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HOP – an occupational indicator for the potential of Working From Home

Working from home (WFH) has become increasingly important as the growing availability of modern information and communication technologies enables many employees to decide where (and when) they work. As the occupations differ in terms of their WFH potential, we developed a new indicator for this, which we call ‘Home Office Potential (HOP)’. HOP indicates for each occupation, relative to all others, whether it is possible to set up a work environment other than the designated workplace. HOP, thus, complements other WFH indicators that based on the (subjective) assessments of respondents or on information on tasks performed at work.

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Data

HOP ISCO 4 Digit as HTML

4 digit ISCO-08 Unit group name ISCO-08 HOP I, raw, 4 digit ISCO-08 HOP II, raw, 4 digit ISCO-08 HOP I, normalized, 4 digit ISCO-08 HOP II, normalized, 4 digit ISCO-08
0110 Commissioned armed forces officers 0.073 -0.453 0.218 0.275
0210 Non-commissioned armed forces officers 0.032 -0.537 0.096 0.225
0310 Armed forces occupations, other ranks 0.071 -0.643 0.214 0.160
1111 Legislators 0.167 0.333 0.500 0.749
1112 Senior government officials 0.167 0.333 0.500 0.749
1114 Senior officials of special-interest organizations 0.167 0.333 0.500 0.749
1120 Managing directors and chief executives 0.170 0.330 0.509 0.747
1211 Finance managers 0.175 0.308 0.525 0.734
1212 Human resource managers 0.250 0.500 0.750 0.849
1213 Policy and planning managers 0.163 0.092 0.489 0.603
1219 Business services and administration managers not elsewhere classified 0.164 0.125 0.493 0.623
1221 Sales and marketing managers 0.155 0.200 0.465 0.669
1222 Advertising and public relations managers 0.159 0.159 0.476 0.644
1223 Research and development managers 0.111 -0.111 0.333 0.481
1312 Aquaculture and fisheries production managers 0.064 -0.510 0.193 0.241
1321 Manufacturing managers 0.080 -0.332 0.240 0.348
1322 Mining managers 0.064 -0.543 0.191 0.221
1323 Construction managers 0.067 -0.467 0.200 0.267
1324 Supply, distribution and related managers 0.122 -0.013 0.365 0.540
1330 Information and communications technology service managers 0.145 0.242 0.435 0.694
1341 Child care service managers 0.177 0.152 0.532 0.640
1342 Health service managers 0.077 -0.225 0.232 0.413
1343 Aged care service managers 0.125 0.000 0.375 0.548
1344 Social welfare managers 0.177 0.152 0.532 0.640
1345 Education managers 0.153 0.280 0.458 0.717
1346 Financial and insurance services branch managers 0.151 0.229 0.454 0.686
1349 Professional services managers not elsewhere classified 0.097 -0.150 0.291 0.457
1411 Hotel managers 0.104 0.029 0.311 0.565
1412 Restaurant managers 0.122 0.007 0.366 0.552
1420 Retail and wholesale trade managers 0.168 0.111 0.505 0.615
1431 Sports, recreation and cultural centre managers 0.166 0.263 0.499 0.706
1439 Services managers not elsewhere classified 0.085 -0.136 0.254 0.466
2111 Physicists and astronomers 0.123 -0.089 0.368 0.494
2112 Meteorologists 0.091 -0.091 0.273 0.493
2113 Chemists 0.071 -0.352 0.212 0.336
2114 Geologists and geophysicists 0.073 -0.291 0.220 0.372
2120 Mathematicians, actuaries and statisticians 0.227 0.573 0.681 0.893
2131 Biologists, botanists, zoologists and related professionals 0.065 -0.447 0.194 0.278
2132 Farming, forestry and fisheries advisers 0.068 -0.341 0.205 0.343
2133 Environmental protection professionals 0.163 0.043 0.489 0.574
2141 Industrial and production engineers 0.135 0.045 0.406 0.575
2142 Civil engineers 0.087 -0.302 0.260 0.366
2143 Environmental engineers 0.100 -0.211 0.299 0.420
2144 Mechanical engineers 0.099 -0.227 0.298 0.411
2145 Chemical engineers 0.067 -0.435 0.200 0.286
2146 Mining engineers, metallurgists and related professionals 0.073 -0.408 0.220 0.302
2149 Engineering professionals not elsewhere classified 0.100 -0.222 0.299 0.414
2151 Electrical engineers 0.096 -0.183 0.289 0.438
2152 Electronics engineers 0.105 -0.146 0.315 0.460
2153 Telecommunications engineers 0.120 -0.137 0.359 0.465
2161 Building architects 0.103 -0.202 0.308 0.426
2162 Landscape architects 0.077 -0.308 0.231 0.362
2163 Product and garment designers 0.090 -0.249 0.269 0.398
2164 Town and traffic planners 0.117 -0.169 0.350 0.446
2165 Cartographers and surveyors 0.108 -0.291 0.323 0.373
2166 Graphic and multimedia designers 0.198 0.264 0.594 0.707
2211 Generalist medical practitioners 0.074 -0.441 0.221 0.282
2212 Specialist medical practitioners 0.076 -0.454 0.228 0.275
2221 Nursing professionals 0.100 -0.200 0.300 0.427
2222 Midwifery professionals 0.000 -0.536 0.000 0.225
2230 Traditional and complementary medicine professionals 0.000 -0.600 0.000 0.186
2240 Paramedical practitioners 0.000 -0.575 0.000 0.201
2250 Veterinarians 0.038 -0.737 0.113 0.104
2261 Dentists 0.056 -0.488 0.169 0.254
2262 Pharmacists 0.129 -0.011 0.386 0.542
2263 Environmental and occupational health and hygiene professionals 0.112 -0.079 0.335 0.500
2264 Physiotherapists 0.042 -0.290 0.125 0.373
2265 Dieticians and nutritionists 0.067 -0.169 0.202 0.446
2266 Audiologists and speech therapists 0.058 -0.326 0.175 0.352
2267 Optometrists and ophthalmic opticians 0.101 -0.348 0.303 0.338
2269 Health professionals not elsewhere classified 0.040 -0.354 0.120 0.335
2310 University and higher education teachers 0.203 0.375 0.609 0.774
2320 Vocational education teachers 0.151 0.180 0.452 0.656
2330 Secondary education teachers 0.153 0.376 0.460 0.774
2341 Primary school teachers 0.167 0.500 0.500 0.849
2342 Early childhood educators 0.033 -0.481 0.100 0.258
2351 Education methods specialists 0.163 0.251 0.488 0.699
2352 Special needs teachers 0.088 -0.047 0.263 0.519
2353 Other language teachers 0.250 0.750 0.750 1.000
2354 Other music teachers 0.037 0.060 0.111 0.584
2355 Other arts teachers 0.042 -0.125 0.125 0.473
2356 Information technology trainers 0.155 0.250 0.464 0.699
2359 Teaching professionals not elsewhere classified 0.113 0.313 0.338 0.737
2411 Accountants 0.208 0.356 0.623 0.763
2412 Financial and investment advisers 0.187 0.309 0.560 0.734
2413 Financial analysts 0.195 0.295 0.586 0.726
2421 Management and organization analysts 0.171 0.242 0.514 0.694
2422 Policy administration professionals 0.192 0.354 0.577 0.761
2423 Personnel and careers professionals 0.185 0.245 0.554 0.695
2424 Training and staff development professionals 0.167 0.250 0.500 0.699
2431 Advertising and marketing professionals 0.174 0.261 0.522 0.705
2432 Public relations professionals 0.241 0.439 0.722 0.812
2433 Technical and medical sales professionals (excluding ICT) 0.162 0.155 0.486 0.642
2434 Information and communications technology sales professionals 0.167 0.033 0.500 0.568
2511 Systems analysts 0.197 0.306 0.590 0.732
2512 Software developers 0.155 0.191 0.466 0.663
2513 Web and multimedia developers 0.183 0.316 0.550 0.738
2514 Applications programmers 0.157 0.075 0.470 0.593
2519 Software and applications developers and analysts not elsewhere classified 0.228 0.367 0.683 0.769
2521 Database designers and administrators 0.292 0.583 0.875 0.900
2522 Systems administrators 0.246 0.392 0.738 0.784
2523 Computer network professionals 0.180 0.187 0.540 0.661
2529 Database and network professionals not elsewhere classified 0.171 0.293 0.514 0.724
2611 Lawyers 0.125 0.116 0.375 0.618
2612 Judges 0.125 0.125 0.375 0.623
2619 Legal professionals not elsewhere classified 0.139 0.279 0.418 0.716
2621 Archivists and curators 0.136 0.178 0.409 0.655
2622 Librarians and related information professionals 0.184 0.479 0.552 0.837
2631 Economists 0.283 0.483 0.850 0.839
2632 Sociologists, anthropologists and related professionals 0.165 0.336 0.496 0.751
2633 Philosophers, historians and political scientists 0.233 0.700 0.700 0.970
2634 Psychologists 0.125 0.086 0.376 0.600
2635 Social work and counselling professionals 0.132 0.050 0.395 0.578
2636 Religious professionals 0.081 -0.134 0.243 0.467
2641 Authors and related writers 0.230 0.292 0.691 0.724
2642 Journalists 0.190 0.067 0.569 0.589
2643 Translators, interpreters and other linguists 0.191 0.411 0.574 0.796
2651 Visual artists 0.030 -0.438 0.090 0.284
2652 Musicians, singers and composers 0.065 -0.358 0.196 0.332
2653 Dancers and choreographers 0.000 -0.714 0.000 0.117
2654 Film, stage and related directors and producers 0.091 -0.041 0.272 0.523
2655 Actors 0.000 -0.875 0.000 0.021
2656 Announcers on radio, television and other media 0.000 -0.222 0.000 0.414
2659 Creative and performing artists not elsewhere classified 0.016 -0.584 0.047 0.196
3111 Chemical and physical science technicians 0.098 -0.423 0.295 0.293
3112 Civil engineering technicians 0.069 -0.369 0.207 0.325
3113 Electrical engineering technicians 0.105 -0.245 0.314 0.400
3114 Electronics engineering technicians 0.100 -0.212 0.301 0.420
3115 Mechanical engineering technicians 0.049 -0.395 0.148 0.310
3116 Chemical engineering technicians 0.047 -0.422 0.141 0.294
3117 Mining and metallurgical technicians 0.062 -0.456 0.186 0.273
3118 Draughtspersons 0.222 0.291 0.667 0.723
3119 Physical and engineering science technicians not elsewhere classified 0.067 -0.344 0.201 0.341
3121 Mining supervisors 0.077 -0.346 0.231 0.339
3122 Manufacturing supervisors 0.063 -0.399 0.190 0.307
3123 Construction supervisors 0.048 -0.509 0.145 0.241
3131 Power production plant operators 0.125 -0.155 0.374 0.454
3132 Incinerator and water treatment plant operators 0.060 -0.444 0.180 0.280
3133 Chemical processing plant controllers 0.074 -0.332 0.223 0.348
3134 Petroleum and natural gas refining plant operators 0.074 -0.332 0.223 0.348
3135 Metal production process controllers 0.000 -0.500 0.000 0.247
3139 Process control technicians not elsewhere classified 0.190 0.031 0.570 0.566
3141 Life science technicians (excluding medical) 0.060 -0.528 0.179 0.229
3142 Agricultural technicians 0.055 -0.569 0.166 0.205
3143 Forestry technicians 0.081 -0.392 0.244 0.311
3151 Ships' engineers 0.051 -0.538 0.152 0.224
3152 Ships' deck officers and pilots 0.029 -0.431 0.087 0.288
3153 Aircraft pilots and related associate professionals 0.013 -0.258 0.037 0.392
3154 Air traffic controllers 0.056 -0.167 0.167 0.447
3155 Air traffic safety electronics technicians 0.125 0.125 0.375 0.623
3211 Medical imaging and therapeutic equipment technicians 0.010 -0.627 0.031 0.170
3212 Medical and pathology laboratory technicians 0.027 -0.671 0.082 0.143
3213 Pharmaceutical technicians and assistants 0.038 -0.503 0.115 0.244
3214 Medical and dental prosthetic technicians 0.042 -0.620 0.126 0.174
3221 Nursing associate professionals 0.012 -0.650 0.035 0.156
3222 Midwifery associate professionals 0.024 -0.651 0.071 0.156
3240 Veterinary technicians and assistants 0.073 -0.449 0.219 0.277
3251 Dental assistants and therapists 0.056 -0.517 0.167 0.236
3252 Medical records and health information technicians 0.192 0.033 0.575 0.568
3253 Community health workers 0.094 -0.250 0.281 0.397
3254 Dispensing opticians 0.050 -0.525 0.150 0.232
3255 Physiotherapy technicians and assistants 0.000 -0.500 0.000 0.247
3256 Medical assistants 0.032 -0.529 0.096 0.229
3257 Environmental and occupational health inspectors and associates 0.079 -0.274 0.237 0.383
3258 Ambulance workers 0.017 -0.362 0.052 0.330
3259 Health associate professionals not elsewhere classified 0.073 -0.141 0.219 0.463
3311 Securities and finance dealers and brokers 0.169 0.269 0.506 0.710
3312 Credit and loans officers 0.169 0.337 0.506 0.751
3313 Accounting associate professionals 0.284 0.567 0.851 0.890
3314 Statistical, mathematical and related associate professionals 0.200 0.200 0.600 0.668
3315 Valuers and loss assessors 0.160 0.119 0.479 0.620
3321 Insurance representatives 0.204 0.374 0.613 0.773
3322 Commercial sales representatives 0.184 0.163 0.551 0.646
3323 Buyers 0.195 0.238 0.585 0.692
3324 Trade brokers 0.231 0.444 0.692 0.816
3331 Clearing and forwarding agents 0.157 0.268 0.470 0.710
3332 Conference and event planners 0.166 0.288 0.498 0.721
3333 Employment agents and contractors 0.225 0.353 0.676 0.761
3334 Real estate agents and property managers 0.205 0.302 0.616 0.730
3339 Business services agents not elsewhere classified 0.205 0.212 0.615 0.676
3341 Office supervisors 0.169 0.276 0.507 0.714
3342 Legal secretaries 0.173 0.221 0.518 0.681
3343 Administrative and executive secretaries 0.185 0.286 0.556 0.720
3344 Medical secretaries 0.159 0.001 0.478 0.549
3351 Customs and border inspectors 0.118 -0.106 0.354 0.484
3352 Government tax and excise officials 0.155 0.190 0.464 0.663
3353 Government social benefits officials 0.159 0.233 0.478 0.689
3354 Government licensing officials 0.147 0.119 0.442 0.620
3355 Police inspectors and detectives 0.097 -0.084 0.290 0.497
3359 Government regulatory associate professionals not elsewhere classified 0.143 0.107 0.430 0.613
3411 Legal and related associate professionals 0.133 0.168 0.400 0.649
3412 Social work associate professionals 0.038 -0.292 0.114 0.372
3413 Religious associate professionals 0.000 -0.372 0.000 0.324
3421 Athletes and sports players 0.000 -0.429 0.000 0.290
3422 Sports coaches, instructors and officials 0.050 -0.246 0.151 0.400
3423 Fitness and recreation instructors and program leaders 0.080 -0.145 0.240 0.461
3431 Photographers 0.103 -0.325 0.310 0.352
3432 Interior designers and decorators 0.089 -0.259 0.267 0.392
3433 Gallery, museum and library technicians 0.097 -0.082 0.292 0.498
3434 Chefs 0.017 -0.536 0.050 0.225
3435 Artistic and cultural associate professionals not elsewhere classified 0.086 -0.358 0.258 0.332
3511 Information and communications technology operations technicians 0.250 0.500 0.750 0.849
3512 Information and communications technology user support technicians 0.153 0.097 0.458 0.607
3513 Computer network and systems technicians 0.144 0.029 0.431 0.566
3514 Web technicians 0.250 0.500 0.750 0.849
3521 Broadcasting and audio-visual technicians 0.033 -0.405 0.099 0.304
3522 Telecommunications engineering technicians 0.125 -0.115 0.376 0.479
4110 General office clerks 0.209 0.155 0.626 0.642
4120 Secretaries (general) 0.224 0.286 0.671 0.720
4131 Typists and word processing operators 0.333 0.667 1.000 0.950
4132 Data entry clerks 0.163 0.153 0.490 0.640
4211 Bank tellers and related clerks 0.160 -0.038 0.479 0.525
4212 Bookmakers, croupiers and related gaming workers 0.000 -0.354 0.000 0.334
4213 Pawnbrokers and money-lenders 0.250 0.000 0.750 0.548
4214 Debt-collectors and related workers 0.000 0.000 0.000 0.548
4221 Travel consultants and clerks 0.140 0.011 0.419 0.554
4222 Contact centre information clerks 0.200 0.400 0.600 0.789
4223 Telephone switchboard operators 0.163 0.153 0.490 0.640
4224 Hotel receptionists 0.193 -0.093 0.579 0.492
4225 Enquiry clerks 0.224 0.286 0.671 0.720
4226 Receptionists (general) 0.000 -0.346 0.000 0.339
4227 Survey and market research interviewers 0.146 -0.063 0.438 0.510
4229 Client information workers not elsewhere classified 0.224 0.286 0.671 0.720
4311 Accounting and bookkeeping clerks 0.214 0.251 0.643 0.699
4312 Statistical, finance and insurance clerks 0.189 0.253 0.567 0.701
4313 Payroll clerks 0.250 0.250 0.750 0.699
4321 Stock clerks 0.053 -0.440 0.159 0.283
4322 Production clerks 0.175 0.029 0.526 0.565
4323 Transport clerks 0.128 -0.018 0.383 0.537
4411 Library clerks 0.208 0.333 0.625 0.749
4412 Mail carriers and sorting clerks 0.071 -0.500 0.214 0.247
4413 Coding, proof-reading and related clerks 0.333 0.667 1.000 0.950
4415 Filing and copying clerks 0.217 0.350 0.650 0.759
4416 Personnel clerks 0.217 0.433 0.650 0.809
4419 Clerical support workers not elsewhere classified 0.228 0.323 0.685 0.743
5111 Travel attendants and travel stewards 0.065 -0.274 0.194 0.383
5112 Transport conductors 0.097 -0.292 0.292 0.372
5113 Travel guides 0.000 -0.613 0.000 0.179
5120 Cooks 0.000 -0.641 0.000 0.162
5131 Waiters 0.015 -0.506 0.046 0.243
5132 Bartenders 0.000 -0.548 0.000 0.218
5141 Hairdressers 0.017 -0.635 0.050 0.165
5142 Beauticians and related workers 0.033 -0.509 0.100 0.241
5151 Cleaning and housekeeping supervisors in offices, hotels and other establishments 0.067 -0.268 0.200 0.387
5152 Domestic housekeepers 0.051 -0.358 0.154 0.332
5153 Building caretakers 0.020 -0.480 0.061 0.259
5161 Astrologers, fortune-tellers and related workers 0.044 -0.445 0.133 0.280
5162 Companions and valets 0.000 -0.811 0.000 0.059
5163 Undertakers and embalmers 0.044 -0.355 0.132 0.334
5164 Pet groomers and animal care workers 0.022 -0.612 0.066 0.179
5165 Driving instructors 0.000 -0.429 0.000 0.290
5169 Personal services workers not elsewhere classified 0.000 -0.690 0.000 0.132
5211 Stall and market salespersons 0.000 -0.800 0.000 0.066
5212 Street food salespersons 0.000 -0.750 0.000 0.096
5221 Shopkeepers 0.086 -0.325 0.257 0.352
5222 Shop supervisors 0.224 0.050 0.671 0.578
5223 Shop sales assistants 0.094 -0.296 0.281 0.370
5230 Cashiers and ticket clerks 0.150 -0.217 0.450 0.417
5241 Fashion and other models 0.000 -0.690 0.000 0.132
5242 Sales demonstrators 0.000 -0.667 0.000 0.146
5243 Door to door salespersons 0.000 -0.667 0.000 0.146
5244 Contact centre salespersons 0.200 0.400 0.600 0.789
5245 Service station attendants 0.000 -0.714 0.000 0.117
5246 Food service counter attendants 0.000 -0.661 0.000 0.150
5249 Sales workers not elsewhere classified 0.250 0.000 0.750 0.548
5311 Child care workers 0.000 -0.504 0.000 0.244
5312 Teachers' aides 0.171 0.343 0.514 0.755
5321 Health care assistants 0.000 -0.629 0.000 0.169
5322 Home-based personal care workers 0.000 -0.664 0.000 0.148
5329 Personal care workers in health services not elsewhere classified 0.000 -0.704 0.000 0.124
5411 Firefighters 0.035 -0.298 0.105 0.368
5412 Police officers 0.000 -0.357 0.000 0.333
5413 Prison guards 0.036 -0.293 0.107 0.371
5414 Security guards 0.008 -0.389 0.023 0.313
5419 Protective services workers not elsewhere classified 0.013 -0.518 0.040 0.236
6111 Field crop and vegetable growers 0.035 -0.638 0.104 0.163
6112 Tree and shrub crop growers 0.030 -0.603 0.091 0.185
6113 Gardeners, horticultural and nursery growers 0.029 -0.663 0.088 0.148
6121 Livestock and dairy producers 0.033 -0.561 0.100 0.210
6122 Poultry producers 0.042 -0.585 0.127 0.196
6123 Apiarists and sericulturists 0.044 -0.517 0.131 0.236
6129 Animal producers not elsewhere classified 0.042 -0.564 0.127 0.208
6130 Mixed crop and animal producers 0.031 -0.639 0.093 0.163
6210 Forestry and related workers 0.018 -0.665 0.053 0.147
6221 Aquaculture workers 0.021 -0.679 0.064 0.139
6222 Inland and coastal waters fishery workers 0.021 -0.694 0.064 0.130
6223 Deep-sea fishery workers 0.021 -0.694 0.064 0.130
7111 House builders 0.000 -0.862 0.000 0.028
7112 Bricklayers and related workers 0.000 -0.795 0.000 0.069
7113 Stonemasons, stone cutters, splitters and carvers 0.000 -0.862 0.000 0.028
7114 Concrete placers, concrete finishers and related workers 0.000 -0.846 0.000 0.038
7115 Carpenters and joiners 0.003 -0.738 0.009 0.103
7119 Building frame and related trades workers not elsewhere classified 0.000 -0.828 0.000 0.049
7121 Roofers 0.000 -0.861 0.000 0.029
7122 Floor layers and tile setters 0.000 -0.839 0.000 0.042
7123 Plasterers 0.008 -0.861 0.023 0.029
7124 Insulation workers 0.000 -0.845 0.000 0.038
7125 Glaziers 0.000 -0.779 0.000 0.079
7126 Plumbers and pipe fitters 0.000 -0.759 0.000 0.091
7127 Air conditioning and refrigeration mechanics 0.000 -0.601 0.000 0.186
7131 Painters and related workers 0.000 -0.873 0.000 0.022
7132 Spray painters and varnishers 0.000 -0.813 0.000 0.058
7133 Building structure cleaners 0.000 -0.789 0.000 0.073
7211 Metal molders and core makers 0.000 -0.839 0.000 0.042
7212 Welders and flame cutters 0.000 -0.775 0.000 0.081
7213 Sheet metal workers 0.000 -0.826 0.000 0.050
7214 Structural metal preparers and erectors 0.000 -0.809 0.000 0.060
7221 Blacksmiths, hammer smiths and forging press workers 0.000 -0.797 0.000 0.068
7222 Toolmakers and related workers 0.014 -0.789 0.042 0.072
7223 Metal working machine tool setters and operators 0.000 -0.759 0.000 0.091
7224 Metal polishers, wheel grinders and tool sharpeners 0.000 -0.800 0.000 0.066
7231 Motor vehicle mechanics and repairers 0.001 -0.732 0.003 0.107
7232 Aircraft engine mechanics and repairers 0.000 -0.733 0.000 0.106
7233 Agricultural and industrial machinery mechanics and repairers 0.000 -0.746 0.000 0.098
7234 Bicycle and related repairers 0.000 -0.657 0.000 0.152
7311 Precision-instrument makers and repairers 0.000 -0.731 0.000 0.108
7312 Musical instrument makers and tuners 0.000 -0.674 0.000 0.142
7313 Jewellery and precious metal workers 0.008 -0.608 0.025 0.181
7314 Potters and related workers 0.000 -0.645 0.000 0.159
7315 Glass makers, cutters, grinders and finishers 0.000 -0.788 0.000 0.073
7316 Sign writers, decorative painters, engravers and etchers 0.015 -0.725 0.044 0.111
7317 Handicraft workers in wood, basketry and related materials 0.000 -0.787 0.000 0.073
7318 Handicraft workers in textile, leather and related materials 0.042 -0.417 0.125 0.297
7319 Handicraft workers not elsewhere classified 0.000 -0.689 0.000 0.133
7321 Pre-press technicians 0.198 0.077 0.595 0.595
7322 Printers 0.039 -0.723 0.118 0.112
7323 Print finishing and binding workers 0.022 -0.655 0.067 0.153
7411 Building and related electricians 0.000 -0.714 0.000 0.118
7412 Electrical mechanics and fitters 0.019 -0.613 0.057 0.178
7413 Electrical line installers and repairers 0.000 -0.900 0.000 0.005
7421 Electronics mechanics and servicers 0.017 -0.579 0.050 0.199
7422 Information and communications technology installers and servicers 0.022 -0.583 0.067 0.197
7511 Butchers, fishmongers and related food preparers 0.000 -0.753 0.000 0.094
7512 Bakers, pastry-cooks and confectionery makers 0.000 -0.546 0.000 0.219
7513 Dairy products makers 0.000 -0.560 0.000 0.210
7514 Fruit, vegetable and related preservers 0.000 -0.690 0.000 0.132
7515 Food and beverage tasters and graders 0.000 -0.542 0.000 0.221
7516 Tobacco preparers and tobacco products makers 0.000 -0.571 0.000 0.204
7521 Wood treaters 0.000 -0.750 0.000 0.096
7522 Cabinet-makers and related workers 0.011 -0.735 0.034 0.105
7523 Woodworking machine tool setters and operators 0.000 -0.891 0.000 0.011
7531 Tailors, dressmakers, furriers and hatters 0.005 -0.755 0.016 0.093
7532 Garment and related patternmakers and cutters 0.065 -0.414 0.196 0.299
7533 Sewing, embroidery and related workers 0.009 -0.674 0.026 0.142
7534 Upholsterers and related workers 0.000 -0.727 0.000 0.109
7535 Pelt dressers, tanners and fellmongers 0.000 -0.862 0.000 0.028
7536 Shoemakers and related workers 0.000 -0.712 0.000 0.119
7541 Underwater divers 0.000 -0.733 0.000 0.106
7542 Shotfirers and blasters 0.038 -0.484 0.115 0.256
7543 Product graders and testers (except foods and beverages) 0.110 -0.171 0.330 0.445
7544 Fumigators and other pest and weed controllers 0.000 -0.795 0.000 0.069
7549 Craft and related workers not elsewhere classified 0.030 -0.613 0.091 0.179
8111 Miners and quarriers 0.000 -0.687 0.000 0.134
8112 Mineral and stone processing plant operators 0.000 -0.846 0.000 0.038
8113 Well drillers and borers and related workers 0.000 -0.848 0.000 0.037
8114 Cement, stone and other mineral products machine operators 0.000 -0.813 0.000 0.058
8121 Metal processing plant operators 0.000 -0.811 0.000 0.059
8122 Metal finishing, plating and coating machine operators 0.000 -0.744 0.000 0.099
8131 Chemical products plant and machine operators 0.000 -0.721 0.000 0.113
8132 Photographic products machine operators 0.124 -0.450 0.373 0.276
8141 Rubber products machine operators 0.000 -0.754 0.000 0.093
8142 Plastic products machine operators 0.000 -0.736 0.000 0.105
8143 Paper products machine operators 0.000 -0.638 0.000 0.163
8151 Fibre preparing, spinning and winding machine operators 0.031 -0.608 0.094 0.181
8152 Weaving and knitting machine operators 0.021 -0.607 0.063 0.182
8153 Sewing machine operators 0.005 -0.740 0.016 0.102
8154 Bleaching, dyeing and fabric cleaning machine operators 0.000 -0.778 0.000 0.079
8155 Fur and leather preparing machine operators 0.000 -0.769 0.000 0.084
8156 Shoemaking and related machine operators 0.000 -0.747 0.000 0.098
8157 Laundry machine operators 0.000 -0.590 0.000 0.192
8159 Textile, fur and leather products machine operators not elsewhere classified 0.000 -0.724 0.000 0.111
8160 Food and related products machine operators 0.004 -0.637 0.011 0.164
8171 Pulp and papermaking plant operators 0.000 -0.817 0.000 0.055
8172 Wood processing plant operators 0.000 -0.909 0.000 0.000
8181 Glass and ceramics plant operators 0.000 -0.828 0.000 0.049
8182 Steam engine and boiler operators 0.000 -0.786 0.000 0.074
8183 Packing, bottling and labelling machine operators 0.000 -0.720 0.000 0.114
8189 Stationary plant and machine operators not elsewhere classified 0.000 -0.743 0.000 0.100
8211 Mechanical machinery assemblers 0.000 -0.705 0.000 0.123
8212 Electrical and electronic equipment assemblers 0.000 -0.742 0.000 0.100
8219 Assemblers not elsewhere classified 0.000 -0.691 0.000 0.131
8311 Locomotive engine drivers 0.000 -0.334 0.000 0.346
8312 Railway brake, signal and switch operators 0.045 -0.170 0.136 0.445
8321 Motorcycle drivers 0.000 -0.431 0.000 0.288
8322 Car, taxi and van drivers 0.000 -0.293 0.000 0.371
8331 Bus and tram drivers 0.000 -0.524 0.000 0.232
8332 Heavy truck and lorry drivers 0.000 -0.652 0.000 0.155
8341 Mobile farm and forestry plant operators 0.000 -0.785 0.000 0.075
8342 Earthmoving and related plant operators 0.000 -0.795 0.000 0.069
8343 Crane, hoist and related plant operators 0.000 -0.594 0.000 0.190
8344 Lifting truck operators 0.000 -0.599 0.000 0.187
8350 Ships' deck crews and related workers 0.000 -0.752 0.000 0.095
9111 Domestic cleaners and helpers 0.000 -0.659 0.000 0.151
9112 Cleaners and helpers in offices, hotels and other establishments 0.000 -0.671 0.000 0.143
9122 Vehicle cleaners 0.000 -0.625 0.000 0.171
9123 Window cleaners 0.000 -0.889 0.000 0.012
9129 Other cleaning workers 0.000 -0.747 0.000 0.098
9211 Crop farm labourers 0.000 -0.829 0.000 0.048
9212 Livestock farm labourers 0.000 -0.879 0.000 0.018
9213 Mixed crop and livestock farm labourers 0.000 -0.829 0.000 0.048
9214 Garden and horticultural labourers 0.000 -0.797 0.000 0.067
9215 Forestry labourers 0.000 -0.833 0.000 0.046
9216 Fishery and aquaculture labourers 0.000 -0.824 0.000 0.052
9311 Mining and quarrying labourers 0.000 -0.771 0.000 0.083
9312 Civil engineering labourers 0.010 -0.586 0.029 0.195
9313 Building construction labourers 0.000 -0.855 0.000 0.033
9321 Hand packers 0.000 -0.673 0.000 0.142
9329 Manufacturing labourers not elsewhere classified 0.001 -0.780 0.004 0.078
9331 Hand and pedal vehicle drivers 0.000 -0.431 0.000 0.288
9332 Drivers of animal-drawn vehicles and machinery 0.000 -0.636 0.000 0.164
9333 Freight handlers 0.000 -0.711 0.000 0.119
9334 Shelf fillers 0.000 -0.658 0.000 0.152
9411 Fast food preparers 0.000 -0.560 0.000 0.210
9412 Kitchen helpers 0.000 -0.724 0.000 0.111
9611 Garbage and recycling collectors 0.000 -0.809 0.000 0.060
9612 Refuse sorters 0.000 -0.819 0.000 0.054
9613 Sweepers and related labourers 0.000 -0.809 0.000 0.060
9621 Messengers, package deliverers and luggage porters 0.082 -0.181 0.245 0.439
9623 Meter readers and vending-machine collectors 0.000 -0.500 0.000 0.247
9629 Elementary workers not elsewhere classified 0.072 -0.234 0.215 0.407

HOP KldB 2010 5 Digit as HTML

5 digit KldB 2010 Occupational category, 5 digit KldB 2010 HOP I, raw, 5 digit KldB 2010 HOP II, raw, 5 digit KldB 2010 HOP I, normalized, 5 digit KldB 2010 HOP II, normalized, 5 digit KldB 2010
01104 Commissioned officers 0.073 -0.453 0.175 0.304
01203 Senior non-commissioned officers and higher 0.043 -0.499 0.104 0.278
01302 Junior non-commissioned officers 0.021 -0.574 0.050 0.237
01402 Armed forces personnel in other ranks 0.071 -0.643 0.171 0.198
11101 Occupations in farming (without specialisation)-unskilled/semiskilled tasks 0.000 -0.829 0.000 0.095
11102 Occupations in farming (without specialisation)-skilled tasks 0.000 -0.842 0.000 0.088
11103 Occupations in farming (without specialisation)-complex tasks 0.100 -0.050 0.240 0.528
11104 Occupations in farming (without specialisation)-highly complex tasks 0.067 -0.467 0.160 0.296
11113 Technical occupations in farming-complex tasks 0.063 -0.563 0.150 0.243
11114 Technical occupations in farming-highly complex tasks 0.063 -0.563 0.150 0.243
11123 Agricultural experts-complex tasks 0.125 0.000 0.300 0.556
11124 Agricultural experts-high complex tasks 0.171 0.414 0.411 0.786
11132 Technical laboratory occupations in agriculture-skilled tasks 0.069 -0.699 0.166 0.167
11133 Technical laboratory occupations in agriculture-complex tasks 0.069 -0.699 0.166 0.167
11182 Occupations in farming (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.750 0.000 0.139
11183 Occupations in farming (with specialisation, not elsewhere classified)-complex tasks 0.125 -0.091 0.301 0.505
11184 Occupations in farming (with specialisation, not elsewhere classified)-highly complex tasks 0.000 -0.575 0.000 0.236
11193 Supervisors in farming 0.050 -0.521 0.121 0.266
11194 Managers in farming 0.074 -0.442 0.178 0.310
11211 Occupations in livestock farming (without poultry farming)-unskilled/semiskilled tasks 0.000 -0.895 0.000 0.058
11212 Occupations in livestock farming (without poultry farming)-skilled tasks 0.000 -0.705 0.000 0.164
11213 Occupations in livestock farming (without poultry farming)-complex tasks 0.000 -0.653 0.000 0.193
11214 Occupations in livestock farming (without poultry farming)-highly complex tasks 0.000 -0.653 0.000 0.193
11222 Occupations in poultry farming-skilled tasks 0.000 -0.750 0.000 0.139
11223 Occupations in poultry farming-complex tasks 0.038 -0.620 0.092 0.211
11232 Occupations in beekeeping-skilled tasks 0.000 -0.583 0.000 0.231
11233 Occupations in beekeeping-complex tasks 0.038 -0.620 0.092 0.211
11282 Occupations in animal husbandry (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.667 0.000 0.185
11283 Occupations in animal husbandry (with specialisation, not elsewhere classified)-complex tasks 0.038 -0.620 0.092 0.211
11293 Supervisors in animal husbandry 0.048 -0.552 0.115 0.249
11294 Managers in animal husbandry 0.083 -0.417 0.200 0.324
11302 Occupations in horsekeeping (without specialisation)-skilled tasks 0.000 -0.621 0.000 0.211
11312 Occupations in horse breeding-skilled tasks 0.000 -0.667 0.000 0.185
11322 Occupations in horsekeeping: riding-skilled tasks 0.000 -0.638 0.000 0.201
11333 Farrier-complex tasks 0.000 -0.778 0.000 0.123
11342 Coachman-skilled tasks 0.000 -0.636 0.000 0.202
11393 Supervisors in horsekeeping 0.068 -0.438 0.163 0.312
11394 Managers in horsekeeping 0.068 -0.438 0.163 0.312
11401 Occupations in fishing (without specialisation)-unskilled/semiskilled tasks 0.000 -0.824 0.000 0.098
11402 Occupations in fishing (without specialisation)-skilled tasks 0.000 -0.786 0.000 0.119
11412 Occupations in fish farming-skilled tasks 0.000 -0.742 0.000 0.144
11422 Occupations in fishery-skilled tasks 0.000 -0.786 0.000 0.119
11423 Occupations in fishery-complex tasks 0.000 -0.786 0.000 0.119
11424 Occupations in fishery-highly complex tasks 0.000 -0.786 0.000 0.119
11493 Supervisors in fishing 0.064 -0.510 0.154 0.272
11494 Managers in fishing 0.064 -0.510 0.154 0.272
11501 Occupations in animal care (without specialisation)-unskilled/semiskilled tasks 0.000 -0.864 0.000 0.076
11502 Occupations in animal care (without specialisation)-skilled tasks 0.000 -0.705 0.000 0.164
11512 Occupations in livestock care-skilled tasks 0.000 -0.705 0.000 0.164
11522 Occupations in pet and zoo animal care-skilled tasks 0.000 -0.705 0.000 0.164
11582 Occupations in animal care (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.759 0.000 0.134
11593 Supervisors in animal care 0.063 -0.500 0.150 0.278
11594 Managers in animal care 0.000 -0.375 0.000 0.347
11602 Occupations in vini- and viticulture-skilled tasks 0.000 -0.538 0.000 0.256
11603 Occupations in vini- and viticulture-complex tasks 0.000 -0.600 0.000 0.222
11604 Occupations in vini- and viticulture-highly complex tasks 0.036 -0.393 0.086 0.337
11693 Supervisors in vini- and viticulture 0.029 -0.565 0.071 0.242
11694 Managers in vini- and viticulture 0.029 -0.565 0.071 0.242
11711 Occupations in forestry-unskilled/semiskilled tasks 0.000 -0.833 0.000 0.093
11712 Occupations in forestry-skilled tasks 0.000 -0.818 0.000 0.101
11713 Occupations in forestry-complex tasks 0.077 -0.385 0.185 0.342
11714 Occupations in forestry-highly complex tasks 0.119 -0.048 0.286 0.529
11722 Occupations in landscape preservation-skilled tasks 0.000 -0.818 0.000 0.101
11723 Occupations in landscape preservation-complex tasks 0.086 -0.400 0.206 0.333
11724 Occupations in landscape preservation-highly complex tasks 0.125 -0.125 0.300 0.486
11732 Occupations in hunting and gamekeeping-skilled tasks 0.000 -0.652 0.000 0.193
11742 Picking and extracting plants and other natural products-skilled tasks 0.000 -0.652 0.000 0.193
11793 Supervisors in forestry, hunting and landscape preservation 0.053 -0.526 0.128 0.264
11794 Managers in forestry, hunting and landscape preservation 0.112 -0.213 0.270 0.438
12101 Occupations in gardening (without specialisation)-unskilled/semiskilled tasks 0.000 -0.797 0.000 0.113
12102 Occupations in gardening (without specialisation)-skilled tasks 0.056 -0.595 0.133 0.225
12103 Occupations in gardening (without specialisation)-complex tasks 0.050 -0.600 0.120 0.222
12104 Occupations in gardening (without specialisation)-highly complex tasks 0.083 -0.417 0.200 0.324
12112 Occupations in fruit and vegetable farming-skilled tasks 0.000 -0.806 0.000 0.108
12113 Occupations in fruit and vegetable farming-complex tasks 0.050 -0.600 0.120 0.222
12122 Occupations in tree, perennial and ornamental plants farming-skilled tasks 0.000 -0.846 0.000 0.086
12123 Occupations in tree, perennial and ornamental plants farming-complex tasks 0.050 -0.600 0.120 0.222
12132 Occupations in cemetery gardening-skilled tasks 0.000 -0.750 0.000 0.139
12133 Occupations in cemetery gardening-complex tasks 0.050 -0.600 0.120 0.222
12142 Occupations in horticulture, landscape gardening, and sports field maintenance-skilled tasks 0.000 -0.739 0.000 0.145
12143 Occupations in horticulture, landscape gardening, and sports field maintenance-complex tasks 0.081 -0.381 0.194 0.344
12144 Occupations in horticulture, landscape gardening, and sports field maintenance-highly complex tasks 0.077 -0.308 0.185 0.385
12193 Supervisors in gardening 0.049 -0.574 0.118 0.237
12194 Managers in gardening 0.049 -0.574 0.118 0.237
12202 Occupations in floristry-skilled tasks 0.000 -0.750 0.000 0.139
12203 Occupations in floristry-complex tasks 0.091 -0.364 0.218 0.354
12293 Supervisors in floristry 0.091 -0.364 0.218 0.354
12294 Managers in floristry 0.091 -0.364 0.218 0.354
21111 Occupations in underground and surface mining-unskilled/semiskilled tasks 0.000 -0.771 0.000 0.127
21112 Occupations in underground and surface mining-skilled tasks 0.000 -0.687 0.000 0.174
21113 Occupations in underground and surface mining-complex tasks 0.077 -0.346 0.185 0.363
21114 Occupations in underground and surface mining-highly complex tasks 0.083 -0.333 0.200 0.370
21122 Occupations in blasting engineering-skilled tasks 0.000 -0.818 0.000 0.101
21123 Occupations in blasting engineering-complex tasks 0.038 -0.484 0.092 0.287
21124 Occupations in blasting engineering-highly complex tasks 0.083 -0.333 0.200 0.370
21193 Supervisors in underground and surface mining and blasting engineering 0.077 -0.346 0.185 0.363
21194 Managers in underground and surface mining and blasting engineering 0.064 -0.543 0.153 0.254
21201 Conditioning and processing of natural stone and minerals, production of building materials (without specialisation)-unskilled/semiskilled tasks 0.000 -0.804 0.000 0.109
21212 Conditioning and processing of natural stone and minerals-skilled tasks 0.000 -0.846 0.000 0.086
21213 Conditioning and processing of natural stone and minerals-complex tasks 0.077 -0.346 0.185 0.363
21222 Production of building materials-skilled tasks 0.000 -0.813 0.000 0.104
21223 Production of building materials-complex tasks 0.077 -0.346 0.185 0.363
21232 Occupations in stonemasonry-skilled tasks 0.000 -0.862 0.000 0.077
21233 Occupations in stonemasonry-complex tasks 0.050 -0.474 0.120 0.292
21293 Supervisors in conditioning and processing of natural stone and minerals, production of building materials 0.064 -0.543 0.153 0.254
21311 Occupations in glass-making-unskilled/semiskilled tasks 0.000 -0.786 0.000 0.119
21312 Occupations in glass-making-skilled tasks 0.000 -0.830 0.000 0.094
21313 Occupations in glass-making-complex tasks 0.000 -0.564 0.000 0.242
21322 Manufacturing of glass instruments engineering-skilled tasks 0.000 -0.750 0.000 0.139
21323 Manufacturing of glass instruments engineering-complex tasks 0.000 -0.500 0.000 0.278
21332 Occupations in industrial glassblowing-skilled tasks 0.000 -0.800 0.000 0.111
21342 Occupations in glass finishing-skilled tasks 0.000 -0.833 0.000 0.093
21352 Occupations in adjusting of glass instruments-skilled tasks 0.000 -0.800 0.000 0.111
21362 Occupations in precision optics-skilled tasks 0.000 -0.725 0.000 0.153
21363 Occupations in precision optics-complex tasks 0.000 -0.500 0.000 0.278
21393 Supervisors in industrial glass-making and -processing 0.000 -0.404 0.000 0.331
21411 Occupations in industrial process and plant engineering for ceramic materials-unskilled/semiskilled tasks 0.000 -0.700 0.000 0.167
21412 Occupations in industrial process and plant engineering for ceramic materials-skilled tasks 0.000 -0.819 0.000 0.100
21413 Occupations in industrial process and plant engineering for ceramic materials-complex tasks 0.000 -0.400 0.000 0.333
21422 Occupations in industrial ceramic model making-skilled tasks 0.000 -0.739 0.000 0.145
21423 Occupations in industrial ceramic model making-complex tasks 0.000 -0.400 0.000 0.333
21493 Supervisors in industrial ceramic-making and -processing 0.000 -0.500 0.000 0.278
22101 Occupations in plastic- and rubber-making (without specialisation)-unskilled/semiskilled tasks 0.000 -0.833 0.000 0.093
22102 Occupations in plastic- and rubber-making (without specialisation)-skilled tasks 0.000 -0.818 0.000 0.101
22103 Occupations in plastic- and rubber-making (without specialisation)-complex tasks 0.000 -0.469 0.000 0.295
22104 Occupations in plastic- and rubber-making (without specialisation)-highly complex tasks 0.067 -0.467 0.160 0.296
22112 Technical occupations in tire production and vulcanisation-skilled tasks 0.000 -0.694 0.000 0.170
22182 Occupations in plastic- and rubber-making and -processing (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.750 0.000 0.139
22183 Occupations in plastic- and rubber-making and -processing (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.469 0.000 0.295
22184 Occupations in plastic- and rubber-making and -processing (with specialisation, not elsewhere classified)-highly complex tasks 0.091 -0.455 0.218 0.303
22193 Supervisors in plastic- and rubber-making and -processing 0.048 -0.597 0.114 0.224
22201 Occupations in colour coating and varnishing (without specialisation)-unskilled/semiskilled tasks 0.000 -0.775 0.000 0.125
22202 Occupations in colour coating and varnishing (without specialisation)-skilled tasks 0.000 -0.826 0.000 0.096
22203 Occupations in colour coating and varnishing (without specialisation)-complex tasks 0.063 -0.461 0.151 0.299
22204 Occupations in colour coating and varnishing (without specialisation)-highly complex tasks 0.067 -0.467 0.160 0.296
22212 Vehicle paintwork-skilled tasks 0.000 -0.800 0.000 0.111
22222 Occupations in varnishing laboratories-skilled tasks 0.111 -0.667 0.267 0.185
22293 Supervisors in colour coating and varnishing 0.117 -0.067 0.280 0.519
22301 Occupations in wood-working and -processing (without specialisation)-unskilled/semiskilled tasks 0.000 -0.772 0.000 0.127
22302 Occupations in wood-working and -processing (without specialisation)-skilled tasks 0.000 -0.909 0.000 0.051
22303 Occupations in wood-working and -processing (without specialisation)-complex tasks 0.117 -0.300 0.280 0.389
22304 Occupations in wood-working and -processing (without specialisation)-highly complex tasks 0.091 -0.273 0.218 0.404
22312 Occupations in wood drying and preservation-skilled tasks 0.000 -0.750 0.000 0.139
22322 Occupations producing wood-based materials and wooden components-skilled tasks 0.000 -0.909 0.000 0.051
22332 Occupations producing finished products from wood and wood-based materials-skilled tasks 0.000 -0.909 0.000 0.051
22333 Occupations producing finished products from wood and wood-based materials-complex tasks 0.125 -0.250 0.300 0.417
22342 Occupations in wood construction, furniture and cabinet making, and interior finishing-skilled tasks 0.018 -0.722 0.043 0.155
22343 Occupations in wood construction, furniture and cabinet making, and interior finishing-complex tasks 0.047 -0.442 0.112 0.310
22352 Wickerwork manufacturers, broom and brush makers-skilled tasks 0.000 -0.726 0.000 0.152
22382 Occupations in wood-working and -processing (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.854 0.000 0.081
22393 Supervisors in wood-working and -processing 0.074 -0.252 0.178 0.416
22394 Managers in wood-working and -processing 0.100 -0.300 0.240 0.389
23101 Technical occupations in paper-making and -processing and packaging (without specialisation)-unskilled/semiskilled tasks 0.000 -0.784 0.000 0.120
23112 Occupations in paper-making (without specialisation)-skilled tasks 0.000 -0.817 0.000 0.102
23113 Occupations in paper-making (without specialisation)-complex tasks 0.100 -0.300 0.240 0.389
23114 Occupations in paper-making (without specialisation)-highly complex tasks 0.083 -0.333 0.200 0.370
23122 Occupations in paper-processing and packaging-skilled tasks 0.000 -0.638 0.000 0.201
23123 Occupations in paper-processing and packaging-complex tasks 0.167 0.095 0.400 0.608
23124 Occupations in paper-processing and packaging-highly complex tasks 0.100 -0.300 0.240 0.389
23193 Supervisors in paper-making and -processing and packaging 0.094 -0.342 0.226 0.366
23212 Occupations in digital and print media design-skilled tasks 0.219 0.102 0.525 0.612
23213 Occupations in digital and print media design-complex tasks# 0.242 0.389 0.581 0.772
23222 Occupations in graphic, communication, and photo design-skilled tasks 0.200 0.200 0.480 0.667
23223 Occupations in graphic, communication, and photo design-complex tasks 0.199 0.356 0.477 0.753
23224 Occupations in graphic, communication, and photo design-highly complex tasks 0.195 0.237 0.468 0.687
23282 Occupations in technical media design (with specialisation, not elsewhere classified)-skilled tasks 0.134 -0.259 0.321 0.412
23293 Supervisors in technical media design 0.084 -0.214 0.202 0.437
23294 Managers in technical media design 0.143 0.143 0.343 0.635
23312 Occupations in photographic technology-skilled tasks 0.124 -0.450 0.298 0.305
23313 Occupations in photographic technology-complex tasks 0.091 -0.455 0.218 0.303
23314 Occupations in photographic technology-highly complex tasks 0.195 0.237 0.468 0.687
23322 Occupations in photography-skilled tasks 0.116 -0.377 0.277 0.346
23393 Supervisors in photography and photographic technology 0.091 -0.273 0.218 0.404
23411 Occupations in printing technology-unskilled/semiskilled tasks 0.000 -0.800 0.000 0.111
23412 Occupations in printing technology-skilled tasks 0.039 -0.723 0.094 0.154
23413 Occupations in printing technology-complex tasks 0.059 -0.471 0.141 0.294
23414 Occupations in printing technology-highly complex tasks 0.100 -0.200 0.240 0.444
23422 Occupations in book binding and print finishing-skilled tasks 0.022 -0.655 0.053 0.192
23423 Occupations in book binding and print finishing-complex tasks 0.000 -0.324 0.000 0.376
23493 Supervisors in printing technology, print finishing, and book binding 0.063 -0.451 0.151 0.305
24101 Occupations in metal-making (without specialisation)-unskilled/semiskilled tasks 0.000 -0.733 0.000 0.148
24112 Occupations in metallurgy-skilled tasks 0.000 -0.823 0.000 0.098
24113 Occupations in metallurgy-complex tasks 0.000 -0.500 0.000 0.278
24114 Occupations in metallurgy-highly complex tasks 0.067 -0.400 0.160 0.333
24122 Occupations in metal moulding-skilled tasks 0.000 -0.798 0.000 0.112
24123 Occupations in metal moulding-complex tasks 0.000 -0.500 0.000 0.278
24124 Occupations in metal moulding-highly complex tasks 0.067 -0.400 0.160 0.333
24132 Occupations in industrial metal casting-skilled tasks 0.000 -0.813 0.000 0.104
24133 Occupations in industrial metal casting-complex tasks 0.000 -0.571 0.000 0.238
24134 Occupations in industrial metal casting -highly complex tasks 0.071 -0.429 0.171 0.317
24142 Occupations in manual metal and bell founding-skilled tasks 0.000 -0.839 0.000 0.089
24193 Supervisors in metal-making 0.070 -0.508 0.169 0.273
24201 Occupations in metalworking (without specialisation)-unskilled/semiskilled tasks 0.000 -0.769 0.000 0.128
24202 Occupations in metalworking (without specialisation)-skilled tasks 0.000 -0.800 0.000 0.111
24203 Occupations in metalworking (without specialisation)-complex tasks 0.161 -0.216 0.387 0.435
24212 Occupations in metalworking: non-cutting-skilled tasks 0.000 -0.807 0.000 0.107
24222 Occupations in metalworking: grinding-skilled tasks 0.000 -0.800 0.000 0.111
24232 Occupations in metalworking: cutting-skilled tasks 0.000 -0.801 0.000 0.111
24233 Occupations in metalworking: cutting-complex tasks 0.161 -0.216 0.387 0.435
24243 Occupations in laser-assisted metalworking-complex tasks 0.000 -0.616 0.000 0.213
24244 Occupations in laser-assisted metalworking-highly complex tasks 0.083 -0.500 0.200 0.278
24293 Supervisors in metalworking 0.095 -0.332 0.229 0.371
24301 Occupations in treatment of metal surfaces (without specialisation)-unskilled/semiskilled tasks 0.000 -0.786 0.000 0.119
24302 Occupations in treatment of metal surfaces (without specialisation)-skilled tasks 0.000 -0.744 0.000 0.142
24303 Occupations in treatment of metal surfaces (without specialisation)-complex tasks 0.000 -0.472 0.000 0.293
24304 Occupations in treatment of metal surfaces (without specialisation)-highly complex tasks 0.083 -0.500 0.200 0.278
24382 Occupations in treatment of metal surfaces (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.744 0.000 0.142
24393 Supervisors in treatment of metal surfaces 0.036 -0.500 0.086 0.278
24411 Occupations in metal constructing-unskilled/semiskilled tasks 0.000 -0.782 0.000 0.121
24412 Occupations in metal constructing-skilled tasks 0.000 -0.834 0.000 0.092
24413 Occupations in metal constructing-complex tasks 0.057 -0.405 0.137 0.331
24414 Occupations in metal constructing-highly complex tasks 0.067 -0.467 0.160 0.296
24422 Occupations in welding and joining-skilled tasks 0.000 -0.775 0.000 0.125
24423 Occupations in welding and joining-complex tasks 0.000 -0.742 0.000 0.143
24424 Occupations in welding and joining-highly complex tasks 0.083 -0.500 0.200 0.278
24432 Industrial divers and other diving occupations-skilled tasks 0.000 -0.733 0.000 0.148
24493 Supervisors in metal constructing and welding 0.072 -0.497 0.172 0.279
24511 Occupations in precision mechanics-unskilled/semiskilled tasks 0.000 -0.769 0.000 0.128
24512 Occupations in precision mechanics-skilled tasks 0.000 -0.820 0.000 0.100
24513 Occupations in precision mechanics-complex tasks 0.077 -0.231 0.185 0.427
24514 Occupations in precision mechanics-highly complex tasks 0.091 -0.273 0.218 0.404
24522 Occupations in tool making-skilled tasks 0.000 -0.813 0.000 0.104
24523 Occupations in tool making-complex tasks 0.077 -0.231 0.185 0.427
24524 Occupations in tool making-highly complex tasks 0.091 -0.273 0.218 0.404
24532 Occupations in watchmaking- skilled tasks 0.000 -0.571 0.000 0.238
24533 Occupations in watchmaking-complex tasks 0.000 -0.250 0.000 0.417
24593 Supervisors in precision mechanics and tool making 0.071 -0.405 0.171 0.330
25101 Occupations in machine-building and -operating (without specialisation)-unskilled/semiskilled tasks 0.000 -0.773 0.000 0.126
25102 Occupations in machine-building and -operating (without specialisation)-skilled tasks 0.000 -0.833 0.000 0.093
25103 Occupations in machine-building and -operating (without specialisation)-complex tasks 0.098 -0.171 0.236 0.460
25104 Occupations in machine-building and -operating (without specialisation)-highly complex tasks 0.112 -0.165 0.268 0.464
25112 Machine and equipment assemblers-skilled tasks 0.000 -0.725 0.000 0.153
25122 Machine and plant operators-skilled tasks 0.000 -0.786 0.000 0.119
25131 Technical service staff in maintenance and repair-unskilled/semiskilled tasks 0.000 -0.500 0.000 0.278
25132 Technical service staff in maintenance and repair-skilled tasks 0.000 -0.558 0.000 0.245
25133 Technical service staff in maintenance and repair-complex tasks 0.000 -0.625 0.000 0.208
25134 Technical service staff in maintenance and repair-highly complex tasks 0.091 -0.182 0.218 0.455
25182 Occupations in machine-building and -operating (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.784 0.000 0.120
25183 Occupations in machine-building and -operating (with specialisation, not elsewhere classified)-complex tasks 0.060 -0.299 0.145 0.390
25184 Occupations in machine-building and -operating (with specialisation, not elsewhere classified)-highly complex tasks 0.112 -0.165 0.268 0.464
25193 Supervisors in machine-building and -operating 0.000 -0.125 0.000 0.486
25194 Managers in machine-building and -operating 0.083 0.000 0.200 0.556
25201 Technical occupations in the automotive industries (without specialisation)-unskilled/semiskilled tasks 0.000 -0.917 0.000 0.046
25212 Technical occupations in the automotive industries-skilled tasks 0.004 -0.659 0.009 0.189
25213 Technical occupations in the automotive industries-complex tasks 0.050 -0.550 0.120 0.250
25214 Technical occupations in the automotive industries-highly complex tasks 0.150 -0.100 0.360 0.500
25222 Technical occupations, agricultural and construction machinery-skilled tasks 0.000 -0.771 0.000 0.127
25223 Technical occupations, agricultural and construction machinery-complex tasks 0.050 -0.550 0.120 0.250
25224 Technical occupations, agricultural and construction machinery-highly complex tasks 0.083 -0.333 0.200 0.370
25232 Technical occupations in the aeronautic and aerospace industries-skilled tasks 0.000 -0.733 0.000 0.148
25233 Technical occupations in the aeronautic and aerospace industries-complex tasks 0.050 -0.550 0.120 0.250
25234 Technical occupations in the aeronautic and aerospace industries-highly complex tasks 0.042 -0.292 0.100 0.394
25242 Technical occupations in ship building-skilled tasks 0.000 -0.806 0.000 0.108
25243 Technical occupations in ship building-complex tasks 0.050 -0.550 0.120 0.250
25244 Technical occupations in ship building-highly complex tasks 0.071 -0.357 0.171 0.357
25252 Technical occupations in the maintenance and construction of bicycles and motorbikes-skilled tasks 0.000 -0.657 0.000 0.190
25253 Technical occupations in the maintenance and construction of bicycles and motorbikes-complex tasks 0.054 -0.567 0.130 0.240
25254 Technical occupations in the maintenance and construction of bicycles and motorbikes-highly complex tasks 0.150 -0.100 0.360 0.500
25293 Supervisors in the automotive, aeronautic, aerospace and ship building industries 0.066 -0.424 0.157 0.320
25294 Managers in the automotive, aeronautic, aerospace and ship building industries 0.083 0.000 0.200 0.556
26112 Occupations in mechatronics-skilled tasks 0.028 -0.618 0.067 0.212
26113 Occupations in mechatronics-complex tasks 0.045 -0.424 0.109 0.320
26114 Occupations in mechatronics-highly complex tasks 0.100 -0.200 0.240 0.444
26122 Occupations in automation and control technology-skilled tasks 0.024 -0.581 0.057 0.233
26123 Occupations in automation and control technology-complex tasks 0.097 -0.181 0.233 0.455
26124 Occupations in automation and control technology-highly complex tasks 0.100 -0.200 0.240 0.444
26193 Supervisors in mechatronics and automation and control technology 0.083 -0.417 0.200 0.324
26212 Electricians in construction-skilled tasks 0.000 -0.714 0.000 0.159
26222 Technical occupations in maintenance of electric machines-skilled tasks 0.000 -0.692 0.000 0.171
26223 Technical occupations in maintenance of electric machines-complex tasks 0.124 -0.219 0.297 0.434
26232 Technical occupations in energy and power plant technology-skilled tasks 0.059 -0.529 0.141 0.261
26233 Technical occupations in energy and power plant technology-complex tasks 0.124 -0.219 0.297 0.434
26234 Technical occupations in energy and power plant technology-highly complex tasks 0.095 -0.191 0.229 0.449
26242 Occupations in renewable energy technology-skilled tasks 0.033 -0.644 0.080 0.198
26243 Occupations in renewable energy technology-complex tasks 0.079 -0.352 0.189 0.360
26244 Occupations in renewable energy technology-highly complex tasks 0.091 -0.182 0.218 0.455
26252 Occupations in installing and maintaining electrical machines and equipment in plants-skilled tasks 0.033 -0.554 0.080 0.248
26253 Occupations in installing and maintaining electrical machines and equipment in plants-complex tasks 0.124 -0.219 0.297 0.434
26262 Occupations in installing and servicing electrical cables-skilled tasks 0.000 -0.900 0.000 0.056
26263 Occupations in installing and servicing electrical cables-complex tasks 0.124 -0.219 0.297 0.434
26264 Occupations in installing and servicing electrical cables-highly complex tasks 0.095 -0.191 0.229 0.449
26293 Supervisors in energy technology 0.084 -0.261 0.201 0.410
26301 Occupations in electrical engineering (without specialisation)-unskilled/semiskilled tasks 0.000 -0.742 0.000 0.143
26302 Occupations in electrical engineering (without specialisation)-skilled tasks 0.017 -0.600 0.040 0.222
26303 Occupations in electrical engineering (without specialisation)-complex tasks 0.112 -0.159 0.268 0.467
26304 Occupations in electrical engineering (without specialisation)-highly complex tasks 0.100 -0.150 0.240 0.472
26312 Occupations in information and telecommunication technology-skilled tasks 0.045 -0.423 0.107 0.320
26313 Occupations in information and telecommunication technology-complex tasks 0.125 -0.115 0.301 0.492
26314 Occupations in information and telecommunication technology-highly complex tasks 0.120 -0.137 0.287 0.480
26322 Occupations in microsystems technology-skilled tasks 0.000 -0.700 0.000 0.167
26323 Occupations in microsystems technology-complex tasks 0.080 -0.354 0.193 0.359
26324 Occupations in microsystems technology-highly complex tasks 0.086 -0.313 0.206 0.382
26332 Occupations in aeronautic, naval, and automotive electronics-skilled tasks 0.000 -0.764 0.000 0.131
26333 Occupations in in aeronautic, naval, and automotive electronics-complex tasks 0.077 -0.308 0.185 0.385
26334 Occupations in in aeronautic, naval, and automotive electronics-highly complex tasks 0.100 -0.200 0.240 0.444
26382 Occupations in electrical engineering (with specialisation, not elsewhere classified)-skilled tasks 0.017 -0.600 0.040 0.222
26383 Occupations in electrical engineering (with specialisation, not elsewhere classified)-complex tasks 0.112 -0.159 0.268 0.467
26384 Occupations in electrical engineering (with specialisation, not elsewhere classified)-highly complex tasks 0.095 -0.236 0.229 0.424
26393 Supervisors in electrical engineering 0.064 -0.465 0.154 0.297
27103 Occupations in technical research and development (without specialisation)-complex tasks 0.167 0.000 0.400 0.556
27104 Occupations in technical research and development (without specialisation)-highly complex tasks 0.136 -0.079 0.327 0.512
27182 Occupations in technical research and development (with specialisation, not elsewhere classified)-skilled tasks 0.125 0.000 0.300 0.556
27183 Occupations in technical research and development (with specialisation, not elsewhere classified)-complex tasks 0.100 -0.200 0.240 0.444
27184 Occupations in technical research and development (with specialisation, not elsewhere classified)-highly complex tasks 0.151 0.192 0.363 0.662
27194 Managers in technical research and development 0.111 -0.111 0.267 0.494
27212 Draftspersons-skilled tasks 0.259 0.400 0.622 0.778
27223 Occupations in technical design and apparatus building-complex tasks 0.237 0.390 0.568 0.772
27224 Occupations in technical design and apparatus building-highly complex tasks 0.125 -0.125 0.300 0.486
27232 Model makers-skilled tasks 0.028 -0.765 0.067 0.131
27282 Technical draftspersons, engineering designers and model makers (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.600 0.000 0.222
27283 Technical draftspersons, engineering designers and model makers (with specialisation, not elsewhere classified)-complex tasks 0.125 0.250 0.300 0.694
27284 Technical draftspersons, engineering designers and model makers (with specialisation, not elsewhere classified)-highly complex tasks 0.111 0.000 0.267 0.556
27293 Supervisors in technical drawing, engineering design and model making 0.122 -0.231 0.292 0.427
27294 Managers in technical drawing, engineering design and model making 0.152 0.053 0.365 0.585
27302 Technical occupations in production planning and scheduling-skilled tasks 0.000 -0.556 0.000 0.246
27303 Technical occupations in production planning and scheduling-complex tasks 0.190 0.031 0.456 0.573
27304 Technical occupations in production planning and scheduling-highly complex tasks 0.125 -0.068 0.299 0.518
27312 Technical occupations in quality control-skilled tasks 0.074 -0.280 0.178 0.400
27313 Technical occupations in quality control-complex tasks 0.196 0.107 0.471 0.615
27314 Technical occupations in quality control-highly complex tasks 0.250 0.250 0.600 0.694
27393 Supervisors in production planning and scheduling 0.097 -0.306 0.232 0.385
27394 Managers in production planning and scheduling 0.152 0.053 0.365 0.585
28101 Occupations in textile making (without specialisation)-unskilled/semiskilled tasks 0.000 -0.750 0.000 0.139
28102 Occupations in textile making (without specialisation)-skilled tasks 0.063 -0.500 0.150 0.278
28103 Occupations in textile making (without specialisation)-complex tasks 0.000 -0.455 0.000 0.303
28104 Occupations in textile making (without specialisation)-highly complex tasks 0.100 -0.200 0.240 0.444
28112 Occupations in textile design-skilled tasks 0.042 -0.417 0.100 0.324
28113 Occupations in textile design-complex tasks 0.000 -0.455 0.000 0.303
28114 Occupations in textile design-highly complex tasks 0.143 0.286 0.343 0.714
28122 Occupations in textile production-skilled tasks 0.000 -0.605 0.000 0.219
28123 Occupations in textile production-complex tasks 0.000 -0.455 0.000 0.303
28132 Occupations in spinning and rope-making-skilled tasks 0.000 -0.717 0.000 0.157
28133 Occupations in spinning and rope-making-complex tasks 0.000 -0.455 0.000 0.303
28142 Occupations in textile finishing-skilled tasks 0.000 -0.778 0.000 0.123
28143 Occupations in textile finishing-complex tasks 0.000 -0.455 0.000 0.303
28193 Supervisors in textile making 0.036 -0.517 0.087 0.269
28194 Managers in textile making 0.036 -0.517 0.087 0.269
28212 Occupations in fashion design-skilled tasks 0.143 -0.143 0.343 0.476
28213 Occupations in fashion design-complex tasks 0.131 -0.226 0.314 0.430
28214 Occupations in fashion design-highly complex tasks 0.143 0.286 0.343 0.714
28221 Occupations in the production of clothing, hat and cap making-unskilled/semiskilled tasks 0.000 -0.798 0.000 0.112
28222 Occupations in the production of clothing, hat and cap making-skilled tasks 0.011 -0.681 0.026 0.177
28223 Occupations in the production of clothing, hat and cap making-complex tasks 0.081 -0.336 0.195 0.369
28224 Occupations in the production of clothing, hat and cap making-highly complex tasks 0.100 -0.200 0.240 0.444
28232 Occupations in manufacturing of heavy duty textile products, sail makers-skilled tasks 0.000 -0.713 0.000 0.159
28242 Occupations in upholstery and interior fitting of vehicles-skilled tasks 0.000 -0.756 0.000 0.136
28293 Supervisors in the production of clothing and other textile products 0.085 -0.372 0.205 0.349
28294 Managers in the production of clothing and other textile products 0.085 -0.372 0.205 0.349
28301 Occupations in leather- and fur-making and -processing (without specialisation)-unskilled/semiskilled tasks 0.000 -0.769 0.000 0.128
28312 Occupations in leather making-skilled tasks 0.000 -0.894 0.000 0.059
28313 Occupations in leather making-complex tasks 0.000 -0.583 0.000 0.231
28314 Occupations in leather making-highly complex tasks 0.071 -0.429 0.171 0.317
28322 Occupations in saddlery and production of leather wares 0.000 -0.699 0.000 0.167
28332 Occupations in shoemaking-skilled tasks 0.000 -0.724 0.000 0.153
28333 Occupations in shoemaking-complex tasks 0.079 -0.381 0.189 0.344
28342 Occupations in fur treatment and processing-skilled tasks 0.000 -0.830 0.000 0.095
28343 Occupations in fur treatment and processing-complex tasks 0.000 -0.583 0.000 0.231
28393 Supervisors in leather- and fur-making and -processing 0.077 -0.332 0.184 0.371
28394 Managers in leather- and fur-making and -processing 0.077 -0.332 0.184 0.371
29102 Occupations in beverage production (without specialisation)-skilled tasks 0.000 -0.571 0.000 0.238
29103 Occupations in beverage production (without specialisation)-complex tasks 0.000 -0.571 0.000 0.238
29104 Occupations in beverage production (without specialisation)-highly complex tasks 0.067 -0.400 0.160 0.333
29112 Brewers and maltsters-skilled tasks 0.000 -0.667 0.000 0.185
29113 Brewers and maltsters-complex tasks 0.000 -0.667 0.000 0.185
29114 Brewers and maltsters-highly complex tasks 0.067 -0.400 0.160 0.333
29122 Coopers-skilled tasks 0.000 -0.685 0.000 0.175
29123 Coopers-complex tasks 0.000 -0.685 0.000 0.175
29132 Distillers-skilled tasks 0.028 -0.622 0.067 0.210
29133 Distillers-complex tasks 0.028 -0.622 0.067 0.210
29134 Distillers-highly complex tasks 0.028 -0.622 0.067 0.210
29142 Occupations in fruit juice production-skilled tasks 0.000 -0.500 0.000 0.278
29143 Occupations in fruit juice production-complex tasks 0.000 -0.500 0.000 0.278
29152 Tasters of foodstuffs and beverages-skilled tasks 0.000 -0.542 0.000 0.255
29193 Supervisors in beverages production 0.062 -0.513 0.149 0.270
29194 Managers in beverages production 0.062 -0.513 0.149 0.270
29201 Occupations in the production of foodstuffs (without specialisation)-unskilled/semiskilled tasks 0.000 -0.767 0.000 0.130
29202 Occupations in the production of foodstuffs (without specialisation)-skilled tasks 0.021 -0.618 0.050 0.212
29203 Occupations in the production of foodstuffs (without specialisation)-complex tasks 0.080 -0.257 0.193 0.413
29204 Occupations in the production of foodstuffs (without specialisation)-highly complex tasks 0.063 -0.438 0.150 0.313
29212 Occupations in the production of milling products and animal feeds-skilled tasks 0.000 -0.636 0.000 0.202
29213 Occupations in the production of milling products and animal feeds-complex tasks 0.080 -0.257 0.193 0.413
29222 Occupations in the production of baked goods and pastries-skilled tasks 0.000 -0.546 0.000 0.252
29223 Occupations in the production of baked goods and pastries-complex tasks 0.091 -0.273 0.218 0.404
29232 Occupations in meat processing-skilled tasks 0.000 -0.743 0.000 0.143
29233 Occupations in meat processing-complex tasks 0.091 -0.273 0.218 0.404
29242 Occupations in fish processing-skilled tasks 0.000 -0.750 0.000 0.139
29243 Occupations in fish processing-complex tasks 0.091 -0.273 0.218 0.404
29252 Occupations in the production of dairy goods-skilled tasks 0.000 -0.560 0.000 0.244
29253 Occupations in the production of dairy goods-complex tasks 0.026 -0.537 0.062 0.257
29262 Occupations in confectionery production-skilled tasks 0.000 -0.655 0.000 0.192
29263 Occupations in confectionery production-complex tasks 0.026 -0.537 0.062 0.257
29272 Occupations in the manufacturing of tobacco products-skilled tasks 0.000 -0.571 0.000 0.238
29273 Occupations in the manufacturing of tobacco products-complex tasks 0.080 -0.257 0.193 0.413
29282 Occupations in the production of foodstuffs (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.690 0.000 0.172
29283 Occupations in the production of foodstuffs (with specialisation, not elsewhere classified)-complex tasks 0.080 -0.257 0.193 0.413
29284 Occupations in the production of foodstuffs (with specialisation, not elsewhere classified)-highly complex tasks 0.063 -0.438 0.150 0.313
29293 Supervisors in the production of foodstuffs, confectionery and tobacco products 0.064 -0.447 0.153 0.307
29294 Managers in the production of foodstuffs, confectionery and tobacco products 0.064 -0.447 0.153 0.307
29301 Cooks (without specialisation)-unskilled/semiskilled tasks 0.000 -0.846 0.000 0.085
29302 Cooks (without specialisation)-skilled tasks 0.000 -0.627 0.000 0.207
29312 Hors d'œuvrier, pantry or pastry cooks-skilled tasks 0.000 -0.600 0.000 0.222
29322 Roast, grill or fish cooks-skilled tasks 0.000 -0.636 0.000 0.202
29382 Cooks (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.701 0.000 0.166
29393 Supervisors in cooking 0.033 -0.533 0.080 0.259
29394 Managers in cooking 0.000 -0.538 0.000 0.256
31102 Occupations in construction scheduling and supervision (without specialisation)-skilled tasks 0.077 -0.538 0.185 0.256
31103 Occupations in construction scheduling and supervision (without specialisation)-complex tasks 0.085 -0.290 0.203 0.395
31104 Occupations in construction scheduling and supervision (without specialisation)-highly complex tasks 0.125 -0.028 0.301 0.540
31114 Occupations in architecture-highly complex tasks 0.071 -0.357 0.171 0.357
31124 Occupations in urban and spatial planning-highly complex tasks 0.125 -0.083 0.300 0.509
31132 Occupations in the planning of traffic routes and other infrastructure-skilled tasks 0.111 -0.444 0.267 0.309
31133 Occupations in the planning of traffic routes and other infrastructure-complex tasks 0.085 -0.290 0.203 0.395
31134 Occupations in the planning of traffic routes and other infrastructure-highly complex tasks 0.067 -0.467 0.160 0.296
31142 Occupations in water resource management-skilled tasks 0.100 -0.500 0.240 0.278
31143 Occupations in water resource management-complex tasks 0.085 -0.290 0.203 0.395
31144 Occupations in water resource management-highly complex tasks 0.059 -0.529 0.141 0.261
31152 Occupations in the maintenance and renovation of buildings-skilled tasks 0.083 -0.500 0.200 0.278
31153 Occupations in the maintenance and renovation of buildings-complex tasks 0.049 -0.604 0.119 0.220
31154 Occupations in the maintenance and renovation of buildings-highly complex tasks 0.125 -0.028 0.301 0.540
31163 Construction surveyors and inspectors-complex tasks 0.077 -0.538 0.185 0.256
31164 Construction surveyors and inspectors-highly complex tasks 0.095 -0.410 0.228 0.328
31173 Occupations in construction accounting and cost calculation for buildings-complex tasks 0.250 0.500 0.600 0.833
31174 Occupations in construction accounting and cost calculation for buildings-highly complex tasks 0.100 -0.100 0.240 0.500
31193 Supervisors in construction scheduling and supervision, and architecture 0.100 -0.500 0.240 0.278
31194 Managers in construction scheduling and supervision, and architecture 0.067 -0.467 0.160 0.296
31212 Occupations in surveying-skilled tasks 0.059 -0.358 0.141 0.357
31213 Occupations in surveying-complex tasks 0.117 -0.191 0.282 0.450
31214 Occupations in surveying-highly complex tasks 0.090 -0.332 0.217 0.371
31222 Occupations in cartography-skilled tasks 0.197 0.187 0.473 0.659
31223 Occupations in cartography-complex tasks 0.197 0.187 0.473 0.659
31224 Occupations in cartography-highly complex tasks 0.125 -0.250 0.300 0.417
32101 Occupations in building construction (without specialisation)-unskilled/semiskilled tasks 0.000 -0.900 0.000 0.056
32102 Occupations in building construction (without specialisation)-skilled tasks 0.000 -0.862 0.000 0.077
32103 Occupations in building construction (without specialisation)-complex tasks 0.083 -0.250 0.200 0.417
32104 Occupations in building construction (without specialisation)-highly complex tasks 0.067 -0.467 0.160 0.296
32112 Occupations in the construction of concrete and reinforced concrete structures-skilled tasks 0.000 -0.841 0.000 0.089
32113 Occupations in the construction of concrete and reinforced concrete structures-complex tasks 0.083 -0.250 0.200 0.417
32122 Occupations in the bricklayer's trade-skilled tasks 0.000 -0.857 0.000 0.079
32123 Occupations in the bricklayer's trade-complex tasks 0.000 -0.616 0.000 0.213
32132 Occupations in chimney construction-skilled tasks 0.000 -0.808 0.000 0.106
32142 Occupations in roofing-skilled tasks 0.000 -0.846 0.000 0.086
32152 Occupations in facade construction-skilled tasks 0.000 -0.856 0.000 0.080
32162 Occupations in scaffolding-skilled tasks 0.000 -0.833 0.000 0.093
32172 Occupations in building demolition-skilled tasks 0.000 -0.824 0.000 0.098
32193 Supervisors in building construction 0.000 -0.586 0.000 0.230
32201 Occupations in civil engineering (without specialisation)-unskilled/semiskilled tasks 0.000 -0.770 0.000 0.128
32202 Occupations in civil engineering (without specialisation)-skilled tasks 0.000 -0.871 0.000 0.072
32203 Occupations in civil engineering (without specialisation)-complex tasks 0.083 -0.333 0.200 0.370
32204 Occupations in civil engineering (without specialisation)-highly complex tasks 0.067 -0.467 0.160 0.296
32212 Pavers and stone setters-skilled tasks 0.000 -0.852 0.000 0.082
32222 Occupations in road and asphalt construction-skilled tasks 0.000 -0.829 0.000 0.095
32223 Occupations in road and asphalt construction-complex tasks 0.083 -0.333 0.200 0.370
32224 Occupations in road and asphalt construction-highly complex tasks 0.067 -0.467 0.160 0.296
32232 Occupations in railroad construction-skilled tasks 0.000 -0.800 0.000 0.111
32233 Occupations in railroad construction-complex tasks 0.083 -0.333 0.200 0.370
32242 Occupations in well construction-skilled tasks 0.000 -0.848 0.000 0.084
32243 Occupations in well construction-complex tasks 0.083 -0.333 0.200 0.370
32252 Occupations in canal and tunnel construction-skilled tasks 0.000 -0.784 0.000 0.120
32253 Occupations in canal and tunnel construction-complex tasks 0.091 -0.364 0.218 0.354
32262 Occupations in land improvement and hydraulic construction-skilled tasks 0.000 -0.811 0.000 0.105
32263 Occupations in land improvement and hydraulic construction-complex tasks 0.125 0.000 0.300 0.556
32264 Occupations in land improvement and hydraulic construction-highly complex tasks 0.067 -0.467 0.160 0.296
32293 Supervisors in civil engineering 0.037 -0.566 0.088 0.241
33101 Floor layers (without specialisation)-unskilled/semiskilled tasks 0.000 -0.846 0.000 0.085
33102 Floor layers (without specialisation)-skilled tasks 0.000 -0.875 0.000 0.069
33112 Pavers, tile setters and mosaic-layers-skilled tasks 0.000 -0.864 0.000 0.076
33122 Composition floor and terrazzo-layers-skilled tasks 0.000 -0.826 0.000 0.097
33132 Parquet floor layers-skilled tasks 0.000 -0.778 0.000 0.123
33133 Parquet floor layers-complex tasks 0.000 -0.519 0.000 0.267
33193 Supervisors in floor laying 0.065 -0.476 0.157 0.291
33211 Painters and varnishers-unskilled/semiskilled tasks 0.000 -0.929 0.000 0.040
33212 Painters and varnishers-skilled tasks 0.000 -0.873 0.000 0.071
33213 Painters and varnishers-complex tasks 0.000 -0.665 0.000 0.186
33222 Plasterers-skilled tasks 0.023 -0.811 0.055 0.105
33223 Plasterers-complex tasks 0.000 -0.591 0.000 0.227
33232 Occupations in the waterproofing of buildings -skilled tasks 0.000 -0.876 0.000 0.069
33233 Occupations in the waterproofing of buildings -complex tasks 0.000 -0.591 0.000 0.227
33242 Occupations in the preservation of structures and wooden building components-skilled tasks 0.000 -0.933 0.000 0.037
33243 Occupations in the preservation of structures and wooden building components-complex tasks 0.000 -0.665 0.000 0.186
33293 Supervisors in the painting, varnishing, plastering, water proofing of buildings, preservation of structures and wooden building components 0.044 -0.578 0.107 0.235
33301 Occupations in the interior construction and dry walling (without specialisation)-unskilled/semiskilled tasks 0.000 -0.867 0.000 0.074
33302 Occupations in the interior construction and dry walling (without specialisation)-skilled tasks 0.000 -0.838 0.000 0.090
33303 Occupations in the interior construction and dry walling (without specialisation)-complex tasks 0.077 -0.462 0.185 0.299
33312 Occupations in insulation-skilled tasks 0.000 -0.845 0.000 0.086
33322 Carpenters-skilled tasks 0.000 -0.842 0.000 0.088
33323 Carpenters-complex tasks 0.000 -0.603 0.000 0.221
33332 Joiners-skilled tasks 0.000 -0.688 0.000 0.173
33342 Glaziers-skilled tasks 0.000 -0.779 0.000 0.123
33352 Roller shutter and jalousie installers-skilled tasks 0.000 -0.786 0.000 0.119
33393 Supervisors in interior construction and dry walling, insulation, carpentry, glazing, roller shutter and jalousie installation 0.044 -0.567 0.106 0.241
34102 Occupations in building services engineering (without specialisation)-skilled tasks 0.061 -0.439 0.145 0.311
34103 Occupations in building services engineering (without specialisation)-complex tasks 0.079 -0.297 0.190 0.391
34104 Occupations in building services engineering (without specialisation)-highly complex tasks 0.111 0.000 0.267 0.556
34112 Green keepers and equipment managers-skilled tasks 0.000 -0.550 0.000 0.250
34193 Supervisors in building services engineering 0.200 0.000 0.480 0.556
34201 Occupations in plumping (without specialisation)-unskilled/semiskilled tasks 0.000 -0.882 0.000 0.065
34202 Occupations in plumping (without specialisation)-skilled tasks 0.000 -0.826 0.000 0.097
34203 Occupations in plumping (without specialisation)-complex tasks 0.000 -0.375 0.000 0.347
34212 Occupations in sanitation, heating, ventilating, and air conditioning-skilled tasks 0.000 -0.716 0.000 0.158
34213 Occupations in sanitation, heating, ventilating, and air conditioning-complex tasks 0.000 -0.375 0.000 0.347
34214 Occupations in sanitation, heating, ventilating, and air conditioning-highly complex tasks 0.111 0.000 0.267 0.556
34222 Occupations in the construction of stoves, storage heaters, and forced-air heating systems-skilled tasks 0.000 -0.661 0.000 0.188
34232 Occupations in ventilating, and air conditioning-skilled tasks 0.000 -0.601 0.000 0.221
34233 Occupations in ventilating, and air conditioning-complex tasks 0.000 -0.444 0.000 0.309
34234 Occupations in ventilating, and air conditioning-highly complex tasks 0.111 0.000 0.267 0.556
34293 Supervisors in sanitation, heating, ventilating, and air conditioning 0.044 -0.452 0.105 0.305
34301 Occupations in building services and waste disposal (without specialisation)-unskilled/semiskilled tasks 0.000 -0.809 0.000 0.106
34302 Occupations in building services and waste disposal (without specialisation)-skilled tasks 0.000 -0.780 0.000 0.122
34303 Occupations in building services and waste disposal (without specialisation)-complex tasks 0.111 -0.222 0.267 0.432
34304 Occupations in building services and waste disposal (without specialisation)-highly complex tasks 0.111 0.000 0.267 0.556
34312 Technical occupations in water supply and wastewater disposal-skilled tasks 0.000 -0.780 0.000 0.122
34313 Technical occupations in water supply and wastewater disposal-complex tasks 0.111 -0.222 0.267 0.432
34314 Technical occupations in water supply and wastewater disposal -highly complex tasks 0.111 0.000 0.267 0.556
34322 Occupations in pipeline construction-skilled tasks 0.000 -0.780 0.000 0.122
34323 Occupations in pipeline construction-complex tasks 0.111 -0.222 0.267 0.432
34324 Occupations in pipeline construction 0.111 0.000 0.267 0.556
34332 Occupations in waste management-skilled tasks 0.000 -0.828 0.000 0.095
34333 Occupations in waste management-complex tasks 0.077 -0.308 0.185 0.385
34334 Occupations in waste management-highly complex tasks 0.071 -0.357 0.171 0.357
34342 Occupations in plant, vessels, tank and apparatus construction-skilled tasks 0.000 -0.786 0.000 0.119
34343 Occupations in plant, vessels, tank and apparatus construction-complex tasks 0.091 -0.364 0.218 0.354
34344 Occupations in plant, vessels, tank and apparatus construction-highly complex tasks 0.091 -0.364 0.218 0.354
34393 Supervisors in building services and waste disposal 0.052 -0.467 0.126 0.296
41103 Occupations in mathematics-complex tasks 0.200 0.600 0.480 0.889
41104 Occupations in mathematics-highly complex tasks 0.200 0.600 0.480 0.889
41114 Occupations in statistics-highly complex tasks 0.200 0.480 0.480 0.822
41184 Occupations in mathematics (with specialisation, not elsewhere classified)-highly complex tasks 0.194 0.556 0.467 0.864
41194 Managers in mathematics and statistics 0.100 -0.600 0.240 0.222
41203 Occupations in biology (without specialisation)-complex tasks 0.054 -0.459 0.130 0.301
41204 Occupations in biology (without specialisation)-highly complex tasks 0.054 -0.459 0.130 0.301
41212 Biological technical laboratory occupations-skilled tasks 0.065 -0.586 0.157 0.230
41213 Biological technical laboratory occupations-complex tasks 0.091 -0.364 0.218 0.354
41214 Biological technical laboratory occupations-highly complex tasks 0.067 -0.467 0.160 0.296
41222 Occupations in the preparation of biological specimen-skilled tasks 0.000 -0.801 0.000 0.110
41234 Occupations in ecology-highly complex tasks 0.053 -0.474 0.126 0.292
41244 Occupations in botany-highly complex tasks 0.053 -0.474 0.126 0.292
41254 Occupations in zoology-highly complex tasks 0.097 -0.429 0.234 0.317
41264 Occupations in microbiology-highly complex tasks 0.056 -0.444 0.133 0.309
41274 Occupations in human biology-highly complex tasks 0.088 -0.414 0.212 0.325
41283 Occupations in biology (with specialisation, not elsewhere classified)-complex tasks 0.070 -0.466 0.169 0.297
41284 Occupations in biology (with specialisation, not elsewhere classified)-highly complex tasks 0.070 -0.466 0.169 0.297
41293 Supervisors in biology 0.067 -0.533 0.160 0.259
41294 Managers in biology 0.100 -0.600 0.240 0.222
41303 Occupations in chemistry (without specialisation)-complex tasks 0.056 -0.333 0.133 0.370
41304 Occupations in chemistry (without specialisation)-highly complex tasks 0.056 -0.333 0.133 0.370
41311 Occupations in chemical and pharmaceutical engineering-unskilled/semiskilled tasks 0.025 -0.756 0.060 0.136
41312 Occupations in chemical and pharmaceutical engineering-skilled tasks 0.000 -0.721 0.000 0.155
41313 Occupations in chemical and pharmaceutical engineering-complex tasks 0.074 -0.332 0.178 0.371
41314 Occupations in chemical and pharmaceutical engineering-highly complex tasks 0.068 -0.363 0.164 0.354
41322 Chemical technical laboratory occupations-skilled tasks 0.079 -0.540 0.191 0.256
41323 Chemical technical laboratory occupations-complex tasks 0.072 -0.406 0.172 0.330
41324 Chemical technical laboratory occupations-highly complex tasks 0.072 -0.406 0.172 0.330
41333 Operators of chemical production plants-complex tasks 0.074 -0.332 0.178 0.371
41343 Operators of oil and gas refinery plants-complex tasks 0.074 -0.332 0.178 0.371
41383 Occupations in chemistry (with specialisation, not elsewhere classified)-complex tasks 0.086 -0.370 0.206 0.350
41384 Occupations in chemistry (with specialisation, not elsewhere classified)-highly complex tasks 0.086 -0.370 0.206 0.350
41393 Supervisors in chemistry 0.056 -0.556 0.133 0.247
41394 Managers in chemistry 0.056 -0.556 0.133 0.247
41403 Occupations in physics (without specialisation)-complex tasks 0.100 -0.100 0.240 0.500
41404 Occupations in physics (without specialisation)-highly complex tasks 0.100 -0.100 0.240 0.500
41412 Physical technical laboratory occupations-skilled tasks 0.083 -0.500 0.200 0.278
41413 Physical technical laboratory occupations-complex tasks 0.100 -0.500 0.240 0.278
41414 Physical technical laboratory occupations-highly complex tasks 0.083 -0.417 0.200 0.324
41422 Occupations in material engineering-skilled tasks 0.058 -0.590 0.140 0.228
41423 Occupations in material engineering-complex tasks 0.083 -0.500 0.200 0.278
41424 Occupations in material engineering-highly complex tasks 0.068 -0.386 0.164 0.341
41432 Occupations in construction materials testing-skilled tasks 0.056 -0.556 0.133 0.247
41433 Occupations in construction materials testing-complex tasks 0.083 -0.500 0.200 0.278
41434 Occupations in construction materials testing-highly complex tasks 0.059 -0.471 0.141 0.294
41482 Occupations in physics (with specialisation, not elsewhere classified)-skilled tasks 0.058 -0.590 0.140 0.228
41483 Occupations in physics (with specialisation, not elsewhere classified)-complex tasks 0.100 -0.500 0.240 0.278
41484 Occupations in physics (with specialisation, not elsewhere classified)-highly complex tasks 0.168 -0.066 0.403 0.519
41493 Supervisors in physics 0.056 -0.556 0.133 0.247
41494 Managers in physics 0.056 -0.556 0.133 0.247
42112 Occupations in geotechnical engineering-skilled tasks 0.111 -0.444 0.267 0.309
42113 Occupations in geotechnical engineering-complex tasks 0.100 -0.400 0.240 0.333
42114 Occupations in geotechnical engineering-highly complex tasks 0.083 -0.333 0.200 0.370
42124 Occupations in geology-highly complex tasks 0.073 -0.291 0.176 0.394
42134 Occupations in geography-highly complex tasks 0.150 0.050 0.360 0.583
42142 Occupations in meteorology-skilled tasks 0.125 -0.250 0.300 0.417
42143 Occupations in meteorology-complex tasks 0.143 0.143 0.343 0.635
42144 Occupations in meteorology-highly complex tasks 0.091 -0.091 0.218 0.505
42202 Occupations in environmental protection engineering (without specialisation)-skilled tasks 0.036 -0.650 0.086 0.194
42203 Occupations in environmental protection engineering (without specialisation)-complex tasks 0.079 -0.395 0.189 0.336
42204 Occupations in environmental protection engineering (without specialisation)-highly complex tasks 0.091 -0.364 0.218 0.354
42212 Chimney sweeps-skilled tasks 0.000 -0.667 0.000 0.185
42283 Occupations in environmental protection engineering (with specialisation, not elsewhere classified)-highly complex tasks 0.069 -0.448 0.166 0.307
42293 Supervisors in environmental protection engineering 0.071 -0.571 0.171 0.238
42312 Occupations in environmental protection administration and environmental protection consulting-skilled tasks 0.250 0.250 0.600 0.694
42313 Occupations in environmental protection administration and environmental protection consulting-complex tasks 0.119 0.051 0.286 0.584
42314 Occupations in environmental protection administration and environmental protection consulting-highly complex tasks 0.151 0.037 0.363 0.576
42323 Water pollution and emission control, waste management commissioners-complex tasks 0.079 -0.395 0.189 0.336
42324 Water pollution and emission control, waste management commissioners-highly complex tasks 0.175 0.050 0.420 0.583
42333 Radiation protection commissioners-complex tasks 0.092 -0.275 0.220 0.403
42334 Radiation protection commissioners-highly complex tasks 0.071 -0.446 0.171 0.308
42394 Managers in environmental protection administration and consulting 0.071 -0.571 0.171 0.238
43102 Occupations in computer science (without specialisation)-skilled tasks 0.137 -0.042 0.329 0.532
43103 Occupations in computer science (without specialisation)-complex tasks 0.143 0.143 0.343 0.635
43104 Occupations in computer science (without specialisation)-highly complex tasks 0.155 0.310 0.371 0.728
43112 Occupations in business informatics-skilled tasks 0.155 0.000 0.371 0.556
43113 Occupations in business informatics-complex tasks 0.226 0.398 0.543 0.777
43114 Occupations in business informatics-highly complex tasks 0.154 0.379 0.369 0.766
43122 Occupations in computer engineering-skilled tasks 0.139 -0.026 0.333 0.541
43123 Occupations in computer engineering-complex tasks 0.127 -0.071 0.305 0.516
43124 Occupations in computer engineering-highly complex tasks 0.106 -0.156 0.253 0.469
43134 Occupations in bio- and medical informatics-highly complex tasks 0.134 0.205 0.321 0.670
43144 Occupations in geoinformatics-highly complex tasks 0.143 0.286 0.343 0.714
43152 Occupations in media informatics-skilled tasks 0.143 0.000 0.343 0.556
43153 Occupations in media informatics-complex tasks 0.240 0.448 0.577 0.804
43154 Occupations in media informatics-highly complex tasks 0.167 0.500 0.400 0.833
43194 Managers in computer science 0.145 0.242 0.348 0.690
43214 Occupations in IT-system-analysis-highly complex tasks 0.333 0.667 0.800 0.926
43223 Occupations in IT-application-consulting-complex tasks 0.167 0.333 0.400 0.741
43224 Occupations in IT-application-consulting-highly complex tasks 0.260 0.403 0.624 0.779
43233 Occupations in IT-sales-complex tasks 0.167 0.033 0.400 0.574
43294 Managers in IT-system-analysis, IT-application-consulting and IT-sales 0.145 0.242 0.348 0.690
43313 Occupations in IT-network engineering-complex tasks 0.156 0.156 0.373 0.642
43314 Occupations in IT-network engineering-highly complex tasks 0.333 0.667 0.800 0.926
43323 Occupations in IT-coordination-complex tasks 0.228 0.367 0.547 0.759
43333 Occupations in IT-organisation-complex tasks 0.250 0.500 0.600 0.833
43343 Occupations in IT-system-administration-complex tasks 0.246 0.392 0.590 0.773
43353 Occupations in database development and administration-complex tasks 0.292 0.583 0.700 0.880
43363 Occupations in web administration-complex tasks 0.250 0.500 0.600 0.833
43383 Occupations in IT-network engineering, IT-coordination, IT-administration and IT-organisation (with specialisation, not elsewhere classified)-complex tasks 0.143 0.286 0.343 0.714
43384 Occupations in IT-network engineering, IT-coordination, IT-administration and IT-organisation (with specialisation, not elsewhere classified)-highly complex tasks 0.200 0.300 0.480 0.722
43394 Managers in IT-network engineering, IT-coordination, IT-administration and IT-organisation (with specialisation, not elsewhere classified) 0.145 0.242 0.348 0.690
43412 Occupations in software development-skilled tasks 0.164 0.142 0.393 0.634
43413 Occupations in software development-complex tasks 0.223 0.452 0.536 0.807
43414 Occupations in software development-highly complex tasks 0.233 0.400 0.560 0.778
43423 Occupations in programming-complex tasks 0.250 0.500 0.600 0.833
43494 Managers in software development and programming 0.145 0.242 0.348 0.690
51112 Technical occupations in railway operation-skilled tasks 0.000 -0.250 0.000 0.417
51113 Technical occupations in railway operation-complex tasks 0.000 -0.556 0.000 0.247
51122 Technical occupations in aircraft operation-skilled tasks 0.000 -0.750 0.000 0.139
51123 Technical occupations in aircraft operation-complex tasks 0.000 -0.500 0.000 0.278
51132 Technical occupations in ship operation-skilled tasks 0.000 -0.752 0.000 0.138
51133 Technical occupations in ship operation-complex tasks 0.063 -0.542 0.151 0.254
51134 Technical occupations in ship operation-highly complex tasks 0.038 -0.534 0.092 0.259
51182 Technical occupations in railway, aircraft and ship operation (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.250 0.000 0.417
51183 Technical occupations in railway, aircraft and ship operation (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.250 0.000 0.417
51193 Supervisors in railway, aircraft and ship operation 0.083 -0.333 0.200 0.370
51212 Road and tunnel inspection and controlling commissioners-skilled tasks 0.048 -0.612 0.114 0.216
51222 Occupations in the inspection and maintenance of railway infrastructure-skilled tasks 0.000 -0.250 0.000 0.417
51223 Occupations in the inspection and maintenance of railway infrastructure-complex tasks 0.125 -0.125 0.300 0.486
51224 Occupations in the inspection and maintenance of railway infrastructure-highly complex tasks 0.125 -0.125 0.300 0.486
51233 Technical occupations in air traffic control-complex tasks 0.125 0.125 0.300 0.625
51234 Technical occupations in air traffic control-highly complex tasks 0.125 0.125 0.300 0.625
51242 Waterway and bridges inspection and controlling commissioners-skilled tasks 0.000 -0.500 0.000 0.278
51243 Waterway and bridges inspection and controlling commissioners-complex tasks 0.000 -0.167 0.000 0.463
51293 Supervisors in the inspection and maintenance of traffic infrastructure 0.063 -0.563 0.150 0.243
51311 Occupations in warehousing and logistics-unskilled/semiskilled tasks 0.000 -0.673 0.000 0.182
51312 Occupations in warehousing and logistics-skilled tasks 0.059 -0.375 0.141 0.347
51321 Occupations in postal and other delivery services-unskilled/semiskilled tasks 0.000 -0.507 0.000 0.274
51322 Occupations in postal and other delivery services-skilled tasks 0.071 -0.500 0.171 0.278
51332 Occupations in cargo handling-skilled tasks 0.000 -0.738 0.000 0.146
51393 Supervisors in warehousing and logistics, in postal and other delivery services, and in cargo handling 0.048 -0.505 0.114 0.275
51394 Managers in warehousing and logistics, in postal and other delivery services, and in cargo handling 0.083 -0.333 0.200 0.370
51412 Service occupations in road and railway traffic-skilled tasks 0.063 -0.463 0.150 0.299
51422 Service occupations in air traffic-skilled tasks 0.062 -0.200 0.149 0.444
51432 Service occupations in shipping traffic-skilled tasks 0.000 -0.500 0.000 0.278
51493 Supervisors of service personnel in passenger traffic 0.132 -0.121 0.317 0.488
51503 Occupations in traffic surveillance and control (without specialisation)-complex tasks 0.167 -0.167 0.400 0.463
51504 Occupations in traffic surveillance and control (without specialisation)-highly complex tasks 0.150 0.000 0.360 0.556
51512 Occupations in the surveillance and control of road traffic-skilled tasks 0.250 0.500 0.600 0.833
51513 Occupations in the surveillance and control of road traffic-complex tasks 0.167 -0.167 0.400 0.463
51522 Occupations in the surveillance and control of railway traffic-skilled tasks 0.091 -0.091 0.218 0.505
51523 Occupations in the surveillance and control of railway traffic-complex tasks 0.167 -0.167 0.400 0.463
51532 Occupations in the surveillance and control of air traffic-skilled tasks 0.079 -0.088 0.189 0.507
51533 Occupations in the surveillance and control of air traffic-complex tasks 0.056 -0.167 0.133 0.463
51534 Occupations in the surveillance and control of air traffic-highly complex tasks 0.155 0.071 0.371 0.595
51543 Occupations in the surveillance and control of shipping traffic-complex tasks 0.056 -0.143 0.133 0.476
51583 Occupations in traffic surveillance and control (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.333 0.000 0.370
51593 Supervisors in traffic surveillance and control 0.132 -0.121 0.317 0.488
51594 Managers in traffic surveillance and control 0.083 -0.042 0.200 0.532
51613 Management assistants in transport-complex tasks 0.158 0.267 0.380 0.704
51614 Management assistants in transport -highly complex tasks 0.143 0.143 0.343 0.635
51622 Forwarding agents and management assistants in logistics-skilled tasks 0.095 -0.236 0.229 0.424
51623 Forwarding agents and management assistants in logistics-complex tasks 0.169 0.252 0.406 0.696
51624 Forwarding agents and management assistants in logistics-highly complex tasks 0.159 0.270 0.381 0.705
51632 Management assistants in road and railway transport-skilled tasks 0.146 0.021 0.350 0.567
51633 Management assistants in road and railway transport-complex tasks 0.143 0.286 0.343 0.714
51642 Management assistants in air transport-skilled tasks 0.150 0.100 0.360 0.611
51643 Management assistants in air transport-complex tasks 0.158 0.267 0.380 0.704
51652 Management assistants in shipping transport-skilled tasks 0.091 -0.364 0.218 0.354
51653 Management assistants in shipping transport-complex tasks 0.200 0.400 0.480 0.778
51662 Management assistants in courier services, express and postal delivery services-skilled tasks 0.143 -0.143 0.343 0.476
51663 Management assistants in courier services, express and postal delivery services-complex tasks 0.158 0.267 0.380 0.704
51694 Managers in transport and logistics 0.155 0.167 0.371 0.648
52112 Professional drivers (passengers transport)-skilled tasks 0.000 -0.155 0.000 0.470
52122 Professional drivers (cargo trucks)-skilled tasks 0.000 -0.652 0.000 0.193
52132 Bus and tram drivers-skilled tasks 0.000 -0.396 0.000 0.336
52182 Drivers of vehicles in road traffic (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.431 0.000 0.316
52202 Drivers of train engines and other railway vehicles-skilled tasks 0.000 -0.273 0.000 0.404
52313 Pilots of planes and airliners-complex tasks 0.000 -0.425 0.000 0.320
52314 Pilots of planes and airliners-highly complex tasks 0.000 -0.385 0.000 0.342
52383 Aircraft pilots (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.262 0.000 0.410
52384 Aircraft pilots (with specialisation, not elsewhere classified)-highly complex tasks 0.000 0.000 0.000 0.556
52413 Deck officers/mates and ship’s captains or skippers-complex tasks 0.031 -0.534 0.073 0.259
52414 Deck officers/mates and ship’s captains or skippers-highly complex tasks 0.059 -0.490 0.142 0.283
52422 Ship’s masters in inland navigation and port traffic-skilled tasks 0.000 -0.548 0.000 0.251
52423 Ship’s masters in inland navigation and port traffic-complex tasks 0.000 -0.438 0.000 0.312
52512 Drivers of agricultural and forestry machines-skilled tasks 0.000 -0.785 0.000 0.120
52522 Drivers of earthmoving and related machines-skilled tasks 0.000 -0.755 0.000 0.136
52531 Operators of cranes, lifts and related lifting devices-unskilled/semiskilled tasks 0.000 -0.599 0.000 0.223
52532 Operators of cranes, lifts and related lifting devices-skilled tasks 0.000 -0.688 0.000 0.173
52593 Supervisors of drivers and operators of construction and transportation vehicles and equipment 0.082 -0.512 0.196 0.271
53111 Occupations in physical security, protection of valuables, and personal protection-unskilled/semiskilled tasks 0.031 -0.330 0.075 0.372
53112 Occupations in physical security, protection of valuables, and personal protection-skilled tasks 0.015 -0.321 0.037 0.377
53122 Occupations focusing on workplace safety and safety technology-skilled tasks 0.000 -0.457 0.000 0.301
53123 Occupations focusing on workplace safety and safety technology-complex tasks 0.100 -0.025 0.240 0.542
53124 Occupations focusing on workplace safety and safety technology-highly complex tasks 0.126 0.015 0.302 0.564
53132 Occupations in fire protection-skilled tasks 0.000 -0.457 0.000 0.301
53133 Occupations in fire protection-complex tasks 0.000 -0.458 0.000 0.301
53134 Occupations in fire protection-highly complex tasks 0.126 0.015 0.302 0.564
53142 Pool attendants and lifeguards-skilled tasks 0.000 -0.450 0.000 0.306
53152 Private detectives-skilled tasks 0.160 -0.090 0.384 0.506
53162 Debt collectors-skilled tasks 0.000 0.000 0.000 0.556
53182 Occupations in physical security, personal protection, fire protection and workplace safety (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.444 0.000 0.309
53183 Occupations in physical security, personal protection, fire protection and workplace safety (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.321 0.000 0.377
53184 Occupations in physical security, personal protection, fire protection and workplace safety (with specialisation, not elsewhere classified)-highly complex tasks 0.127 -0.016 0.305 0.547
53193 Supervisors in physical security, personal protection, fire protection and workplace safety 0.079 -0.277 0.190 0.402
53194 Managers in physical security, personal protection, fire protection and workplace safety 0.070 -0.138 0.168 0.479
53212 Uniformed police personnel-skilled tasks 0.000 -0.357 0.000 0.357
53213 Uniformed police personnel-complex tasks 0.063 -0.313 0.150 0.382
53214 Uniformed police personnel-highly complex tasks 0.077 -0.071 0.186 0.516
53222 Detectives and police officers in criminal investigation departments-skilled tasks 0.000 -0.357 0.000 0.357
53223 Detectives and police officers in criminal investigation departments-complex tasks 0.071 -0.286 0.171 0.397
53224 Detectives and police officers in criminal investigation departments-highly complex tasks 0.091 -0.091 0.218 0.505
53232 Court officers-skilled tasks 0.143 0.143 0.343 0.635
53233 Court officers-complex tasks 0.000 -0.143 0.000 0.476
53241 Police officers in penal institutions- unskilled/semiskilled tasks 0.000 -0.300 0.000 0.389
53242 Police officers in penal institutions-skilled tasks 0.071 -0.286 0.171 0.397
53243 Police officers in penal institutions-complex tasks 0.143 0.286 0.343 0.714
53244 Police officers in penal institutions-highly complex tasks 0.077 -0.071 0.186 0.516
53312 Occupations in occupational health and safety administration-skilled tasks 0.111 -0.222 0.267 0.432
53313 Occupations in occupational health and safety administration-complex tasks 0.125 0.000 0.300 0.556
53314 Occupations in occupational health and safety administration-highly complex tasks 0.125 0.000 0.300 0.556
53322 Occupations in public health authority and hygiene control-skilled tasks 0.114 -0.214 0.274 0.437
53323 Occupations in public health authority and hygiene control-complex tasks 0.000 -0.583 0.000 0.231
53332 Occupations in food control-skilled tasks 0.100 -0.300 0.240 0.389
53333 Occupations in food control-complex tasks 0.000 -0.400 0.000 0.333
53342 Occupations in disinfection and pest control-skilled tasks 0.000 -0.657 0.000 0.190
53393 Supervisors in occupational health and safety administration, public health authority, and disinfection 0.079 -0.277 0.190 0.402
53394 Managers in occupational health and safety administration, public health authority, and disinfection 0.070 -0.138 0.168 0.479
54101 Occupations in cleaning services (without specialisation)-unskilled/semiskilled tasks 0.000 -0.472 0.000 0.294
54112 Occupations in building cleaning services-skilled tasks 0.000 -0.911 0.000 0.050
54113 Occupations in building cleaning services-complex tasks 0.000 -0.500 0.000 0.278
54122 Occupations in glass and window cleaning services-skilled tasks 0.000 -0.889 0.000 0.062
54132 Occupations in textile cleaning services-skilled tasks 0.000 -0.709 0.000 0.162
54142 Occupations in machine and equipment cleaning services-skilled tasks 0.000 -0.583 0.000 0.231
54152 Occupations in vehicle cleaning services-skilled tasks 0.000 -0.779 0.000 0.123
54182 Occupations in cleaning services (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.911 0.000 0.050
54193 Supervisors in cleaning services 0.078 -0.343 0.187 0.365
61112 Occupations in purchasing-skilled tasks 0.250 0.361 0.600 0.756
61113 Occupations in purchasing-complex tasks 0.229 0.188 0.550 0.660
61122 Occupations in sales (except information and communication technologies)-skilled tasks 0.250 0.361 0.600 0.756
61123 Occupations in sales (except information and communication technologies)-complex tasks 0.210 0.157 0.503 0.643
61124 Occupations in sales (except information and communication technologies)-highly complex tasks 0.180 0.132 0.431 0.629
61132 Trade brokers and auctioneers-skilled tasks 0.167 0.000 0.400 0.556
61133 Trade brokers and auctioneers-complex tasks 0.333 0.667 0.800 0.926
61142 Occupations in placing and servicing vending machines-skilled tasks 0.000 -0.553 0.000 0.248
61152 Money lenders and pawn brokers-skilled tasks 0.250 0.000 0.600 0.556
61162 Occupations in rental services (except money lending and pawn broking)-skilled tasks 0.250 0.000 0.600 0.556
61194 Managers in purchasing and sales 0.165 0.158 0.397 0.644
61203 Management assistants in trade (without specialisation)-complex tasks 0.155 0.238 0.371 0.688
61204 Management assistants in trade (without specialisation)-highly complex tasks 0.143 0.143 0.343 0.635
61212 Management assistants in wholesale and foreign trade-skilled tasks 0.125 -0.083 0.300 0.509
61213 Management assistants in wholesale and foreign trade-complex tasks 0.206 0.261 0.493 0.701
61214 Management assistants in wholesale and foreign trade-highly complex tasks 0.143 0.143 0.343 0.635
61282 Management assistants in trade (with specialisation, not elsewhere classified)-skilled tasks 0.125 -0.083 0.300 0.509
61283 Management assistants in trade (with specialisation, not elsewhere classified)-complex tasks 0.190 0.267 0.456 0.704
61284 Management assistants in trade (with specialisation, not elsewhere classified)-highly complex tasks 0.143 0.143 0.343 0.635
61294 Managers in trade 0.165 0.158 0.397 0.644
61312 Occupations in real estate marketing and administration-skilled tasks 0.159 0.111 0.381 0.617
61313 Occupations in real estate marketing and administration-complex tasks 0.229 0.400 0.549 0.778
61314 Occupations in real estate marketing and administration-highly complex tasks 0.143 0.143 0.343 0.635
61323 Occupations in facility management-complex tasks 0.229 0.396 0.550 0.775
61394 Managers in real estate and facility management 0.165 0.158 0.397 0.644
62101 Sales occupations in retail trade (without product specialisation)-unskilled/semiskilled tasks 0.000 -0.658 0.000 0.190
62102 Sales occupations in retail trade (without product specialisation)-skilled tasks 0.056 -0.333 0.133 0.370
62103 Sales occupations in retail trade (without product specialisation)-complex tasks 0.181 0.000 0.433 0.556
62112 Cashiers and ticket agents-skilled tasks 0.150 -0.217 0.360 0.435
62122 Stall and market sellers-skilled tasks 0.000 -0.800 0.000 0.111
62182 Sales occupations in retail trade (without product specialisation; with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.667 0.000 0.185
62183 Sales occupations in retail trade (without product specialisation; with specialisation, not elsewhere classified)-complex tasks 0.143 -0.143 0.343 0.476
62193 Supervisors in retail trade 0.267 0.100 0.640 0.611
62194 Managers in retail trade 0.171 0.064 0.411 0.591
62212 Sales occupations (retail trade) selling clothing, sporting goods, leather goods and shoes-skilled tasks 0.167 -0.167 0.400 0.463
62222 Sales occupations (retail trade) selling jewellery and watches-skilled tasks 0.200 0.000 0.480 0.556
62232 Sales occupations (retail trade) selling office supplies, gifts and toys-skilled tasks 0.178 -0.111 0.427 0.494
62242 Sales occupations (retail trade) selling electrical and electronic goods, and household supplies-skilled tasks 0.141 -0.268 0.338 0.407
62252 Sales occupations (retail trade) selling furniture and furnishings-skilled tasks 0.125 0.000 0.300 0.556
62262 Sales occupations (retail trade) in gardening stores, home improvement stores, pet shops and zoo supplies stores-skilled tasks 0.066 -0.432 0.159 0.315
62272 Sales occupations (retail trade) selling motor vehicles, bicycles, motorbikes, and related supplies-skilled tasks 0.169 -0.226 0.406 0.430
62282 Sales occupations in retail trade (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.714 0.000 0.159
62301 Sales occupations (retail) selling foodstuffs (without specialisation)-unskilled/semiskilled tasks 0.000 -0.750 0.000 0.139
62302 Sales occupations (retail) selling foodstuffs (without specialisation)-skilled tasks 0.167 -0.167 0.400 0.463
62312 Sales occupations (retail) selling baked goods, pastries and confectionaries-skilled tasks 0.000 -0.633 0.000 0.204
62322 Sales occupations (retail) selling meat products-skilled tasks 0.000 -0.600 0.000 0.222
62382 Sales occupations (retail) selling foodstuffs (with specialisation, not elsewhere classified)-skilled tasks 0.083 -0.083 0.200 0.509
62412 Sales occupations (retail) selling drugstore products and pharmaceuticals-skilled tasks 0.083 -0.343 0.200 0.365
62422 Sales occupations (retail) selling medical supplies and healthcare goods-skilled tasks 0.093 -0.426 0.222 0.319
62512 Sales occupations (retail) selling books-skilled tasks 0.143 -0.143 0.343 0.476
62513 Sales occupations (retail) selling books-complex tasks 0.200 0.200 0.480 0.667
62514 Sales occupations (retail) selling books-highly complex tasks 0.143 0.143 0.343 0.635
62522 Sales occupations (retail) selling art and antiques-skilled tasks 0.050 -0.433 0.120 0.315
62532 Sales occupations (retail) selling musical instruments, recordings or sheet music-skilled tasks 0.000 -0.300 0.000 0.389
63112 Management assistants in tourism-skilled tasks 0.199 0.167 0.478 0.648
63113 Management assistants in tourism-complex tasks 0.225 0.450 0.540 0.806
63114 Management assistants in tourism-highly complex tasks 0.196 0.321 0.471 0.734
63122 Management assistants in the sports and fitness industry, sports administrators-skilled tasks 0.161 0.286 0.386 0.714
63123 Management assistants in the sports and fitness industry, sports administrators-complex tasks 0.214 0.595 0.514 0.886
63124 Management assistants in the sports and fitness industry, sports administrators-highly complex tasks 0.125 0.250 0.300 0.694
63132 Animators and guest attendants-skilled tasks 0.056 -0.263 0.133 0.410
63142 Tourist guides and tour guides-skilled tasks 0.000 -0.625 0.000 0.208
63143 Tourist guides and tour guides-complex tasks 0.000 -0.600 0.000 0.222
63194 Managers in tourism and the sports (and fitness) industry 0.181 0.264 0.433 0.702
63212 Management assistants in hotels-skilled tasks 0.170 -0.048 0.408 0.529
63213 Management assistants in hotels-complex tasks 0.125 0.250 0.300 0.694
63221 Occupations in hotel service-unskilled/semiskilled tasks 0.000 -0.524 0.000 0.265
63222 Occupations in hotel service-skilled tasks 0.193 -0.093 0.463 0.504
63293 Supervisors in hotels 0.033 -0.125 0.080 0.486
63294 Managers in hotels 0.104 0.029 0.249 0.571
63301 Gastronomy occupations (without specialisation)-unskilled/semiskilled tasks 0.000 -0.560 0.000 0.244
63302 Gastronomy occupations (without specialisation)-skilled tasks 0.000 -0.530 0.000 0.261
63303 Gastronomy occupations (without specialisation)-complex tasks 0.000 -0.429 0.000 0.317
63312 Occupations in system catering-skilled tasks 0.000 -0.571 0.000 0.238
63313 Occupations in system catering-complex tasks 0.150 0.150 0.360 0.639
63322 Barkeepers-skilled tasks 0.000 -0.548 0.000 0.251
63382 Gastronomy occupations (with specialisation, not elsewhere classified)-skilled tasks 0.062 -0.267 0.149 0.407
63383 Gastronomy occupations (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.800 0.000 0.111
63393 Supervisors in gastronomy and system catering 0.076 -0.273 0.181 0.404
63394 Managers in gastronomy and system catering 0.094 -0.136 0.226 0.480
63401 Occupations in event organisation and management-unskilled/semiskilled tasks 0.000 -0.346 0.000 0.363
63402 Occupations in event organisation and management-skilled tasks 0.103 0.000 0.248 0.556
63403 Occupations in event organisation and management-complex tasks 0.186 0.269 0.446 0.705
63404 Occupations in event organisation and management-highly complex tasks 0.134 0.134 0.321 0.630
71104 Managing directors and executive board members-highly complex tasks 0.143 0.071 0.343 0.595
71214 Legislators-highly complex tasks 0.167 0.333 0.400 0.741
71224 Senior officials of special interest organisations-highly complex tasks 0.167 0.333 0.400 0.741
71234 Elected employee representatives in firms-highly complex tasks 0.333 0.667 0.800 0.926
71302 Occupations in business administration and technical business management (without specialisation)-skilled tasks 0.213 0.063 0.510 0.590
71303 Occupations in business administration and technical business management (without specialisation)-complex tasks 0.230 0.354 0.553 0.752
71304 Occupations in business administration and technical business management (without specialisation)-highly complex tasks 0.143 0.143 0.343 0.635
71314 Occupations in business organisation and planning-highly complex tasks 0.281 0.531 0.675 0.851
71324 Occupations in business consulting-highly complex tasks 0.170 0.170 0.408 0.650
71333 Occupations in business development-highly complex tasks 0.214 0.373 0.514 0.763
71382 Occupations in business organisation and strategy (with specialisation, not elsewhere classified)-skilled tasks 0.000 -1.000 0.000 0.000
71383 Occupations in business organisation and strategy (with specialisation, not elsewhere classified)-complex tasks 0.183 0.367 0.440 0.759
71384 Occupations in business organisation and strategy (with specialisation, not elsewhere classified)-highly complex tasks 0.167 0.333 0.400 0.741
71393 Supervisors in business organisation and strategy 0.225 0.350 0.540 0.750
71394 Managers in business organisation and strategy 0.163 0.092 0.391 0.606
71401 Office clerks and secretaries (without specialisation)-unskilled/semiskilled tasks 0.163 0.153 0.392 0.641
71402 Office clerks and secretaries (without specialisation)-skilled tasks 0.224 0.286 0.537 0.715
71403 Office clerks and secretaries (without specialisation)-complex tasks 0.221 0.350 0.531 0.750
71412 Foreign language secretaries and foreign language correspondence clerks-skilled tasks 0.200 0.200 0.480 0.667
71413 Foreign language secretaries and foreign language correspondence clerks-complex tasks 0.143 0.000 0.343 0.556
71423 Interpreters and translators-complex tasks 0.196 0.321 0.471 0.734
71424 Interpreters and translators-highly complex tasks 0.071 0.071 0.171 0.595
71432 Shorthand and audio typists-skilled tasks 0.333 0.667 0.800 0.926
71433 Shorthand and audio typists-complex tasks 0.200 0.400 0.480 0.778
71442 Coders, proof readers and related clerks-skilled tasks 0.333 0.667 0.800 0.926
71452 Customer or passenger information office clerks-skilled tasks 0.224 0.286 0.537 0.715
71493 Supervisors of office clerks and secretaries 0.200 0.400 0.480 0.778
71512 Occupations in human resources development and personnel service-skilled tasks 0.200 0.400 0.480 0.778
71513 Occupations in human resources development and personnel service-complex tasks 0.233 0.467 0.560 0.815
71514 Occupations in human resources development and personnel service-highly complex tasks 0.167 0.250 0.400 0.694
71522 Occupations in recruiting and employment services-skilled tasks 0.215 0.317 0.515 0.731
71523 Occupations in recruiting and employment services-complex tasks 0.236 0.389 0.567 0.772
71524 Occupations in recruiting and employment services-highly complex tasks 0.185 0.245 0.443 0.692
71594 Managers in human resources management and personnel services 0.167 0.333 0.400 0.741
72112 Bankers-skilled tasks 0.169 0.027 0.406 0.571
72113 Bankers-complex tasks 0.169 0.337 0.405 0.743
72122 Investment consultants and other occupations in financial services-skilled tasks 0.151 0.151 0.362 0.639
72123 Investment consultants and other occupations in financial services-complex tasks 0.187 0.320 0.449 0.733
72124 Investment consultants and other occupations in financial services-highly complex tasks 0.163 0.205 0.391 0.669
72132 Insurance salespersons-skilled tasks 0.217 0.410 0.520 0.783
72133 Insurance salespersons-complex tasks 0.192 0.339 0.460 0.744
72134 Insurance salespersons-highly complex tasks 0.196 0.321 0.471 0.734
72144 Financial analysts-highly complex tasks 0.195 0.295 0.469 0.720
72182 Occupations in insurance and financial services (with specialisation, not elsewhere classified)-skilled tasks 0.167 0.000 0.400 0.556
72183 Occupations in insurance and financial services (with specialisation, not elsewhere classified)-complex tasks 0.189 0.322 0.453 0.735
72184 Occupations in insurance and financial services (with specialisation, not elsewhere classified)-complex tasks 0.200 0.400 0.480 0.778
72194 Managers in insurance and financial services 0.151 0.229 0.363 0.683
72212 Occupations in accounting-skilled tasks 0.250 0.250 0.600 0.694
72213 Occupations in accounting-complex tasks 0.290 0.579 0.695 0.877
72214 Occupations in accounting-highly complex tasks 0.250 0.500 0.600 0.833
72223 Occupations in cost accounting and calculation-complex tasks 0.333 0.667 0.800 0.926
72224 Occupations in cost accounting and calculation-highly complex tasks 0.250 0.500 0.600 0.833
72233 Occupations in controlling-complex tasks 0.306 0.611 0.733 0.895
72234 Occupations in controlling-highly complex tasks 0.261 0.522 0.627 0.846
72243 Occupations in auditing-complex tasks 0.333 0.667 0.800 0.926
72244 Occupations in auditing-highly complex tasks 0.144 0.200 0.347 0.667
72294 Managers in accounting, controlling and auditing 0.175 0.308 0.420 0.727
72302 Occupations in tax consultancy-skilled tasks 0.143 0.143 0.343 0.635
72303 Occupations in tax consultancy-complex tasks 0.206 0.411 0.493 0.784
72304 Occupations in tax consultancy-highly complex tasks 0.206 0.411 0.493 0.784
73104 Occupations in legal services, jurisdiction, and other officers of the court (without specialisation)-highly complex tasks 0.125 0.125 0.300 0.625
73112 Assistants in lawyers’ and notaries’ offices-skilled tasks 0.143 0.143 0.343 0.635
73113 Assistants in lawyers’ and notaries’ offices-complex tasks 0.208 0.354 0.500 0.752
73124 Notaries-highly complex tasks 0.083 0.333 0.200 0.741
73134 Lawyers-highly complex tasks 0.139 0.233 0.334 0.685
73144 Prosecutors-highly complex tasks 0.111 0.000 0.267 0.556
73154 Judges-highly complex tasks 0.125 0.125 0.300 0.625
73162 Occupations in the national security service-skilled tasks 0.167 0.167 0.400 0.648
73163 Occupations in the national security service-complex tasks 0.183 0.367 0.440 0.759
73164 Occupations in the national security service-highly complex tasks 0.183 0.367 0.440 0.759
73183 Occupations in legal services, jurisdiction, and other officers of the court (with specialisation, not elsewhere classified)-complex tasks 0.122 0.411 0.293 0.784
73184 Occupations in legal services, jurisdiction, and other officers of the court (with specialisation, not elsewhere classified)-highly complex tasks 0.168 0.298 0.404 0.721
73194 Managers in legal services, jurisdiction, and of other officers of the court 0.200 0.400 0.480 0.778
73201 Occupations in public administration (without specialisation)-unskilled/semiskilled tasks 0.163 0.153 0.392 0.641
73202 Occupations in public administration (without specialisation)-skilled tasks 0.143 0.143 0.343 0.635
73203 Occupations in public administration (without specialisation)-complex tasks 0.206 0.411 0.493 0.784
73204 Occupations in public administration (without specialisation)-highly complex tasks 0.181 0.361 0.433 0.756
73212 Occupations in the social service administration and the social security system-skilled tasks 0.144 0.116 0.346 0.620
73213 Occupations in the social service administration and the social security system-complex tasks 0.181 0.319 0.433 0.733
73214 Occupations in the social service administration and the social security system-highly complex tasks 0.229 0.396 0.550 0.775
73222 Administrative occupations in the welfare and health care system-skilled tasks 0.135 -0.165 0.323 0.464
73223 Administrative occupations in the welfare and health care system-complex tasks 0.184 0.167 0.442 0.649
73224 Administrative occupations in the welfare and health care system-highly complex tasks 0.181 0.361 0.433 0.756
73231 Occupations in tax administration-unskilled/semiskilled tasks 0.163 0.153 0.392 0.641
73232 Occupations in tax administration-skilled tasks 0.167 0.167 0.400 0.648
73233 Occupations in tax administration-complex tasks 0.143 0.214 0.343 0.675
73234 Occupations in tax administration-highly complex tasks 0.143 0.143 0.343 0.635
73241 Occupations in the customs service-unskilled/semiskilled tasks 0.163 0.153 0.392 0.641
73242 Occupations in the customs service-skilled tasks 0.091 -0.273 0.218 0.404
73243 Occupations in the customs service-complex tasks 0.100 -0.200 0.240 0.444
73244 Occupations in the customs service-highly complex tasks 0.181 0.361 0.433 0.756
73252 Occupations in the administration of justice-skilled tasks 0.167 0.167 0.400 0.648
73253 Occupations in the administration of justice-complex tasks 0.167 0.333 0.400 0.741
73254 Occupations in the administration of justice-highly complex tasks 0.181 0.361 0.433 0.756
73282 Occupations in public administration (with specialisation, not elsewhere classified)-skilled tasks 0.166 0.175 0.398 0.653
73283 Occupations in public administration (with specialisation, not elsewhere classified)-complex tasks 0.153 0.264 0.367 0.702
73284 Occupations in public administration (with specialisation, not elsewhere classified)-highly complex tasks 0.146 0.229 0.350 0.683
73293 Supervisors in public administration 0.200 0.400 0.480 0.778
73294 Managers in public administration 0.167 0.333 0.400 0.741
73312 Occupations in archiving-skilled tasks 0.217 0.350 0.520 0.750
73313 Occupations in archiving-complex tasks 0.167 0.333 0.400 0.741
73314 Occupations in archiving-highly complex tasks 0.143 0.429 0.343 0.794
73322 Library occupations-skilled tasks 0.208 0.333 0.500 0.741
73323 Library occupations-complex tasks 0.167 0.333 0.400 0.741
73324 Library occupations-highly complex tasks 0.151 0.452 0.362 0.807
73332 Occupations in documentation and information services-skilled tasks 0.250 0.417 0.600 0.787
73333 Occupations in documentation and information services-complex tasks 0.250 0.500 0.600 0.833
73334 Occupations in documentation and information services-highly complex tasks 0.217 0.506 0.521 0.837
73342 Occupations in medical documentation-skilled tasks 0.192 0.033 0.460 0.574
73394 Managers in media, documentation and information services 0.167 0.333 0.400 0.741
81102 Medical assistants (without specialisation)-skilled tasks 0.056 -0.556 0.133 0.247
81103 Medical assistants (without specialisation)-complex tasks 0.040 -0.524 0.097 0.265
81112 Dental assistants-skilled tasks 0.063 -0.500 0.150 0.278
81113 Dental assistants-complex tasks 0.049 -0.534 0.118 0.259
81132 Orthoptists-skilled tasks 0.111 -0.333 0.267 0.370
81142 Veterinary assistants-skilled tasks 0.059 -0.529 0.141 0.261
81143 Veterinary assistants-complex tasks 0.083 -0.333 0.200 0.370
81182 Medical assistants (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.689 0.000 0.173
81183 Medical assistants (with specialisation, not elsewhere classified)-complex tasks 0.077 -0.385 0.185 0.342
81212 Technical laboratory occupations in medicine-skilled tasks 0.071 -0.571 0.171 0.238
81213 Technical laboratory occupations in medicine-complex tasks 0.010 -0.641 0.025 0.199
81214 Technical laboratory occupations in medicine-highly complex tasks 0.085 -0.537 0.205 0.257
81222 Technical occupations in medical laboratories for functional diagnostics-skilled tasks 0.051 -0.541 0.123 0.255
81223 Technical occupations in medical laboratories for functional diagnostics-complex tasks 0.000 -0.429 0.000 0.317
81224 Technical occupations in medical laboratories for functional diagnostics-highly complex tasks 0.085 -0.537 0.205 0.257
81232 Technical occupations in radiology-skilled tasks 0.021 -0.647 0.050 0.196
81233 Technical occupations in radiology-complex tasks 0.000 -0.607 0.000 0.219
81234 Technical occupations in radiology-highly complex tasks 0.077 -0.538 0.185 0.256
81242 Technical occupations in veterinary medicine-skilled tasks 0.067 -0.600 0.160 0.222
81243 Technical occupations in veterinary medicine-complex tasks 0.083 -0.333 0.200 0.370
81294 Managers in medical laboratories 0.083 -0.195 0.200 0.447
81301 Occupations in nursing (without specialisation)-unskilled/semiskilled tasks 0.000 -0.666 0.000 0.185
81302 Occupations in nursing (without specialisation)-skilled tasks 0.024 -0.651 0.057 0.194
81313 Occupations in nursing specialised in a particular branch of nursing-complex tasks 0.000 -0.575 0.000 0.236
81323 Occupations in nursing specialised in paediatrics-complex tasks 0.000 -0.600 0.000 0.222
81332 Surgical and medico-technical assistants-skilled tasks 0.000 -0.581 0.000 0.233
81333 Surgical and medico-technical assistants-complex tasks 0.000 -0.575 0.000 0.236
81341 Occupations in emergency medical services-unskilled/semiskilled tasks 0.000 -0.704 0.000 0.165
81342 Occupations in emergency medical services-skilled tasks 0.000 -0.741 0.000 0.144
81343 Occupations in emergency medical services-complex tasks 0.000 -0.706 0.000 0.163
81352 Occupations in obstetrics and maternity care-skilled tasks 0.024 -0.651 0.057 0.194
81353 Occupations in obstetrics and maternity care-complex tasks 0.000 -0.536 0.000 0.258
81382 Occupations in nursing (with specialisation, not elsewhere classified)-skilled tasks 0.024 -0.651 0.057 0.194
81383 Occupations nursing (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.727 0.000 0.152
81393 Supervisors in nursing, emergency medical services and obstetrics 0.100 -0.200 0.240 0.444
81394 Managers in nursing, emergency medical services and obstetrics 0.083 -0.195 0.200 0.447
81404 Medical doctors (without specialisation)-highly complex tasks 0.074 -0.441 0.176 0.311
81414 Medical doctors specialised in pediatrics and adolescent medicine-highly complex tasks 0.071 -0.500 0.171 0.278
81424 Medical doctors specialised in internal medicine-highly complex tasks 0.077 -0.462 0.185 0.299
81434 Medical doctors specialised in surgery-highly complex tasks 0.076 -0.466 0.183 0.296
81444 Medical doctors specialised in dermatology, otorhinolaryngology, ophthalmology, gynaecology, andrology and related medical fields-highly complex tasks 0.076 -0.468 0.182 0.296
81454 Medical doctors specialised in anaesthesiology-highly complex tasks 0.080 -0.439 0.192 0.312
81464 Medical doctors specialised in neurology, psychiatry, psychotherapy and psychosomatic medicine-highly complex tasks 0.095 -0.332 0.229 0.371
81474 Dentists and orthodontists-highly complex tasks 0.046 -0.577 0.111 0.235
81484 Medical doctors (with specialisation, not elsewhere classified)-highly complex tasks 0.074 -0.459 0.177 0.300
81494 Managers in human medicine and dentistry 0.067 -0.400 0.160 0.333
81504 Veterinaries (without specialisation)-highly complex tasks 0.063 -0.750 0.150 0.139
81514 Veterinaries for large and farm animals-highly complex tasks 0.063 -0.750 0.150 0.139
81524 Veterinaries for pets-highly complex tasks 0.063 -0.750 0.150 0.139
81532 Non-medical animal health practitioners-skilled tasks 0.000 -0.636 0.000 0.202
81584 Occupations in veterinary medicine and non-medical animal health practitioners (with specialisation, not elsewhere classified)-highly complex tasks 0.000 -0.800 0.000 0.111
81594 Managers in veterinary medicine and non-medical animal health practitioners 0.067 -0.400 0.160 0.333
81614 Occupations in non-clinical psychology-highly complex tasks 0.159 0.375 0.381 0.764
81623 Occupations in clinical psychology-complex tasks 0.167 0.167 0.400 0.648
81624 Occupations in clinical psychology-highly complex tasks 0.125 0.007 0.299 0.559
81634 Occupations in non-medical psychotherapy-highly complex tasks 0.092 -0.125 0.222 0.486
81712 Occupations in physiotherapy-skilled tasks 0.000 -0.556 0.000 0.247
81713 Occupations in physiotherapy-complex tasks 0.000 -0.528 0.000 0.262
81714 Occupations in physiotherapy-highly complex tasks 0.042 -0.146 0.100 0.475
81722 Occupations in occupational therapy-skilled tasks 0.125 -0.125 0.300 0.486
81723 Occupations in occupational therapy-complex tasks 0.024 -0.505 0.057 0.275
81724 Occupations in occupational therapy-highly complex tasks 0.000 -0.364 0.000 0.354
81733 Occupations in speech therapy-complex tasks 0.000 -0.585 0.000 0.231
81734 Occupations in speech therapy-highly complex tasks 0.117 -0.067 0.280 0.519
81743 Occupations in music and art therapy-complex tasks 0.100 -0.200 0.240 0.444
81752 Practitioners of alternative medicine and homeopathy-skilled tasks 0.000 -0.600 0.000 0.222
81753 Practitioners of alternative medicine and homeopathy-complex tasks 0.000 -0.600 0.000 0.222
81762 Dieticians and Nutritionists-skilled tasks 0.000 -0.273 0.000 0.404
81763 Dieticians and Nutritionists-complex tasks 0.023 -0.303 0.055 0.387
81764 Dieticians and Nutritionists-highly complex tasks 0.000 -0.500 0.000 0.278
81772 Podologists-skilled tasks 0.000 -0.444 0.000 0.309
81782 Occupations in non-medical therapy and alternative medicine (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.333 0.000 0.370
81783 Occupations in non-medical therapy and alternative medicine (with specialisation, not elsewhere classified)-complex tasks 0.023 -0.303 0.055 0.387
81784 Occupations in non-medical therapy and of alternative medicine (specific occupation, not elsewhere classified)-highly complex tasks 0.000 -0.500 0.000 0.278
81794 Managers in in non-medical therapy and alternative medicine 0.083 -0.195 0.200 0.447
81804 Pharmacists-highly complex tasks 0.061 -0.343 0.147 0.365
81814 Medical doctors specialised in pharmacology-highly complex tasks 0.056 -0.389 0.133 0.340
81822 Pharmaceutical-technical assistants-skilled tasks 0.038 -0.503 0.092 0.276
81883 Occupations in pharmacy (with specialisation, not elsewhere classified)-complex tasks 0.183 0.183 0.440 0.657
81884 Occupations in pharmacy (with specialisation, not elsewhere classified)-highly complex tasks 0.196 0.321 0.471 0.734
81894 Managers in pharmacy 0.083 -0.195 0.200 0.447
82101 Occupations in geriatric care (without specialisation)-unskilled/semiskilled tasks 0.000 -0.670 0.000 0.184
82102 Occupations in geriatric care (without specialisation)-skilled tasks 0.000 -0.643 0.000 0.198
82103 Occupations in geriatric care (without specialisation)-complex tasks 0.000 -0.706 0.000 0.163
82182 Occupations in geriatric care (with specialisation, not elsewhere classified)-skilled tasks 0.059 -0.588 0.141 0.229
82183 Occupations in geriatric care (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.706 0.000 0.163
82194 Managers in geriatric care 0.125 0.000 0.300 0.556
82212 Occupations providing health counselling-skilled tasks 0.000 -0.333 0.000 0.370
82213 Occupations providing health counselling-complex tasks 0.094 -0.250 0.225 0.417
82214 Occupations providing health counselling-highly complex tasks 0.139 0.208 0.333 0.671
82222 Occupations in wellness-skilled tasks 0.100 -0.033 0.240 0.537
82223 Occupations in wellness-complex tasks 0.133 -0.044 0.320 0.531
82232 Occupations providing nutritional advice-skilled tasks 0.000 -0.273 0.000 0.404
82233 Occupations providing nutritional advice-complex tasks 0.145 0.170 0.349 0.650
82243 Quality assurance representative in the health care system-highly complex tasks 0.146 0.000 0.350 0.556
82283 Occupations providing nutritional advice or health counselling, and occupations in wellness (with specialisation, not elsewhere classified)-complex tasks 0.094 -0.250 0.225 0.417
82284 Occupations providing nutritional advice or health counselling, and occupations in wellness (with specialisation, not elsewhere classified)-highly complex tasks 0.143 0.143 0.343 0.635
82311 Occupations in hairdressing-unskilled/semiskilled tasks 0.000 -0.800 0.000 0.111
82312 Occupations in hairdressing-skilled tasks 0.000 -0.751 0.000 0.138
82322 Occupations in cosmetics-skilled tasks 0.000 -0.583 0.000 0.232
82332 Tattooists and piercers-skilled tasks 0.000 -0.764 0.000 0.131
82342 Make-up artists-skilled tasks 0.000 -0.900 0.000 0.056
82343 Make-up artists-complex tasks 0.091 -0.455 0.218 0.303
82393 Supervisors in body care 0.033 -0.519 0.080 0.267
82402 Occupations in funeral services-skilled tasks 0.000 -0.300 0.000 0.389
82403 Occupations in funeral services-complex tasks 0.059 -0.471 0.141 0.294
82493 Supervisors in funeral services 0.073 -0.295 0.176 0.391
82494 Managers in funeral services 0.073 -0.295 0.176 0.391
82502 Technical occupations in medicine (without specialisation)-skilled tasks 0.000 -0.429 0.000 0.317
82503 Technical occupations in medicine (without specialisation)-complex tasks 0.087 -0.390 0.209 0.339
82504 Technical occupations in medicine (without specialisation)-highly complex tasks 0.091 -0.273 0.218 0.404
82512 Technical occupations in orthopaedic and rehabilitation-skilled tasks 0.036 -0.696 0.086 0.169
82513 Technical occupations in orthopaedic and rehabilitation-complex tasks 0.087 -0.390 0.209 0.339
82514 Technical occupations in orthopaedic and rehabilitation-highly complex tasks 0.111 -0.222 0.267 0.432
82522 Occupations in ophthalmic optics-skilled tasks 0.000 -0.750 0.000 0.139
82523 Occupations in ophthalmic optics-complex tasks 0.100 -0.300 0.240 0.389
82524 Occupations in ophthalmic optics-highly complex tasks 0.091 -0.364 0.218 0.354
82532 Occupations in hearing-aid acoustics-skilled tasks 0.000 -0.750 0.000 0.139
82533 Occupations in hearing-aid acoustics-complex tasks 0.087 -0.390 0.209 0.339
82534 Occupations in hearing-aid acoustics-highly complex tasks 0.083 -0.417 0.200 0.324
82542 Technical occupations in prosthetic dentistry-skilled tasks 0.000 -0.873 0.000 0.071
82593 Supervisors in medicine, orthopaedic and rehabilitation technology 0.086 -0.374 0.207 0.348
82594 Managers in medicine, orthopaedic and rehabilitation technology 0.083 -0.195 0.200 0.447
83111 Occupations in child care and child-rearing-unskilled/semiskilled tasks 0.000 -0.504 0.000 0.275
83112 Occupations in child care and child-rearing-skilled tasks 0.033 -0.481 0.080 0.289
83123 Occupations in social work and social pedagogics-complex tasks 0.048 0.011 0.114 0.561
83124 Occupations in social work and social pedagogics-highly complex tasks 0.096 -0.141 0.230 0.477
83131 Pedagogic specialists in social care work and special needs education-unskilled/semiskilled tasks 0.000 -0.550 0.000 0.250
83132 Pedagogic specialists in social care work and special needs education-skilled tasks 0.071 -0.514 0.171 0.270
83133 Pedagogic specialists in social care work and special needs education-complex tasks 0.038 -0.276 0.091 0.402
83134 Pedagogic specialists in social care work and special needs education-highly complex tasks 0.066 -0.208 0.159 0.440
83142 Social care workers specialized in household assistance and family care-skilled tasks 0.000 -0.709 0.000 0.162
83143 Social care workers specialized in household assistance and family care-complex tasks 0.000 -0.724 0.000 0.153
83154 Occupations in social, educational and addiction counselling-highly complex tasks 0.132 -0.042 0.317 0.532
83193 Supervisors in education and social work, and of pedagogic specialists in social care work 0.183 0.200 0.440 0.667
83194 Managers in education and social work, and of pedagogic specialists in social care work 0.171 0.104 0.411 0.613
83211 Occupations in housekeeping-unskilled/semiskilled tasks 0.000 -0.846 0.000 0.085
83212 Occupations in housekeeping-skilled tasks 0.000 -0.811 0.000 0.105
83213 Occupations in housekeeping-complex tasks 0.099 -0.171 0.237 0.461
83223 Occupations in consumer counselling-highly complex tasks 0.167 0.333 0.400 0.741
83293 Supervisors in housekeeping and consumer counselling 0.125 0.042 0.300 0.579
83314 Occupations in theology-highly complex tasks 0.100 -0.054 0.240 0.526
83322 Occupations in church community work-skilled tasks 0.000 -0.500 0.000 0.278
83323 Occupations in church community work-complex tasks 0.000 -0.372 0.000 0.349
83332 Members of religious orders-skilled tasks 0.000 -0.500 0.000 0.278
83333 Members of religious orders-complex tasks 0.000 -0.372 0.000 0.349
83382 Occupations in theology and church community work (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.286 0.000 0.397
83383 Occupations in theology and church community work (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.200 0.000 0.444
83384 Occupations in theology and church community work (with specialisation, not elsewhere classified)-highly complex tasks 0.000 -0.364 0.000 0.354
83394 Managers in theology and church community work 0.171 0.104 0.411 0.613
84114 Teachers in primary education-highly complex tasks 0.167 0.500 0.400 0.833
84124 Teachers in secondary education-highly complex tasks 0.153 0.376 0.368 0.764
84134 Teachers in schools for special needs education-highly complex tasks 0.109 0.113 0.262 0.618
84144 Occupations in teacher training-highly complex tasks 0.167 0.333 0.400 0.741
84183 Teachers in schools of general education (with specialisation, not elsewhere classified)-complex tasks 0.171 0.343 0.411 0.746
84184 Teachers in schools of general education (with specialisation, not elsewhere classified)-highly complex tasks 0.171 0.343 0.411 0.746
84194 Managers in schools of general education 0.167 0.333 0.400 0.741
84213 Teachers for occupation-specific subjects at vocational schools-complex tasks 0.141 0.041 0.338 0.578
84214 Teachers for occupation-specific subjects at vocational schools-highly complex tasks 0.167 0.276 0.401 0.709
84223 In-company instructors in vocational training-complex tasks 0.127 -0.024 0.306 0.542
84224 In-company instructors in vocational training-highly complex tasks 0.143 0.143 0.343 0.635
84294 Managers in vocational schools and in-company training of apprentices 0.148 0.222 0.356 0.679
84304 Teachers and researcher at universities and colleges-highly complex tasks 0.203 0.375 0.487 0.764
84394 Managers at universities and colleges 0.196 0.589 0.471 0.883
84404 Teachers in adult education (without specialisation)-highly complex tasks 0.175 0.463 0.420 0.813
84412 Occupations in music education-skilled tasks 0.000 -0.292 0.000 0.394
84413 Occupations in music education-complex tasks 0.000 0.250 0.000 0.694
84414 Occupations in music education-highly complex tasks 0.111 0.222 0.267 0.679
84424 Occupations in religious education-highly complex tasks 0.133 0.017 0.320 0.565
84434 Occupations in art and theatre education-highly complex tasks 0.083 -0.042 0.200 0.532
84444 Occupations in IT-application training-highly complex tasks 0.155 0.250 0.371 0.694
84454 (Foreign) Language teachers-highly complex tasks 0.250 0.750 0.600 0.972
84483 Teachers at educational institutions other than schools (with specialisation, not elsewhere classified except driving, flying and sports instructors)-complex tasks 0.000 0.138 0.000 0.632
84484 Teachers at educational institutions other than schools (with specialisation, not elsewhere classified except driving, flying and sports instructors)-highly complex tasks 0.167 0.458 0.400 0.810
84494 Managers at educational institutions other than schools 0.143 0.286 0.343 0.714
84503 Sports instructors (without specialisation)-complex tasks 0.000 -0.423 0.000 0.321
84504 Sports instructors (without specialisation)-highly complex tasks 0.092 -0.175 0.220 0.458
84513 Driving instructors-complex tasks 0.000 -0.429 0.000 0.317
84523 Flying instructors-complex tasks 0.063 -0.219 0.150 0.434
84533 Dance instructors-complex tasks 0.000 -0.208 0.000 0.440
84543 Coaches in ball sports-complex tasks 0.000 -0.427 0.000 0.318
84553 Trainer in fitness and gymnastics-complex tasks 0.000 -0.289 0.000 0.395
84583 Sports instructors (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.488 0.000 0.284
91104 Occupations in philology (without specialisation)-highly complex tasks 0.200 0.500 0.480 0.833
91114 Occupations in German philology-highly complex tasks 0.225 0.575 0.540 0.875
91124 Occupations in English and American philology-highly complex tasks 0.183 0.367 0.440 0.759
91134 Occupations in Romance philology-highly complex tasks 0.194 0.389 0.467 0.772
91144 Occupations in Slavic philology-highly complex tasks 0.195 0.362 0.469 0.757
91154 Occupations in Arabic and Oriental philology-highly complex tasks 0.194 0.389 0.467 0.772
91164 Occupations in Asian philology-highly complex tasks 0.189 0.378 0.453 0.765
91174 Occupations in Classics-highly complex tasks 0.237 0.663 0.570 0.924
91184 Occupations in philology (with specialisation, not elsewhere classified)-highly complex tasks 0.217 0.508 0.520 0.838
91214 Occupations in philosophy, religion and ethics-highly complex tasks 0.250 0.750 0.600 0.972
91224 Occupations in history-highly complex tasks 0.200 0.600 0.480 0.889
91233 Occupations in archaeology-complex tasks 0.077 -0.385 0.185 0.342
91234 Occupations in archaeology-highly complex tasks 0.144 0.111 0.347 0.617
91244 Occupations in media science and theatre studies-highly complex tasks 0.169 0.507 0.406 0.837
91254 Occupations in regional science-highly complex tasks 0.171 0.343 0.411 0.746
91264 Occupations in anthropology and ethnology-highly complex tasks 0.169 0.340 0.405 0.744
91314 Occupations in political science-highly complex tasks 0.250 0.750 0.600 0.972
91324 Occupations in sociology-highly complex tasks 0.200 0.600 0.480 0.889
91334 Occupations in pedagogy-highly complex tasks 0.159 0.169 0.381 0.649
91341 Occupations in market and opinion research-unskilled/semiskilled tasks 0.146 -0.063 0.350 0.521
91342 Occupations in market and opinion research-skilled tasks 0.200 0.200 0.480 0.667
91343 Occupations in market and opinion research-complex tasks 0.200 0.200 0.480 0.667
91344 Occupations in market and opinion research-highly complex tasks 0.233 0.533 0.560 0.852
91354 Occupations in demography-highly complex tasks 0.333 0.667 0.800 0.926
91384 Occupations in the social sciences (with specialisation, not elsewhere classified)-highly complex tasks 0.154 0.402 0.369 0.779
91404 Occupations in economics (without specialisation)-highly complex tasks 0.167 0.167 0.400 0.648
91484 Occupations in economics (with specialisation, not elsewhere classified)-highly complex tasks 0.400 0.800 0.960 1.000
92112 Occupations in advertising and marketing-skilled tasks 0.198 0.300 0.474 0.722
92113 Occupations in advertising and marketing-complex tasks 0.214 0.329 0.513 0.738
92114 Occupations in advertising and marketing-highly complex tasks 0.175 0.225 0.420 0.681
92122 Occupations in dialog marketing-skilled tasks 0.200 0.400 0.480 0.778
92123 Occupations in dialog marketing-complex tasks 0.188 0.354 0.450 0.752
92133 Occupations in customer management-highly complex tasks 0.200 0.200 0.480 0.667
92194 Managers in advertising and marketing 0.167 0.167 0.400 0.648
92203 Occupations in public relations-complex tasks 0.232 0.377 0.556 0.765
92204 Occupations in public relations-highly complex tasks 0.250 0.500 0.600 0.833
92294 Managers in public relations 0.167 0.167 0.400 0.648
92302 Occupations in publishing and media management (without specialisation)-skilled tasks 0.224 0.343 0.537 0.746
92303 Occupations in publishing and media management (without specialisation)-complex tasks 0.228 0.400 0.547 0.778
92304 Occupations in publishing and media management (without specialisation)-highly complex tasks 0.143 0.286 0.343 0.714
92382 Occupations in publishing and media management (other specifc fields)-skilled tasks 0.250 0.333 0.600 0.741
92383 Occupations in publishing and media management (other specifc fields)-complex tasks 0.167 0.000 0.400 0.556
92384 Occupations in publishing and media management (other specifc fields)-highly complex tasks 0.292 0.583 0.700 0.880
92394 Managers in publishing and media management 0.000 0.200 0.000 0.667
92412 Editors and journalists-skilled tasks 0.333 0.667 0.800 0.926
92413 Editors and journalists-complex tasks 0.251 0.287 0.603 0.715
92414 Editors and journalists-highly complex tasks 0.118 -0.285 0.283 0.397
92424 Copy editors-highly complex tasks 0.333 0.667 0.800 0.926
92434 Authors and writers-highly complex tasks 0.250 0.389 0.600 0.772
92494 Managers in editorial work and journalism 0.200 0.200 0.480 0.667
93102 Occupations in product and industrial design-skilled tasks 0.143 0.000 0.343 0.556
93103 Occupations in product and industrial design-complex tasks 0.123 -0.187 0.295 0.452
93104 Occupations in product and industrial design-highly complex tasks 0.167 0.333 0.400 0.741
93212 Occupations in interior design-skilled tasks 0.250 0.250 0.600 0.694
93213 Occupations in interior design-complex tasks 0.063 -0.398 0.150 0.335
93214 Occupations in interior design-highly complex tasks 0.111 -0.222 0.267 0.432
93222 Occupations in visual marketing-skilled tasks 0.139 -0.278 0.333 0.401
93223 Occupations in visual marketing-complex tasks 0.200 0.400 0.480 0.778
93232 Occupations in interior decoration-skilled tasks 0.000 -0.800 0.000 0.111
93233 Occupations in interior decoration-complex tasks 0.000 -0.390 0.000 0.339
93293 Supervisors in interior design, visual marketing, and interior decoration 0.000 -0.333 0.000 0.370
93302 Occupations in artisan craftwork and fine arts (without specialisation)-skilled tasks 0.000 -0.571 0.000 0.238
93303 Occupations in artisan craftwork and fine arts (without specialisation)-complex tasks 0.000 -0.571 0.000 0.238
93304 Occupations in artisan craftwork and fine arts (without specialisation)-highly complex tasks 0.033 -0.250 0.080 0.417
93312 Occupations in sculpting-skilled tasks 0.000 -0.813 0.000 0.104
93313 Occupations in sculpting-complex tasks 0.024 -0.540 0.057 0.255
93323 Painters and illustrators-highly complex tasks 0.122 -0.123 0.293 0.487
93332 Occupations in turnery and toy manufacture-skilled tasks 0.000 -0.822 0.000 0.099
93333 Occupations in turnery and toy manufacture-complex tasks 0.091 -0.364 0.218 0.354
93342 Gilders-skilled tasks 0.000 -0.818 0.000 0.101
93343 Gilders-complex tasks 0.000 -0.571 0.000 0.238
93352 Chandlers-skilled tasks 0.000 -0.801 0.000 0.111
93382 Occupations in artisan craftwork and fine arts (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.571 0.000 0.238
93383 Occupations in artisan craftwork and fine arts (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.571 0.000 0.238
93393 Supervisors in artisan craftwork and fine arts 0.000 -0.397 0.000 0.335
93412 Artisans designing ceramics-skilled tasks 0.000 -0.551 0.000 0.250
93413 Artisans designing ceramics-complex tasks 0.125 -0.125 0.300 0.486
93422 Artisans painting glassware, ceramics and porcelain-skilled tasks 0.000 -0.691 0.000 0.172
93432 Artisans working in glass blowing-skilled tasks 0.000 -0.767 0.000 0.130
93433 Artisans working in glass blowing-complex tasks 0.000 -0.444 0.000 0.309
93493 Supervisors in artisan craftwork using ceramics and glassware 0.000 -0.427 0.000 0.318
93512 Artisans working with metal-skilled tasks 0.000 -0.778 0.000 0.123
93513 Artisans working with metal-complex tasks 0.067 -0.533 0.160 0.259
93522 Artisans producing jewellery or working with precious stones and metals-skilled tasks 0.008 -0.608 0.020 0.218
93523 Artisans producing jewellery or working with precious stones and metals-complex tasks 0.018 -0.489 0.044 0.284
93524 Artisans producing jewellery or working with precious stones and metals-highly complex tasks 0.111 -0.556 0.267 0.247
93532 Engravers-skilled tasks 0.000 -0.750 0.000 0.139
93542 Producers of advertising signs and illuminated advertisements-skilled tasks 0.073 -0.530 0.176 0.261
93593 Supervisors of artisans working with metal 0.000 -0.470 0.000 0.294
93602 Occupations in musical instrument making (without specialisation)-skilled tasks 0.000 -0.700 0.000 0.167
93603 Occupations in musical instrument making (without specialisation)-complex tasks 0.000 -0.700 0.000 0.167
93604 Occupations in musical instrument making (without specialisation)-highly complex tasks 0.000 -0.375 0.000 0.347
93612 Occupations making bowed and plucked string instruments-skilled tasks 0.000 -0.688 0.000 0.173
93613 Occupations making bowed and plucked string instruments-complex tasks 0.000 -0.688 0.000 0.173
93622 Occupations making woodwind instruments-skilled tasks 0.000 -0.700 0.000 0.167
93623 Occupations making woodwind instruments-complex tasks 0.000 -0.286 0.000 0.397
93632 Occupations making brass instruments-skilled tasks 0.000 -0.700 0.000 0.167
93633 Occupations making brass instruments-complex tasks 0.000 -0.286 0.000 0.397
93642 Occupations making pianos and harpsichords-skilled tasks 0.000 -0.633 0.000 0.204
93643 Occupations making pianos and harpsichords-complex tasks 0.000 -0.633 0.000 0.204
93652 Occupations making organs and harmoniums-skilled tasks 0.000 -0.596 0.000 0.224
93653 Occupations making organs and harmoniums-complex tasks 0.000 -0.455 0.000 0.303
93682 Occupations in musical instrument making (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.700 0.000 0.167
93683 Occupations in musical instrument making (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.700 0.000 0.167
93693 Supervisors in musical instrument making 0.080 -0.437 0.193 0.313
94114 Musicians-highly complex tasks 0.017 -0.546 0.040 0.252
94124 Singers-highly complex tasks 0.000 -0.725 0.000 0.153
94134 Conductors-highly complex tasks 0.000 -0.500 0.000 0.278
94144 Composers-highly complex tasks 0.208 -0.125 0.500 0.486
94183 Musicians, singers and conductors (with specialisation, not elsewhere classified)-complex tasks 0.167 0.000 0.400 0.556
94184 Musicians, singers and conductors (with specialisation, not elsewhere classified)-highly complex tasks 0.000 -0.250 0.000 0.417
94214 Actors-highly complex tasks 0.000 -0.875 0.000 0.069
94224 Dancers and choreographers-highly complex tasks 0.000 -0.714 0.000 0.159
94232 Models-skilled tasks 0.000 -0.690 0.000 0.172
94243 Athletes and professional sportspersons-complex tasks 0.000 -0.429 0.000 0.317
94252 Occupations in personal escort services-skilled tasks 0.000 -0.690 0.000 0.172
94283 Occupations in acting, dancing, athletics and related occupations (with specialisation, not elsewhere classified)-complex tasks 0.000 -0.752 0.000 0.138
94303 Presenters and entertainers (without specialisation)-complex tasks 0.033 -0.562 0.080 0.244
94313 Comedians and cabaret artists-complex tasks 0.000 -0.629 0.000 0.206
94323 Magicians and illusionists-complex tasks 0.000 -0.535 0.000 0.259
94334 Radio and television presenters-highly complex tasks 0.000 -0.222 0.000 0.432
94342 Occupations in gambling and betting-skilled tasks 0.000 -0.354 0.000 0.359
94383 Occupations in presentation and entertainment (with specialisation, not elsewhere classified)-complex tasks 0.044 -0.445 0.107 0.308
94402 Occupations in theatre, film and television productions (without specialisation)-skilled tasks 0.417 0.083 1.000 0.602
94403 Occupations in theatre, film and television productions (without specialisation)-complex tasks 0.200 0.000 0.480 0.556
94404 Occupations in theatre, film and television productions (without specialisation)-highly complex tasks 0.071 0.043 0.171 0.579
94413 Occupations in managing theatre, film and television productions-complex tasks 0.167 -0.214 0.400 0.437
94414 Occupations managing theatre, film and television productions-highly complex tasks 0.000 -0.444 0.000 0.309
94482 Occupations in theatre, film and television productions (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.333 0.000 0.370
94483 Occupations in theatre, film and television productions (with specialisation, not elsewhere classified)-complex tasks 0.292 0.458 0.700 0.810
94484 Occupations in theatre, film and television productions (with specialisation, not elsewhere classified)-highly complex tasks 0.071 0.043 0.171 0.579
94493 Supervisors in theatre, film and television productions 0.125 0.119 0.300 0.622
94494 Managers in theatre, film and television productions 0.194 0.275 0.465 0.708
94512 Technical occupation in event technology and stagecraft-skilled tasks 0.012 -0.567 0.028 0.241
94513 Technical occupation in event technology and stagecraft-complex tasks 0.101 -0.384 0.242 0.342
94514 Technical occupation in event technology and stagecraft-highly complex tasks 0.091 -0.182 0.218 0.455
94522 Cinematographers, camera assistants, and projectionists-skilled tasks 0.000 -0.567 0.000 0.241
94523 Cinematographers, camera assistants, and projectionists-complex tasks 0.000 -0.583 0.000 0.231
94532 Technical occupations in video and sound production-skilled tasks 0.059 -0.420 0.142 0.322
94533 Technical occupations in video and sound production-complex tasks 0.139 -0.361 0.333 0.355
94534 Technical occupations in video and sound production-highly complex tasks 0.143 -0.143 0.343 0.476
94582 Occupations in event technology, cinematography, and sound engineering (with specialisation, not elsewhere classified)-skilled tasks 0.000 -0.500 0.000 0.278
94593 Supervisors in event technology, cinematography, and sound engineering 0.068 -0.347 0.163 0.363
94612 Stage and costume designers-skilled tasks 0.060 -0.453 0.144 0.304
94613 Stage and costume designers-complex tasks 0.000 -0.400 0.000 0.333
94614 Stage and costume designers-highly complex tasks 0.094 -0.342 0.225 0.365
94622 Prop designers-skilled tasks 0.000 -0.400 0.000 0.333
94623 Prop designers-complex tasks 0.063 -0.300 0.150 0.389
94693 Supervisors in stage, costume and prop design 0.091 -0.182 0.218 0.455
94704 Occupations in museums (without specialisation)-highly complex tasks 0.170 0.391 0.409 0.773
94712 Technical occupations in museums and exhibitions-skilled tasks 0.000 -0.909 0.000 0.051
94713 Technical occupations in museums and exhibitions-complex tasks 0.000 -0.429 0.000 0.317
94714 Technical occupations in museums and exhibitions-highly complex tasks 0.095 -0.286 0.229 0.396
94724 Art experts-highly complex tasks 0.125 -0.042 0.300 0.532
94794 Managers in museum 0.200 0.400 0.480 0.778

Period surveyed

2020

Date of publication

2025/7/22

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Rights of use

Diese Publikation ist unter folgender Creative-Commons-Lizenz veröffentlicht: Namensnennung – Weitergabe unter gleichen Bedingungen 4.0 International (CC BY-SA 4.0)

Publications

HOP – An Occupational Indicator for the Potential of Working from Home

Bruns, Franziska, Matthes, Britta and Stops, Michael. "HOP – An Occupational Indicator for the Potential of Working from Home" Jahrbücher für Nationalökonomie und Statistik, 2025.