107 0.004232 0.00505 0.008439 0.005405

330 Swing Framework 0.002214 0.004134 0.00253 0.003927 0.002797

381 WCF Framework 0.000040 0.001416 0.00010 0.006559 0.000251

389 Windows Forms Framework 0.000079 0.000163 0.00024 0.002799 0.000408

395 WPF Framework 0.000237 0.001872 0.00110 0.004428 0.001885

406 Yii Framework 0.000119 0.000765 0.00026 0.000000 0.000251

410 Zend Framework 0.000119 0.000326 0.00046 0.000334 0.000377

45 Cg Game 0.000158 0.000098 0.00010 0.000000 0.000126

69 CUDA Game 0.000356 0.000472 0.00008 0.000000 0.000063

83 DirectX Game 0.000395 0.000570 0.00036 0.000084 0.000251

124 Game Game 0.012850 0.016943 0.03010 0.007687 0.024227

125 Game Engine Game 0.000514 0.000830 0.00040 0.000167 0.001068

238 OpenGL Game 0.000712 0.002718 0.00191 0.000418 0.002388

257 PlayStation Game 0.000119 0.001286 0.00010 0.000000 0.002420

297 Shader Game 0.000040 0.000016 0.00006 0.000000 0.000063

356 UNITY Game 0.000514 0.000814 0.00164 0.000334 0.002105

397 xbox Game 0.000000 0.001953 0.00066 0.000209 0.000440

400 XNA Game 0.000000 0.000033 0.00000 0.000000 0.000031

97 Eclipse IDE 0.000949 0.006592 0.00217 0.008397 0.003802

163 Jdeveloper IDE 0.000079 0.000407 0.00014 0.000334 0.000126

221 MyEclipse IDE 0.000000 0.000212 0.00006 0.003217 0.000220

224 Netbean IDE 0.000000 0.000000 0.00002 0.000000 0.000031

372 Visual Studio IDE 0.003993 0.006006 0.00558 0.041776 0.003645

386 WebSphere WAS IDE 0.003124 0.019515 0.00756 0.031541 0.019953

398 Xcode IDE 0.001305 0.002132 0.00349 0.001629 0.003896

88 Dojo Javascript Framework 0.000909 0.000407 0.00090 0.000000 0.001257

108 Ext JS Javascript Framework 0.000000 0.000114 0.00034 0.000084 0.000000

169 Jquery Javascript Framework 0.003519 0.009961 0.01634 0.018131 0.013575

213 Mootools Javascript Framework 0.000000 0.000033 0.00022 0.000000 0.000063

409 YUI Javascript Framework 0.000000 0.000098 0.00000 0.000376 0.000063

120 Freelance Job Nature 0.000672 0.002327 0.00269 0.001128 0.001823

123 Full Time Job Nature 0.041238 0.000000 0.06588 0.214145 1.000000

148 Internship Job Nature 0.006880 0.008382 0.00535 0.001880 0.001917

245 Part Time Job Nature 0.008303 0.013704 0.01895 0.008355 0.006347

34 Cantonese Language 0.841926 0.070067 0.01600 0.113465 0.080380

102 English Language 0.795153 0.684396 0.14814 0.521160 0.554801

195 Mandarin Language 0.760636 0.151658 0.04189 0.158165 0.152244

1 Aberdeen Location 0.002530 0.001986 0.00164 0.005389 0.002734

5 Admiralty Location 0.002886 0.003695 0.00329 0.005347 0.002985

9 Airport Area Location 0.000791 0.001855 0.00148 0.001086 0.002482

35 Causeway Bay Location 0.008975 0.012321 0.01123 0.007938 0.010527

42 Central Location 0.040250 0.088198 0.04107 0.079918 0.144953

43 Central & Western Area Location 0.022141 0.059618 0.02190 0.057401 0.126225

46 Chai Wan Location 0.004072 0.003271 0.00469 0.009316 0.003425

47 Cheung Chau Area Location 0.000000 0.000033 0.00002 0.000000 0.000000

48 Cheung Sha Wan Location 0.003005 0.005013 0.00882 0.004512 0.005059

96 Eastern Area Location 0.011150 0.014339 0.01031 0.018674 0.022499

111 Fanling Location 0.000474 0.000081 0.00082 0.000376 0.000723

136 Hung Hom Location 0.003084 0.005273 0.00465 0.010068 0.007604

175 Kowloon Bay Location 0.014787 0.019629 0.01975 0.013368 0.022247

176 Kowloon City Location 0.001384 0.002962 0.00217 0.005055 0.005342

177 Kowloon City Area Location 0.000277 0.002083 0.00138 0.002715 0.004022

178 Kwai Fong Location 0.002847 0.002865 0.00215 0.001295 0.002671

179 Kwai Hing Location 0.003282 0.004004 0.00361 0.003384 0.003865

180 Kwai Tsing Area Location 0.006524 0.010823 0.00929 0.007938 0.016591

181 Kwun Tong Location 0.044836 0.073111 0.08068 0.065631 0.054519

182 Kwun Tong Area Location 0.017674 0.034586 0.03135 0.034215 0.038964

183 Lai Chi Kok Location 0.007749 0.011279 0.01374 0.013536 0.011406

186 Lantau Island Location 0.000870 0.001351 0.00062 0.001295 0.006033

211 Mong Kok Location 0.007829 0.002816 0.00511 0.002674 0.003394

226 Ngau Tau Kok Location 0.001779 0.002181 0.00142 0.002047 0.002734

229 North Point Location 0.007433 0.006706 0.00828 0.009776 0.008390

230 Northern NT Area Location 0.000040 0.000098 0.00014 0.000460 0.000503

243 Overseas Location 0.027440 0.060644 0.02032 0.038434 0.047700

259 Pok Fu Lam Location 0.000395 0.001872 0.00197 0.001044 0.002765

271 Quarry Bay Location 0.010359 0.030550 0.02142 0.018925 0.019011

283 Sai Kung Location 0.000040 0.000146 0.00006 0.000334 0.000660

284 Sai Kung Area Location 0.000000 0.000000 0.00000 0.000334 0.000377

285 Sai Wan Location 0.000712 0.000586 0.00080 0.000292 0.000346

286 Sai Wan Ho Location 0.000158 0.000049 0.00012 0.000000 0.000189

287 Sai Ying Pun Location 0.000079 0.000212 0.00036 0.000042 0.000126

298 Sham Shui Po Location 0.002135 0.003450 0.00467 0.002214 0.004619

299 Sham Shui Po Area Location 0.001226 0.002197 0.00285 0.001880 0.004148

302 Shatin Area Location 0.006049 0.015576 0.01033 0.014204 0.024290

303 Shau Kei Wan Location 0.000909 0.001367 0.00203 0.002214 0.000157

304 Sheung Shui Location 0.000079 0.000130 0.00038 0.000919 0.000283

305 Sheung Wan Location 0.005575 0.008398 0.00868 0.014037 0.009364

309 Siu Sai Wan Location 0.000514 0.000488 0.00050 0.000251 0.000031

317 Southern Area Location 0.001107 0.001742 0.00219 0.004011 0.005153

334 Tai Koo Location 0.001819 0.003906 0.00138 0.004303 0.002608

335 Tai Po Area Location 0.001502 0.004818 0.00231 0.003175 0.012286

341 Tin Hau Location 0.000040 0.002246 0.00168 0.000752 0.000974

342 Tin Shui Wai Location 0.000277 0.000000 0.00026 0.000042 0.000000

343 To Kwa Wan Location 0.000040 0.000228 0.00064 0.000042 0.000408

346 Tseung Kwan O Location 0.001621 0.003516 0.00273 0.000877 0.001728

347 Tsim Sha Tsui Location 0.009489 0.013004 0.01129 0.018298 0.020299

348 Tsing Yi Location 0.002451 0.005680 0.00160 0.002883 0.001477

349 Tsuen Wan Area Location 0.003677 0.006413 0.00991 0.010193 0.012035

350 Tuen Mun Area Location 0.000791 0.000407 0.00096 0.001170 0.000943

351 Tung Chung Location 0.000514 0.000407 0.00032 0.000418 0.001194

378 Wan Chai Location 0.011782 0.031087 0.02146 0.034925 0.047197

379 Wan Chai Area Location 0.005891 0.017138 0.01145 0.020679 0.032460

393 Wong Tai Sin Area Location 0.000712 0.001921 0.00164 0.001963 0.003928

404 Yau Ma Tei Location 0.000395 0.000114 0.00062 0.001128 0.000189

405 Yau Tsim Mong Area Location 0.003914 0.006999 0.00750 0.013410 0.017974

407 Yuen Long Location 0.001621 0.000618 0.00148 0.002047 0.002262

408 Yuen Long Area Location 0.000435 0.000212 0.00056 0.000794 0.001194

13 android Mobile 0.010873 0.031868 0.04474 0.036721 0.043803

30 Blackberry Mobile 0.006603 0.007047 0.00574 0.004763 0.009521

60 Cocoa Mobile 0.000040 0.000195 0.00040 0.000209 0.001383

150 iOS Mobile 0.012534 0.033382 0.05000 0.041943 0.049648

156 J2ME Mobile 0.000119 0.000456 0.00054 0.001546 0.000283

209 mobile application Mobile 0.013166 0.039094 0.04741 0.048544 0.045752

232 Objective-C Mobile 0.003124 0.008626 0.01701 0.009985 0.014549

250 phonegap Mobile 0.000119 0.000049 0.00022 0.000042 0.000094

354 UIKit Mobile 0.000040 0.000081 0.00018 0.000000 0.000754

392 winphone Mobile 0.000079 0.000537 0.00158 0.001379 0.000534

81 DHCP Networking 0.001463 0.002230 0.00064 0.001253 0.002954

85 DNS Networking 0.002926 0.005713 0.00445 0.004637 0.005939

114 Firewall Networking 0.021430 0.022379 0.02168 0.023478 0.024290

151 IPS Networking 0.000751 0.002181 0.00221 0.000334 0.003645

152 IPv6 Networking 0.000119 0.000716 0.00008 0.000000 0.000408

185 LAN/WAN Networking 0.013087 0.009814 0.01163 0.009650 0.016057

225 NFS Networking 0.000079 0.000212 0.00004 0.000000 0.000251

227 NIS Networking 0.000000 0.000244 0.00016 0.000000 0.000094

268 Proxy Networking 0.002214 0.002767 0.00201 0.001420 0.003834

278 Routers Networking 0.006603 0.004769 0.00471 0.004846 0.006096

331 Switches Networking 0.005812 0.007877 0.00521 0.007018 0.012443

337 TCP/IP Networking 0.020678 0.020035 0.02545 0.013828 0.023316

373 VLANs Networking 0.000119 0.000049 0.00004 0.000000 0.000094

376 VoIP Networking 0.003361 0.007064 0.00537 0.004345 0.010684

377 VPN Networking 0.014392 0.011832 0.01416 0.011739 0.013826

2 Access Office Task 0.025304 0.044937 0.03048 0.046288 0.045029

105 Excel Office Task 0.023604 0.045735 0.02581 0.046038 0.036042

106 Excel Macro Office Task 0.002649 0.006136 0.00592 0.020972 0.008893

215 MS Project Office Task 0.000791 0.001888 0.00040 0.002214 0.002922

242 Outlook Office Task 0.011387 0.004053 0.01027 0.002924 0.006662

263 PowerPoint Office Task 0.008263 0.012370 0.00560 0.004971 0.008736

366 Visio Office Task 0.001582 0.002539 0.00128 0.002799 0.002828

53 CiviCRM Open Source 0.000000 0.000179 0.00030 0.000042 0.000000

58 CMS Open Source 0.004112 0.005517 0.01031 0.006308 0.007636

92 Drupal Open Source 0.001502 0.002572 0.00379 0.003969 0.003048

167 Joomla Open Source 0.001344 0.000798 0.00154 0.001253 0.001980

212 MOODLE Open Source 0.000000 0.000260 0.00010 0.000501 0.000377

237 Open Source Open Source 0.003203 0.007943 0.00698 0.006517 0.007919

253 phpMyAdmin Open Source 0.000000 0.000000 0.00004 0.000000 0.000000

394 Wordpress Open Source 0.001700 0.001986 0.00263 0.001003 0.001854

10 AIX Operation System 0.003875 0.015023 0.00967 0.017546 0.015900

19 AS/400 Operation System 0.000316 0.003092 0.00142 0.005890 0.002797

41 CentOS Operation System 0.000198 0.000716 0.00022 0.000961 0.000408

112 Fedora Operation System 0.000435 0.000374 0.00006 0.000084 0.000880

188 Linux Operation System 0.052032 0.101154 0.08379 0.098843 0.092917

191 Mac OS Operation System 0.003124 0.001676 0.00385 0.006183 0.004839

193 mainframe Operation System 0.001661 0.012386 0.00714 0.008815 0.009898

220 MVS Operation System 0.000237 0.000618 0.00050 0.001755 0.001760

274 Redhat Operation System 0.002451 0.003629 0.00233 0.002005 0.004493

316 Solaris Operation System 0.004072 0.011946 0.00736 0.010193 0.010307

357 UNIX Operation System 0.025265 0.075406 0.05130 0.080378 0.081637

391 Windows Server Operation System 0.033607 0.030371 0.03704 0.054351 0.045563

402 xSeries Operation System 0.000000 0.000049 0.00006 0.000042 0.000000

411 zOS Operation System 0.000000 0.000098 0.00000 0.000000 0.000346

70 Data Center Other Target 0.023525 0.034212 0.03560 0.024982 0.022876

71 data migration Other Target 0.002530 0.002181 0.00156 0.002465 0.004054

121 Fresh graduate Other Target 0.038233 0.049543 0.07857 0.088440 0.069382

129 government project Other Target 0.000356 0.002767 0.00213 0.003635 0.005122

131 hacking Other Target 0.000356 0.000798 0.00020 0.000668 0.001697

145 in-house Other Target 0.031196 0.036393 0.03453 0.073317 0.038179

154 IVE Other Target 0.004072 0.001904 0.00718 0.001044 0.002482

218 Multimedia Other Target 0.022102 0.029622 0.06762 0.019301 0.022090

247 PC Assembly Other Target 0.000040 0.000000 0.00046 0.000000 0.000031

21 Assembly language Programming Language 0.000000 0.000521 0.00004 0.000000 0.000534

25 Bash Programming Language 0.000514 0.001530 0.00036 0.000251 0.000943

26 Batch (Windows/Dos) Programming Language 0.005535 0.007682 0.01211 0.007478 0.008044

31 C Programming Language 0.008343 0.022363 0.01378 0.012115 0.027903

32 C++ Programming Language 0.009568 0.034114 0.01791 0.029243 0.037990

59 COBO Programming Language 0.000514 0.005859 0.00341 0.009316 0.006850

62 ColdFusion Programming Language 0.000000 0.000537 0.00020 0.002841 0.000786

79 Delphi Programming Language 0.001265 0.003060 0.00401 0.007478 0.002545

117 Fortress Programming Language 0.000040 0.001042 0.00154 0.001546 0.000189

118 FoxPro Programming Language 0.000554 0.001872 0.00201 0.003802 0.001194

146 IBM Informix-4GL Programming Language 0.000633 0.002100 0.00094 0.001838 0.002765

158 Java Programming Language 0.045311 0.138670 0.11640 0.215817 0.138889

197 MATLAB Programming Language 0.000158 0.000635 0.00022 0.000084 0.000440

198 Max Programming Language 0.002610 0.000553 0.00197 0.000543 0.001445

205 Mercury Programming Language 0.000079 0.000065 0.00016 0.000251 0.000408

246 Pascal Programming Language 0.000000 0.000016 0.00004 0.000961 0.000314

248 PEARL Programming Language 0.000435 0.000863 0.00094 0.000543 0.000314

249 Perl Programming Language 0.001740 0.007357 0.00315 0.007478 0.008673

254 Pico Programming Language 0.000395 0.000277 0.00044 0.000084 0.000126

262 PowerBuilder Programming Language 0.001542 0.003076 0.00379 0.012909 0.002859

269 Python Programming Language 0.001423 0.004411 0.00335 0.002507 0.003959

270 Qi Programming Language 0.000000 0.000863 0.00042 0.002005 0.000000

272 R Programming Language 0.000751 0.002279 0.00128 0.002005 0.001885

279 IBM RPG Programming Language 0.001226 0.004427 0.00164 0.003300 0.002671

280 Ruby Programming Language 0.001502 0.002262 0.00152 0.001838 0.002828

282 S Programming Language 0.016369 0.003581 0.00311 0.002005 0.004368

292 SAS Programming Language 0.001384 0.007080 0.00231 0.009233 0.005813

293 Scala Programming Language 0.000000 0.000130 0.00006 0.000084 0.000314

320 SPSS Programming Language 0.000158 0.001318 0.00000 0.000919 0.000597

336 Tcl Programming Language 0.000040 0.000179 0.00030 0.000292 0.000471

359 Unix shell Programming Language 0.001186 0.007275 0.00160 0.009274 0.007102

360 VBScript Programming Language 0.000435 0.000163 0.00030 0.002381 0.000189

361 Verilog Programming Language 0.000079 0.000130 0.00058 0.000000 0.000063

367 Visual Basic Programming Language 0.008896 0.013102 0.01079 0.067469 0.012192

368 Visual Basic .NET Programming Language 0.002807 0.005534 0.00722 0.046455 0.005970

369 Visual C++ Programming Language 0.000712 0.002588 0.00102 0.003551 0.002482

370 Visual C# Programming Language 0.010952 0.021224 0.02164 0.085391 0.023284

371 Visual FoxPro Programming Language 0.000395 0.001660 0.00044 0.001462 0.000723

54 client / server Programming Skills 0.000316 0.000456 0.00030 0.003133 0.000597

73 data structures Programming Skills 0.000079 0.000700 0.00034 0.002715 0.000817

80 design patterns Programming Skills 0.000079 0.007682 0.00134 0.005055 0.004085

130 GUI programming Programming Skills 0.000000 0.000146 0.00004 0.001170 0.000000

214 MQ Programming Skills 0.001107 0.006689 0.00158 0.009024 0.004274

217 multi-threaded Programming Skills 0.000119 0.003271 0.00128 0.001003 0.001163

231 Object-oriented Programming Programming Skills 0.003084 0.016731 0.00973 0.025400 0.012695

311 SOA Programming Skills 0.001858 0.004883 0.00154 0.005974 0.004902

314 socket programming Programming Skills 0.000554 0.002572 0.00032 0.003133 0.004368

345 transactions Programming Skills 0.001265 0.002441 0.00100 0.002715 0.004871

4 Active Directory Server Technique 0.015262 0.014355 0.01386 0.026236 0.019199

15 anti-spam Server Technique 0.003005 0.002018 0.00164 0.002089 0.005090

16 anti-virus Server Technique 0.003875 0.004899 0.00431 0.006308 0.008673

24 backup/restore Server Technique 0.000554 0.001514 0.00136 0.000919 0.000597

27 batch jobs Server Technique 0.000474 0.000684 0.00287 0.000418 0.001006

57 clustering Server Technique 0.002333 0.003760 0.00247 0.009065 0.004525

72 data recovery Server Technique 0.000158 0.000700 0.00030 0.001086 0.000126

90 DOS Server Technique 0.000119 0.001823 0.00050 0.000501 0.000094

107 Exchange Email Server Server Technique 0.000000 0.000033 0.00042 0.001170 0.000157

122 FTP Server Server Technique 0.000158 0.000000 0.00002 0.000167 0.000189

149 intrusion detection Server Technique 0.001423 0.000977 0.00028 0.000836 0.002105

187 LDAP Server Technique 0.000751 0.001937 0.00176 0.003008 0.001665

192 mail server Server Technique 0.002649 0.000960 0.00309 0.004387 0.002357

223 NAS Server Technique 0.001384 0.003532 0.00291 0.005389 0.002545

244 PABX Server Technique 0.004270 0.004167 0.00397 0.004428 0.001540

275 redundancy Server Technique 0.000000 0.000456 0.00014 0.000919 0.000943

289 Samba Server Technique 0.000079 0.000033 0.00090 0.000710 0.000220

290 SAN Server Technique 0.015025 0.029264 0.01659 0.024899 0.029412

318 Spam Server Technique 0.000356 0.000570 0.00066 0.002507 0.000691

324 SSL Server Technique 0.001621 0.002393 0.00096 0.003760 0.005342

358 Unix script Server Technique 0.000079 0.001172 0.00090 0.001212 0.001225

388 Windows domain Server Technique 0.000198 0.001432 0.00012 0.000627 0.001571

390 Windows scripting Server Technique 0.000672 0.000635 0.00004 0.002047 0.001823

63 continuous integration Software Engineeing 0.000198 0.000651 0.00006 0.000084 0.000880

77 Debugging Software Engineeing 0.007710 0.015023 0.01015 0.027990 0.013323

87 Documentation Software Engineeing 0.062549 0.142364 0.08768 0.268664 0.128896

127 Git Software Engineeing 0.000316 0.001546 0.00078 0.000376 0.001414

294 SDLC Software Engineeing 0.004349 0.025309 0.00760 0.039061 0.017817

308 SIT Software Engineeing 0.001068 0.003678 0.00068 0.002715 0.003331

325 staging Software Engineeing 0.000672 0.000863 0.00026 0.000836 0.001791

329 Subversion Software Engineeing 0.000079 0.001921 0.00076 0.001420 0.001477

338 test automation Software Engineeing 0.000751 0.003044 0.00042 0.000752 0.002294

339 Testing Software Engineeing 0.075360 0.181052 0.11395 0.280737 0.161639

340 testing plan Software Engineeing 0.000435 0.002165 0.00052 0.001337 0.001257

353 UAT Software Engineeing 0.007512 0.028694 0.01296 0.042821 0.029035

355 UML Software Engineeing 0.000830 0.005176 0.00195 0.013494 0.004965

362 Version control Software Engineeing 0.000672 0.001416 0.00150 0.002214 0.002231

52 Citrix Virtualization 0.010438 0.010433 0.01039 0.013744 0.013606

138 HyperV Virtualization 0.000119 0.000342 0.00040 0.000919 0.000534

365 Virtualization Virtualization 0.009173 0.022184 0.01239 0.013410 0.016497

374 VMware Virtualization 0.011347 0.023014 0.01941 0.026653 0.021933

3 ActionScript Web Application 0.005061 0.005111 0.01275 0.007687 0.010307

7 Adobe AIR Web Application 0.000000 0.000065 0.00020 0.000000 0.000094

11 Ajax Web Application 0.006603 0.015153 0.01695 0.035050 0.020676

17 Apache Web Application 0.004428 0.009521 0.00650 0.017755 0.010401

20 ASP Web Application 0.012850 0.021142 0.01861 0.109120 0.020016

67 CSS Web Application 0.012178 0.018001 0.02806 0.032544 0.021996

68 CSS3 Web Application 0.000356 0.001156 0.00401 0.000961 0.002577

82 DHTML Web Application 0.000395 0.000407 0.00048 0.005849 0.000377

89 DOM Web Application 0.000000 0.000146 0.00034 0.000084 0.000000

109 Facebook App Web Application 0.000554 0.000277 0.00150 0.000042 0.000848

115 Flash Web Application 0.016962 0.020101 0.04799 0.022267 0.031549

116 Flex Web Application 0.000514 0.001595 0.00373 0.003467 0.003896

134 HTML Web Application 0.011743 0.021224 0.03359 0.034089 0.024101

135 HTML5 Web Application 0.001898 0.005436 0.00812 0.010653 0.011501

142 IIS Web Application 0.001147 0.004460 0.00566 0.024732 0.005688

159 JavaScript Web Application 0.009331 0.024511 0.03634 0.056398 0.036356

172 json Web Application 0.000435 0.001660 0.00239 0.002298 0.003865

173 JSP Web Application 0.002135 0.005615 0.00507 0.008815 0.007604

184 LAMP Web Application 0.000633 0.003955 0.00357 0.003384 0.007981

210 Mobile Website Web Application 0.000119 0.000570 0.00128 0.003008 0.000880

252 PHP Web Application 0.017674 0.023307 0.04605 0.045118 0.035036

296 Servlet Web Application 0.000395 0.001253 0.00076 0.003342 0.001508

312 SOAP Web Application 0.000395 0.001562 0.00016 0.003091 0.003676

344 Tomcat Web Application 0.001977 0.005306 0.00864 0.017755 0.008830

380 WAP Web Application 0.001502 0.001139 0.00028 0.002632 0.001100

382 web application Web Application 0.014866 0.046923 0.04550 0.102603 0.051533

383 web design Web Application 0.009291 0.007650 0.02854 0.009609 0.014140

396 WSDL Web Application 0.000000 0.000065 0.00002 0.000167 0.000063

399 xml Web Application 0.006049 0.019319 0.01913 0.055730 0.022436

401 Xpath Web Application 0.000000 0.000016 0.00010 0.000376 0.000000

403 XSLT Web Application 0.000000 0.000423 0.00016 0.000668 0.000251

65 cross browser compatibility Web Related 0.000000 0.000602 0.00032 0.000000 0.000377

295 Search Engine Optimization Web Related 0.009015 0.022933 0.02471 0.026653 0.045092

313 Social Network Open API Web Related 0.000237 0.001514 0.00279 0.000668 0.002294

Created by Mr. Cyrus Wong, Data Scientist.
For update, please join the IVE - Information Technology Facebook page.
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