Will AI take my job? Check how exposed your work is
Updated · 5 sources
Nobody can reliably say yes or no for one person's job. The Department for Education ranked UK occupation groups by exposure to AI, meaning how far the abilities their work needs overlap with what AI can do. Find the closest group below, then compare that rank with how businesses actually use AI before treating it as a reason to retrain.
Type a job title, like “admin assistant” or “delivery driver”, then choose the closest official group.
Every group in the study, most exposed first (365 in all)
| All AI | Occupation group | Language models |
|---|---|---|
| 1 | Management consultants and business analysts | 10 |
| 2 | Financial managers and directors | 25 |
| 3 | Chartered and certified accountants | 46 |
| 4 | Psychologists | 3 |
| 5 | Purchasing managers and directors | 24 |
| 6 | Actuaries, economists and statisticians | 38 |
| 7 | Business and financial project management professionals | 33 |
| 8 | Finance and investment analysts and advisers | 26 |
| 9 | Legal professionals n.e.c. | 6 |
| 10 | Business and related associate professionals n.e.c. | 35 |
| 11 | Credit controllers | 7 |
| 12 | Solicitors | 2 |
| 13 | Civil engineers | 76 |
| 14 | Education advisers and school inspectors | 16 |
| 15 | Human resources administrative occupations | 8 |
| 16 | Business, research and administrative professionals n.e.c. | 48 |
| 17 | Financial accounts managers | 67 |
| 18 | Book-keepers, payroll managers and wages clerks | 52 |
| 19 | National government administrative occupations | 18 |
| 20 | Marketing associate professionals | 21 |
| 21 | Brokers | 30 |
| 22 | Financial and accounting technicians | 59 |
| 23 | Human resource managers and directors | 17 |
| 24 | Insurance underwriters | 27 |
| 25 | Information technology and telecommunications directors | 57 |
| 25 | IT project and programme managers | 57 |
| 27 | Vocational and industrial trainers and instructors | 19 |
| 28 | Marketing and sales directors | 43 |
| 29 | Market research interviewers | 11 |
| 30 | Public relations professionals | 9 |
| 31 | Local government administrative occupations | 12 |
| 32 | Sales accounts and business development managers | 41 |
| 33 | Collector salespersons and credit agents | 15 |
| 34 | Health care practice managers | 28 |
| 34 | Health services and public health managers and directors | 28 |
| 36 | Clergy | 13 |
| 37 | Further education teaching professionals | 4 |
| 38 | Programmers and software development professionals | 80 |
| 39 | Social and humanities scientists | 20 |
| 40 | Human resources and industrial relations officers | 22 |
| 41 | Pensions and insurance clerks and assistants | 51 |
| 42 | Higher education teaching professionals | 14 |
| 43 | Advertising accounts managers and creative directors | 62 |
| 43 | Advertising and public relations directors | 62 |
| 45 | Taxation experts | 66 |
| 46 | Town planning officers | 72 |
| 47 | Information technology and telecommunications professionals n.e.c. | 82 |
| 48 | Medical secretaries | 34 |
| 49 | Quality assurance and regulatory professionals | 56 |
| 50 | Design and development engineers | 85 |
| 51 | Barristers and judges | 45 |
| 52 | Quantity surveyors | 94 |
| 53 | Environment professionals | 75 |
| 54 | Journalists, newspaper and periodical editors | 31 |
| 55 | Teaching and other educational professionals n.e.c. | 32 |
| 56 | Senior professionals of educational establishments | 40 |
| 57 | Social services managers and directors | 50 |
| 58 | Estate agents and auctioneers | 55 |
| 59 | Housing officers | 42 |
| 60 | Quality control and planning engineers | 98 |
| 61 | Customer service managers and supervisors | 49 |
| 62 | IT business analysts, architects and systems designers | 99 |
| 63 | IT operations technicians | 105 |
| 64 | Travel agency managers and proprietors | 37 |
| 65 | Authors, writers and translators | 39 |
| 66 | Telephone salespersons | 1 |
| 67 | Business and related research professionals | 77 |
| 68 | Market and street traders and assistants | 5 |
| 69 | Engineering professionals n.e.c. | 107 |
| 70 | Financial institution managers and directors | 69 |
| 71 | Physical scientists | 89 |
| 72 | Business sales executives | 65 |
| 73 | Company secretaries | 54 |
| 74 | Production and process engineers | 109 |
| 75 | Chief executives and senior officials | 70 |
| 76 | Careers advisers and vocational guidance specialists | 61 |
| 77 | Counsellors | 44 |
| 78 | Managers and directors in storage and warehousing | 86 |
| 79 | Buyers and procurement officers | 79 |
| 80 | Shopkeepers and proprietors – wholesale and retail | 88 |
| 81 | IT specialist managers | 95 |
| 82 | Welfare and housing associate professionals n.e.c. | 36 |
| 83 | Arts officers, producers and directors | 83 |
| 84 | Finance officers | 116 |
| 85 | Office supervisors | 64 |
| 86 | Importers and exporters | 87 |
| 87 | Legal associate professionals | 78 |
| 88 | Office managers | 73 |
| 89 | Legal secretaries | 60 |
| 90 | Telephonists | 23 |
| 91 | Architects | 130 |
| 92 | Functional managers and directors n.e.c. | 81 |
| 93 | Officers of non-governmental organisations | 102 |
| 94 | Research and development managers | 92 |
| 95 | Mechanical engineers | 129 |
| 96 | Call and contact centre occupations | 47 |
| 97 | Personal assistants and other secretaries | 68 |
| 98 | Sales related occupations n.e.c. | 90 |
| 99 | Chemical scientists | 111 |
| 100 | Transport and distribution clerks and assistants | 114 |
| 101 | Welfare professionals n.e.c. | 53 |
| 102 | Speech and language therapists | 74 |
| 103 | Other administrative occupations n.e.c. | 91 |
| 104 | Estimators, valuers and assessors | 124 |
| 105 | Web design and development professionals | 133 |
| 106 | Librarians | 121 |
| 107 | Communication operators | 103 |
| 108 | Draughtspersons | 143 |
| 109 | School secretaries | 71 |
| 110 | Secondary education teaching professionals | 97 |
| 111 | Natural and social science professionals n.e.c. | 127 |
| 112 | Bank and post office clerks | 100 |
| 113 | Health and safety officers | 139 |
| 114 | Travel agents | 96 |
| 115 | Financial administrative occupations n.e.c. | 119 |
| 116 | Managers and directors in transport and distribution | 108 |
| 117 | Electronics engineers | 140 |
| 118 | Electrical engineers | 136 |
| 119 | Records clerks and assistants | 123 |
| 120 | Biological scientists and biochemists | 122 |
| 121 | Medical practitioners | 115 |
| 122 | Chartered architectural technologists | 163 |
| 123 | Architectural and town planning technicians | 135 |
| 124 | Social workers | 84 |
| 125 | Child and early years officers | 93 |
| 126 | Public services associate professionals | 128 |
| 127 | Customer service occupations n.e.c. | 104 |
| 128 | Residential, day and domiciliary care managers and proprietors | 101 |
| 129 | Construction project managers and related professionals | 149 |
| 130 | Managers and directors in retail and wholesale | 112 |
| 131 | Production managers and directors in manufacturing | 137 |
| 132 | Environmental health professionals | 138 |
| 133 | Production managers and directors in construction | 152 |
| 134 | Primary and nursery education teaching professionals | 106 |
| 135 | Receptionists | 117 |
| 136 | Health professionals n.e.c. | 120 |
| 137 | Air traffic controllers | 164 |
| 138 | Product, clothing and related designers | 159 |
| 139 | Protective service associate professionals n.e.c. | 148 |
| 140 | Podiatrists | 146 |
| 141 | Special needs education teaching professionals | 118 |
| 142 | Property, housing and estate managers | 132 |
| 143 | Actors, entertainers and presenters | 110 |
| 144 | Managers and proprietors in other services n.e.c. | 147 |
| 145 | Pharmacists | 142 |
| 146 | Health associate professionals n.e.c. | 141 |
| 147 | IT user support technicians | 154 |
| 148 | Musicians | 131 |
| 149 | Typists and related keyboard occupations | 160 |
| 150 | Occupational therapists | 134 |
| 151 | Conservation professionals | 158 |
| 152 | Driving instructors | 113 |
| 153 | Production managers and directors in mining and energy | 166 |
| 154 | Sales administrators | 157 |
| 155 | Building and civil engineering technicians | 181 |
| 156 | Archivists and curators | 162 |
| 157 | Graphic designers | 173 |
| 158 | Educational support assistants | 125 |
| 158 | Teaching assistants | 125 |
| 160 | Youth and community workers | 150 |
| 161 | Leisure and sports managers | 151 |
| 162 | Hotel and accommodation managers and proprietors | 161 |
| 163 | Chartered surveyors | 184 |
| 164 | Therapy professionals n.e.c. | 156 |
| 165 | Nursery nurses and assistants | 145 |
| 166 | Conference and exhibition managers and organisers | 155 |
| 167 | Leisure and travel service occupations n.e.c. | 153 |
| 168 | Security guards and related occupations | 170 |
| 169 | Senior officers in fire, ambulance, prison and related services | 165 |
| 170 | Nurses | 168 |
| 171 | Ophthalmic opticians | 180 |
| 172 | Air transport operatives | 174 |
| 173 | Science, engineering and production technicians n.e.c. | 187 |
| 174 | Sports and leisure assistants | 167 |
| 175 | Planning, process and production technicians | 195 |
| 176 | Probation officers | 144 |
| 177 | Midwives | 169 |
| 178 | Inspectors of standards and regulations | 188 |
| 179 | Managers and proprietors in agriculture and horticulture | 179 |
| 180 | Engineering technicians | 203 |
| 181 | Electrical and electronics technicians | 209 |
| 182 | Managers and proprietors in forestry, fishing and related services | 189 |
| 183 | Laboratory technicians | 201 |
| 184 | Library clerks and assistants | 171 |
| 185 | Dispensing opticians | 192 |
| 186 | Photographers, audio-visual and broadcasting equipment operators | 210 |
| 187 | Aircraft pilots and flight engineers | 231 |
| 188 | Artists | 207 |
| 189 | Hairdressing and beauty salon managers and proprietors | 175 |
| 190 | Pharmaceutical technicians | 198 |
| 191 | Vehicle and parts salespersons and advisers | 178 |
| 192 | Veterinarians | 197 |
| 193 | Sports coaches, instructors and officials | 176 |
| 194 | Sales supervisors | 185 |
| 195 | Quality assurance technicians | 221 |
| 196 | Debt, rent and other cash collectors | 206 |
| 197 | Medical radiographers | 211 |
| 198 | Pre-press technicians | 237 |
| 199 | Skilled metal, electrical and electronic trades supervisors | 202 |
| 200 | Dental practitioners | 220 |
| 201 | TV, video and audio engineers | 225 |
| 202 | Construction and building trades supervisors | 213 |
| 203 | Restaurant and catering establishment managers and proprietors | 190 |
| 204 | Senior care workers | 172 |
| 205 | Playworkers | 191 |
| 206 | Weighers, graders and sorters | 227 |
| 207 | Houseparents and residential wardens | 177 |
| 208 | Pharmacy and other dispensing assistants | 199 |
| 209 | Energy plant operatives | 238 |
| 210 | Paramedics | 215 |
| 211 | Medical and dental technicians | 217 |
| 212 | Physiotherapists | 182 |
| 213 | Senior police officers | 219 |
| 214 | Precision instrument makers and repairers | 248 |
| 215 | Telecommunications engineers | 235 |
| 216 | Care workers and home carers | 194 |
| 217 | Air travel assistants | 183 |
| 218 | Retail cashiers and check-out operators | 205 |
| 219 | Chefs | 214 |
| 220 | Care escorts | 186 |
| 221 | Florists | 222 |
| 222 | Caretakers | 196 |
| 223 | Other elementary services occupations n.e.c. | 204 |
| 224 | Leisure and theme park attendants | 224 |
| 225 | Conservation and environmental associate professionals | 236 |
| 226 | Routine inspectors and testers | 247 |
| 227 | Sales and retail assistants | 200 |
| 228 | Farmers | 239 |
| 229 | Aircraft maintenance and related trades | 243 |
| 230 | Beauticians and related occupations | 232 |
| 231 | Childminders and related occupations | 208 |
| 232 | Catering and bar managers | 218 |
| 233 | Publicans and managers of licensed premises | 216 |
| 234 | Veterinary nurses | 226 |
| 235 | Fitness instructors | 193 |
| 236 | Bakers and flour confectioners | 244 |
| 237 | Stock control clerks and assistants | 229 |
| 238 | School midday and crossing patrol occupations | 245 |
| 239 | Other drivers and transport operatives n.e.c. | 249 |
| 240 | Ship and hovercraft officers | 267 |
| 241 | Bus and coach drivers | 287 |
| 242 | Elementary security occupations n.e.c. | 233 |
| 243 | Undertakers, mortuary and crematorium assistants | 228 |
| 244 | Dental nurses | 234 |
| 245 | Hairdressers and barbers | 223 |
| 246 | Electricians and electrical fitters | 259 |
| 247 | Garage managers and proprietors | 254 |
| 248 | Waiters and waitresses | 212 |
| 249 | Elementary storage occupations | 251 |
| 250 | Cleaning and housekeeping managers and supervisors | 230 |
| 251 | Cooks | 240 |
| 252 | Air-conditioning and refrigeration engineers | 260 |
| 253 | Chemical and related process operatives | 271 |
| 254 | Agricultural and fishing trades n.e.c. | 255 |
| 255 | Tool makers, tool fitters and markers-out | 272 |
| 256 | Parking and civil enforcement occupations | 270 |
| 257 | Police officers (sergeant and below) | 253 |
| 258 | Other skilled trades n.e.c. | 276 |
| 259 | Weavers and knitters | 303 |
| 260 | Train and tram drivers | 295 |
| 261 | Taxi and cab drivers and chauffeurs | 293 |
| 262 | Print finishing and binding workers | 265 |
| 263 | Pest control officers | 257 |
| 264 | IT engineers | 268 |
| 265 | Water and sewerage plant operatives | 274 |
| 266 | Nursing auxiliaries and assistants | 241 |
| 267 | Elementary administration occupations n.e.c. | 261 |
| 268 | Rail travel assistants | 252 |
| 269 | Electrical and electronic trades n.e.c. | 278 |
| 270 | Tailors and dressmakers | 277 |
| 271 | Textiles, garments and related trades n.e.c. | 288 |
| 272 | Crane drivers | 283 |
| 273 | Prison service officers (below principal officer) | 250 |
| 274 | Horticultural trades | 264 |
| 275 | Ambulance staff (excluding paramedics) | 273 |
| 276 | Police community support officers | 266 |
| 277 | Assemblers (vehicles and metal goods) | 279 |
| 278 | Animal care services occupations n.e.c. | 262 |
| 279 | Rail transport operatives | 289 |
| 280 | Printers | 284 |
| 281 | Metal machining setters and setter-operators | 292 |
| 282 | Assemblers and routine operatives n.e.c. | 291 |
| 283 | Shelf fillers | 242 |
| 284 | Construction and building trades n.e.c. | 282 |
| 285 | Roundspersons and van salespersons | 269 |
| 286 | Fire service officers (watch manager and below) | 280 |
| 287 | Printing machine assistants | 285 |
| 288 | Housekeepers and related occupations | 246 |
| 289 | Food, drink and tobacco process operatives | 290 |
| 290 | Assemblers (electrical and electronic products) | 286 |
| 291 | Kitchen and catering assistants | 258 |
| 292 | Metal working machine operatives | 301 |
| 293 | Boat and ship builders and repairers | 294 |
| 294 | Marine and waterways transport operatives | 308 |
| 295 | Smiths and forge workers | 298 |
| 296 | Merchandisers and window dressers | 256 |
| 297 | Quarry workers and related operatives | 304 |
| 298 | Forestry workers | 302 |
| 299 | Postal workers, mail sorters, messengers and couriers | 275 |
| 300 | Vehicle technicians, mechanics and electricians | 297 |
| 301 | Plumbers and heating and ventilating engineers | 299 |
| 302 | Plastics process operatives | 312 |
| 303 | Footwear and leather working trades | 300 |
| 304 | Glass and ceramics makers, decorators and finishers | 317 |
| 305 | Electroplaters | 307 |
| 306 | Agricultural machinery drivers | 311 |
| 307 | Glass and ceramics process operatives | 316 |
| 308 | Vehicle body builders and repairers | 320 |
| 309 | Refuse and salvage occupations | 314 |
| 310 | Metal making and treating process operatives | 325 |
| 311 | Furniture makers and other craft woodworkers | 318 |
| 312 | Coal mine operatives | 333 |
| 313 | Rail and rolling stock builders and repairers | 332 |
| 314 | Metal working production and maintenance fitters | 315 |
| 315 | Paper and wood machine operatives | 321 |
| 316 | Plant and machine operatives n.e.c. | 327 |
| 317 | Elementary sales occupations n.e.c. | 296 |
| 318 | Moulders, core makers and die casters | 328 |
| 319 | Van drivers | 334 |
| 320 | Welding trades | 335 |
| 321 | Rail construction and maintenance operatives | 352 |
| 322 | Sheet metal workers | 331 |
| 323 | Groundsmen and greenkeepers | 319 |
| 324 | Upholsterers | 336 |
| 325 | Rubber process operatives | 330 |
| 326 | Glaziers, window fabricators and fitters | 313 |
| 327 | Pipe fitters | 329 |
| 328 | Carpenters and joiners | 322 |
| 329 | Construction operatives n.e.c. | 323 |
| 330 | Mobile machine drivers and operatives n.e.c. | 356 |
| 331 | Bar staff | 281 |
| 332 | Fishing and other elementary agriculture occupations n.e.c. | 324 |
| 333 | Sewing machinists | 349 |
| 334 | Fishmongers and poultry dressers | 310 |
| 335 | Elementary cleaning occupations n.e.c. | 344 |
| 336 | Large goods vehicle drivers | 354 |
| 337 | Scaffolders, stagers and riggers | 341 |
| 338 | Textile process operatives | 345 |
| 339 | Process operatives n.e.c. | 343 |
| 340 | Dancers and choreographers | 263 |
| 341 | Farm workers | 339 |
| 342 | Butchers | 326 |
| 343 | Vehicle paint technicians | 358 |
| 344 | Street cleaners | 347 |
| 345 | Industrial cleaning process occupations | 351 |
| 346 | Tyre, exhaust and windscreen fitters | 342 |
| 347 | Elementary process plant occupations n.e.c. | 350 |
| 348 | Road construction operatives | 353 |
| 349 | Bricklayers and masons | 346 |
| 350 | Gardeners and landscape gardeners | 340 |
| 351 | Packers, bottlers, canners and fillers | 338 |
| 352 | Fork-lift truck drivers | 365 |
| 353 | Painters and decorators | 337 |
| 354 | Window cleaners | 309 |
| 355 | Launderers, dry cleaners and pressers | 355 |
| 356 | Metal plate workers, and riveters | 359 |
| 357 | Floorers and wall tilers | 357 |
| 358 | Cleaners and domestics | 305 |
| 359 | Hospital porters | 306 |
| 360 | Vehicle valeters and cleaners | 362 |
| 361 | Steel erectors | 363 |
| 362 | Plasterers | 360 |
| 363 | Elementary construction occupations | 361 |
| 364 | Roofers, roof tilers and slaters | 364 |
| 365 | Sports players | 348 |
What the evidence says
A UK comparison
The Department for Education ranked 365 UK occupation groups by how exposed their work is to AI.[1] It compares the abilities each group's work needs with what AI applications can do, so it describes groups, not individual workers or employers.
Source: Department for Education (Unit for Future Skills) · 28 November 2023 · UK
Office work ranks higher than site work
On that exposure ranking, programmers and software development professionals came 38th of 365 and electricians and electrical fitters 246th of 365.[1] Electricians are less exposed than most groups in the study, but they are not among the least exposed.
Source: Department for Education (Unit for Future Skills) · 28 November 2023 · UK
Exposure includes help as well as replacement
The government's evidence review quotes IMF estimates that around 70 per cent of UK workers are in occupations with tasks AI could perform or enhance. By the same estimates, around half of those workers are in roles where AI is more likely to support them, and the other half in roles where it may be more likely to do tasks people do now.[2]
Source: Department for Science, Innovation and Technology and the AI Security Institute · 28 January 2026 · UK
Exposure is not adoption
In the Office for National Statistics business survey, the share of businesses with ten or more employees using at least one AI technology was around 35 per cent in June 2026. In construction it was 13 per cent in June 2026.[3]
Source: Office for National Statistics · 20 July 2026 · UK
Few businesses report cutting staff
In the same survey, around half of businesses using AI said it had made no difference to their headcount.[3] Many were unsure, and a smaller share reported reductions. The survey records what businesses have seen, not what they will do.
Source: Office for National Statistics · 20 July 2026 · UK
What it doesn’t tell you
- The ranking cannot tell whether AI will help with a task or replace it; the Department for Education says so itself.
- It maps abilities from a US database to UK occupation groups and excludes robotics. Your actual tasks may differ from the group average.
- The ranking was published in 2023, and we have found no newer edition.[1] Newer tools may change which tasks count as exposed.
- A business survey records what firms say they use. It cannot show what your own employer will decide.
- A rank says nothing about local employers, training places, your health or whether you would enjoy practical work.
DfE caveat: The analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI.
Audit your working week, not just your job title
List the tasks you actually do, how often you do them and who checks the result. Separate tasks a tool might assist from duties that still need judgement, access to a workplace or responsibility for the outcome. This is our suggested way to use an occupation-level exposure result; it is not a personal risk score.
Read the source: Department for Education (Unit for Future Skills)
If you’re weighing up a trade
Use the check as a prompt to look at your own tasks. If electrical work interests you, try a short lesson, then ask a local college or employer about supervised training.
We don’t teach the other trades in this list yet
We currently teach electrical work. See the route into electrical work.
Common questions
- Does a high rank predict unemployment?
- No. The ranking measures exposure to AI capabilities, not whether your employer will adopt them or reduce staff.
- Is AI already cutting UK jobs?
- The evidence is mixed. The government's review finds hiring has fallen faster in more exposed occupations but says this does not yet show that AI is the cause, and few businesses in the ONS survey report cutting staff because of AI.
- Why compare with electricians?
- Electrical work is the trade we currently teach. The comparison offers a concrete reference, not a promise about its future.
- What if my exact job is missing?
- Choose the closest official occupation group and check its title. The source ranks groups rather than every job title.
Sources and checks
1.The impact of AI on UK jobs and training · Department for Education (Unit for Future Skills)
Published: 28 November 2023. Checked: 23 October 2026. Coverage: UK. Kind: exposure index. Licence: Open Government Licence v3.0.
- 365: occupation groups ranked (UK, exposure index). Groups, not individual jobs or workers; exposure is not a job-loss forecast.
- 38th of 365: programmers and software development professionals (UK, exposure index). Relative AI exposure across occupation groups; it does not predict replacement or an individual's prospects.
- 246th of 365: electricians and electrical fitters (UK, exposure index). Relative AI exposure across occupation groups; it does not predict replacement or an individual's prospects.
Supports: The UK occupation rankings and the distinction between exposure and replacement. Conflict: None declared in this source record. Data file
2.Assessment of AI capabilities and the impact on the UK labour market · Department for Science, Innovation and Technology and the AI Security Institute
Published: 28 January 2026. Checked: 23 October 2026. Coverage: UK. Kind: evidence review. Licence: Open Government Licence v3.0.
- around 70 per cent: UK workers in occupations with tasks AI could perform or enhance, per IMF estimates (UK, exposure index). IMF estimates as quoted in the government's review; includes work AI may enhance as well as work it may take over.
- around half: of exposed UK workers in high-complementarity roles, per the IMF (UK, exposure index). A judgement about the social and physical context of work; the review calls such indices indicative.
Supports: The UK exposure share and complementarity estimates it quotes from the IMF, the limits of exposure measures, and its caution on causation. Conflict: None declared in this source record.
3.Artificial intelligence in UK businesses · Office for National Statistics
Published: 20 July 2026. Checked: 23 October 2026. Coverage: UK. Kind: survey. Licence: Open Government Licence v3.0.
- around 35 per cent in June 2026: of UK businesses with ten or more employees using at least one AI technology (UK, survey). Self-reported use in a business survey; official statistics in development.
- 13 per cent in June 2026: of construction businesses using AI (UK, survey). Self-reported use; far below the rate in information and communication businesses.
- around half: of businesses using AI, of all sizes, reporting no impact on their headcount (UK, survey). Self-reported; many other businesses said the effect was uncertain or not applicable.
Supports: Business use of AI, the construction figure and reported headcount effects. Conflict: None declared in this source record.
4.Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses · Felten, Raj and Seamans, Strategic Management Journal
Published: 8 May 2021. Checked: 22 October 2026. Coverage: US. Kind: method. Licence: Journal article; cited as the exposure method, nothing reproduced.
Supports: The underlying exposure method cited by the Department for Education. Conflict: None declared in this source record.
5.Open Government Licence v3.0 · The National Archives
Published: undated. Checked: 22 October 2026. Coverage: UK. Kind: licence. Licence: Open Government Licence v3.0.
Supports: The attribution terms for public sector data. Conflict: None declared in this source record.
Contains public sector information licensed under the Open Government Licence v3.0. No publisher endorses TradeTraining or this guide.
Changelog
- : Added practical questions for interpreting the evidence and structured data for the visible FAQs.
- : Added the programmers comparison, the IMF exposure and complementarity estimates as quoted by the government, ONS figures on business AI use and headcount, so exposure sits beside adoption, and a note on the trades we do not teach.
- : First publication with the UK occupation check and its method caveats.