Simon Janssen
Simon Janssen· CTO at HappyNurse · UK AI Exposure Map 2026
Personal Services

Caretakers and AI

Low exposureAI score 2/10 · Personal Services
2out of 10
JPE Score
Median salary
£22K
Forecast 2030
+3%
Employment
65K
ONS growth (5yr)
-1%
Trend
growth
Sector
Personal Services

Exposure scores

JPE (Practical Exposure)2/10 — Low exposure
ONS growth projection (5yr)-1%

AI exposure explained

What does an AI score of 2/10 mean?

Interpretation

Low exposure — AI is unlikely to significantly change this occupation in the near term.

Caretakers has low AI exposure, meaning most tasks require physical presence, interpersonal skills, or tacit knowledge that AI cannot automate in the near term.


Forecast 2030

What changes for Caretakers?

Modeled employment change by 2030
+3%
Disruption risk: Medium

This model combines ONS Labour Force Survey projections (interpolated to 2030) with an AI disruption factor calibrated for the UK labour market (flexible employment, moderate union density, NHS workforce dynamics). A range of +3% means employment for Caretakers is modeled to grow by 2030. This is a scenario, not a prediction.


Sector context

Personal Services and AI

Caretakers belongs to the Personal Services sector. This sector has an education level index of 1/4, indicating lower formal education requirements. Occupations in Personal Services with high AI exposure tend to remain relatively stable as the work relies primarily on physical, interpersonal, or contextual skills.


AI tools

Which AI tools are already making an impact?

ChatGPT

Career outlook

Low exposure — Leverage AI to enhance your strengths

Direct AI impact is limited, but the world around you is changing. Use AI where it supports your work and keep investing in what makes this occupation uniquely human.


Personal development

Personal development plan

Based on your sector (Personal Services) and AI exposure level, here are three concrete steps to future-proof your career.

Optimise scheduling with AI tools

Fill empty slots and reduce no-shows automatically

Fresha, Square Appointments
Use AI for client management and retention

Personalised follow-ups increase repeat visits by 25%

Square, Fresha
Track trends with AI market analysis

Stay ahead of consumer preferences in a fast-moving industry

ChatGPT, Google Trends

Related occupations

Similar occupations on the map

Hairdressers and Barbers
AI 2/10·+3% 2030
Personal Services
Housekeepers and Related Occupations
AI 2.5/10·+3% 2030
Personal Services
Physiotherapists
AI 3.5/10·+2% 2030
Healthcare
Midwives
AI 3.5/10·+0% 2030
Healthcare

International

This occupation in other countries

🇺🇸Janitors and Cleaners
AI 2/10Janitors and Cleaners
🇩🇪Hausmeister/innen und Facility Manager/innen
AI 3/10Janitors & Facility Managers
🇫🇷Gardiens d'immeubles
AI 2/10Building Caretakers

About this analysis

AI scores are LLM-estimated using the same methodology as the Dutch AI Exposure Map, making scores directly comparable across countries. The JPE methodology score is shown as an academic reference. Employment and salary data from ONS ASHE 2024. A high AI score does not automatically mean job loss — Software Developers score 9/10 but ONS data shows continued strong demand. The 2030 forecast interpolates ONS employment projections to a 2030 horizon and adjusts with AI disruption pressure. These are modeled scenarios, not predictions. All data CC BY 4.0.

Full methodology, sources and download →


Explore more

View all UK occupations on the map →Take the full career scan →

Share this analysis