Occupations
55 occupations, each with an AI exposure score, UK job-advert trend (ONS), US and UK Indeed postings trend, and any linked ledger events.
| Occupation | Group | AI coverage | Band | UK adverts y/y | UK Indeed y/y | US Indeed y/y | Ledger |
|---|---|---|---|---|---|---|---|
| Accountant | Finance & accounting | 35% | Very high | -3.3% | -14.6% | -23.9% | |
| Bookkeeper | Finance & accounting | 31% | Very high | -4.5% | -14.6% | -23.9% | |
| Finance manager | Finance & accounting | 39% | Very high | 0.0% | +16.2% | +28.2% | |
| Financial analyst | Finance & accounting | 57% | Very high | -7.8% | +16.2% | +28.2% | |
| Financial adviser | Finance & accounting | 35% | Very high | -7.8% | +16.2% | +28.2% | 1 |
| Bank clerk / cashier | Finance & accounting | 2% | Low | +41.0% | +16.2% | +28.2% | 1 |
| Insurance underwriter | Insurance | 6% | Moderate | -24.3% | -7.7% | -15.1% | |
| Insurance claims handler | Insurance | 15% | High | -10.2% | -7.7% | -15.1% | 2 |
| Lawyer | Legal | 17% | High | -14.7% | +12.9% | +11.9% | |
| Paralegal | Legal | 29% | Very high | -15.8% | +12.9% | +11.9% | 1 |
| Legal secretary | Legal | 0% | No observed exposure | -25.6% | +12.9% | +11.9% | 2 |
| Software engineer | Technology | 29% | Very high | +4.2% | +25.5% | +22.7% | 14 |
| Computer programmer | Technology | 75% | Very high | +4.2% | +25.5% | +22.7% | 1 |
| Web developer | Technology | 48% | Very high | -20.1% | +25.5% | +22.7% | |
| Software tester | Technology | 52% | Very high | -1.4% | +25.5% | +22.7% | |
| Data scientist / analyst | Technology | 46% | Very high | -0.5% | +26.2% | +31.8% | 2 |
| IT support technician | Technology | 47% | Very high | -3.9% | +3.3% | +3.5% | 2 |
| Cyber security professional | Technology | 49% | Very high | +17.1% | +3.3% | +3.5% | 2 |
| Secondary school teacher | Education | 29% | Very high | -34.3% | -31.3% | -19.8% | |
| Primary school teacher | Education | 10% | High | -17.5% | -31.3% | -19.8% | |
| Radiologist | Health | 20% | High | -15.9% | -21.2% | -14.9% | |
| Doctor (GP) | Health | 0% | No observed exposure | -23.1% | -21.2% | -14.9% | |
| Nurse | Health | 6% | Moderate | -17.7% | +53.2% | -0.6% | |
| Pharmacist | Health | 9% | Moderate | -13.5% | -7.0% | +70.3% | |
| Care worker | Health | 0% | No observed exposure | -7.0% | +2.2% | +0.5% | |
| Social worker | Public services | 1% | Low | -16.6% | -4.1% | -8.9% | |
| Customer service adviser | Customer service | 70% | Very high | -4.9% | -1.4% | -5.1% | 8 |
| Call centre agent | Customer service | 70% | Very high | -9.1% | -1.4% | -5.1% | 3 |
| Telemarketer / telesales | Sales & retail | 29% | Very high | -15.8% | -6.0% | -15.2% | |
| Receptionist | Admin & office | 43% | Very high | -13.9% | -5.7% | -11.4% | 1 |
| Administrative assistant / PA | Admin & office | 45% | Very high | -3.7% | -5.7% | -11.4% | 7 |
| Data entry clerk | Admin & office | 67% | Very high | -9.4% | -5.7% | -11.4% | 2 |
| Medical secretary | Admin & office | 36% | Very high | -7.0% | +22.8% | -2.9% | 1 |
| HR officer | HR & recruitment | 40% | Very high | +1.5% | +10.3% | +16.3% | 1 |
| HR manager | HR & recruitment | 0% | No observed exposure | +4.0% | +10.3% | +16.3% | |
| Marketing manager | Marketing & media | 32% | Very high | +1.5% | +14.8% | +5.7% | |
| Marketing executive | Marketing & media | 65% | Very high | -5.1% | +14.8% | +5.7% | 3 |
| PR professional | Marketing & media | 45% | Very high | -1.2% | -2.3% | -9.3% | |
| Copywriter / writer | Marketing & media | 25% | High | +4.9% | -2.3% | -9.3% | 1 |
| Journalist | Marketing & media | 21% | High | -29.3% | -2.3% | -9.3% | 3 |
| Editor | Marketing & media | 25% | High | -34.1% | -2.3% | -9.3% | 3 |
| Translator / interpreter | Marketing & media | 43% | Very high | +4.9% | -2.3% | -9.3% | |
| Graphic designer | Marketing & media | 37% | Very high | -1.2% | +5.9% | +14.0% | |
| Sales representative | Sales & retail | 63% | Very high | -5.6% | -6.0% | -15.2% | 5 |
| Retail assistant | Sales & retail | 32% | Very high | -4.3% | +19.7% | +8.0% | 1 |
| Cashier | Sales & retail | 8% | Moderate | -8.2% | +19.7% | +8.0% | |
| Management consultant | Business | 24% | High | +12.4% | +13.7% | +4.8% | 2 |
| Architect | Construction & engineering | 8% | Moderate | +6.3% | -16.4% | -5.2% | |
| Civil engineer | Construction & engineering | 1% | Low | +16.2% | +20.0% | -20.6% | |
| Electrician | Skilled trades | 0% | No observed exposure | -6.0% | -4.1% | -1.4% | |
| Plumber | Skilled trades | 1% | Low | -4.8% | -16.2% | -18.0% | |
| HGV / lorry driver | Transport & logistics | 0% | No observed exposure | -2.5% | +40.2% | -8.1% | |
| Warehouse operative | Transport & logistics | 0% | No observed exposure | -2.5% | +59.8% | -3.4% | |
| Chef | Hospitality | 0% | No observed exposure | -17.0% | +18.8% | -24.3% | |
| Estate agent | Property | 28% | High | -22.2% | -25.6% | n/a |
AI coverage: Anthropic observed exposure (share of theoretically AI-speedable tasks seen in real Claude work usage). UK adverts: ONS SOC 2020, last six months vs a year earlier, matched months. Indeed: broader job category, latest week vs 52 weeks earlier. Groups: Finance & accounting, Insurance, Legal, Technology, Education, Health, Public services, Customer service, Sales & retail, Admin & office, HR & recruitment, Marketing & media, Business, Construction & engineering, Skilled trades, Transport & logistics, Hospitality, Property.