Ambulance workers
In the ILO's assessment few of the job's tasks can be done by generative AI, or the scores are too spread out to reach gradient 1 — generative AI does not meaningfully take over the core of the work.
Exposure is not job loss: it shows how much of the work generative AI could do today. Whether that turns into transformation, productivity gains or cuts depends on employers, regulation — and on you.
0 = today’s generative AI cannot perform any of the job’s tasks, 100 = it could do all of them fully. The pale band is the spread across tasks.
Work out your own score ↓What can you do?
The AI analysis for this occupation is still being prepared — the background process covers a few occupations every day.
Task by task
The ILO scored every task of the occupation separately, as the average of two AI models (GPT-4o and Gemini). The pale band is the range between the two models' scores, the dot the ILO's final score (for a few tasks expert review placed it outside the band).
- Recording information on patients' conditions and treatments provided in medical records-keeping systems.55
- Monitoring changes in health status of patients during transport to and from medical, rehabilitation and other health care facilities23
- Attending and/or patrolling large-scale public gatherings and other events where health emergencies are more likely to occur20
- Providing information and training to community groups and essential service workers in first aid for initial care of an illness or injury13
- Assessing health status of persons involved in accidents, natural disasters and other emergency situations, and determining needs for immediate and specialized medical assistance12
- Performing medical procedures and administering drugs and other therapies according to protocol for emergency medical treatment, including resuscitating and defibrillating patients and operating life-support equipment6
How much does it affect you?
Every job is different: mark which of these tasks you do and how much, and we'll compute your own, time-weighted score.
For each task: I don't do it · sometimes · most of my job.
- Recording information on patients' conditions and treatments provided in medical records-keeping systems.(55)
- Monitoring changes in health status of patients during transport to and from medical, rehabilitation and other health care facilities(23)
- Attending and/or patrolling large-scale public gatherings and other events where health emergencies are more likely to occur(20)
- Providing information and training to community groups and essential service workers in first aid for initial care of an illness or injury(13)
- Assessing health status of persons involved in accidents, natural disasters and other emergency situations, and determining needs for immediate and specialized medical assistance(12)
- Performing medical procedures and administering drugs and other therapies according to protocol for emergency medical treatment, including resuscitating and defibrillating patients and operating life-support equipment(6)
You are exactly at the occupation average. (The occupation's score: 22.)
About 17% of your working time goes to highly exposed tasks (score ≥ 50).
- • Recording information on patients' conditions and treatments provided in medical records-keeping systems.
- • Monitoring changes in health status of patients during transport to and from medical, rehabilitation and other health care facilities
- • Performing medical procedures and administering drugs and other therapies according to protocol for emergency medical treatment, including resuscitating and defibrillating patients and operating life-support equipment
- • Assessing health status of persons involved in accidents, natural disasters and other emergency situations, and determining needs for immediate and specialized medical assistance
An estimate from the ILO task scores. Everything is computed in your browser — nothing is sent or stored.
How many people work in this occupational group?
Share of the Health associate professionals group in total employment, by country (Eurostat, ISCO 2-digit — 4-digit breakdowns are not public by country).
Table view
| Country | Health associate professionals |
|---|---|
| Germany | 6.3% · 2,657 thousand · 2025 |
| Finland | 4.3% · 112 thousand · 2025 |
| Italy | 3.4% · 820 thousand · 2025 |
| France | 3.4% · 989 thousand · 2025 |
| Switzerland | 3.3% · 158 thousand · 2025 |
| Croatia | 3.1% · 53 thousand · 2025 |
| Slovakia | 3.1% · 80 thousand · 2025 |
| Netherlands | 2.9% · 285 thousand · 2025 |
| Belgium | 2.6% · 135 thousand · 2025 |
| Hungary | 2.5% · 118 thousand · 2025 |
| Slovenia | 2.3% · 23 thousand · 2025 |
| Czechia | 1.9% · 102 thousand · 2025 |
| Austria | 1.9% · 87 thousand · 2025 |
| Iceland | 1.8% · 4 thousand · 2025 |
| Norway | 1.6% · 48 thousand · 2025 |
| United Kingdom | 1.6% · 531 thousand · 2025 |
| Malta | 1.4% · 5 thousand · 2025 |
| Romania | 1.4% · 109 thousand · 2025 |
| Spain | 1.3% · 286 thousand · 2025 |
| Denmark | 1.3% · 39 thousand · 2025 |
| Sweden | 1.2% · 66 thousand · 2025 |
| Poland | 1.2% · 211 thousand · 2025 |
| Portugal | 1.2% · 63 thousand · 2025 |
| Ireland | 1.1% · 31 thousand · 2025 |
| Estonia | 1.0% · 7 thousand · 2025 |
| Latvia | 0.9% · 8 thousand · 2025 |
| Lithuania | 0.9% · 13 thousand · 2025 |
| Greece | 0.7% · 30 thousand · 2025 |
| Cyprus | 0.6% · 3 thousand · 2025 |
| Bulgaria | 0.5% · 15 thousand · 2025 |
What do they earn?
Mean gross monthly earnings in the major occupational group (Technicians and associate professionals). Eurostat's earnings survey only publishes pay by occupation at 1 digit, so this is the job's broader group. Enterprises with 10+ employees, 2022.
By country, at purchasing power parity (PPS/month), so countries with different price levels can be compared.
- Switzerland5,280
- Luxembourg4,320
- Norway4,307
- Denmark4,301
- Ireland4,024
- Belgium3,903
- Iceland3,856
- Germany3,608
- Austria3,399
- Netherlands3,247
- EU273,226
- Italy3,127
- Sweden3,089
- Finland2,971
- France2,687
- Spain2,685
- Slovenia2,660
- Cyprus2,537
- Lithuania2,472
- Malta2,464
- Romania2,310
- Poland2,294
- Czechia2,275
- Estonia2,251
- Croatia2,127
- Latvia2,081
- Hungary2,054
- Greece2,050
- Portugal2,044
- Slovakia2,027
- Bulgaria1,738
Source: Eurostat Structure of Earnings Survey (earn_ses22_21), every four years. The United Kingdom is not covered by the survey.
Outlook to 2035
Employment in the Health associate professionals group according to Cedefop's 2026 forecast.
thousand · Cedefop Skills Forecast 2026 · 2026–2035: projection
Replacement demand is the jobs left by people retiring or changing careers — even a shrinking occupation can have many openings.
Related occupations
- Medical records and health information technicians52
- Medical assistants35
- Health associate professionals not elsewhere classified30
- Dispensing opticians24
- Environmental and occupational health inspectors and associates24
- Community health workers22
- Physiotherapy technicians and assistants17
- Dental assistants and therapists16
Sources: ILO WP140 (2025) · Eurostat lfsa_egai2d · Cedefop Skills Forecast 2026 · WEF Future of Jobs 2025 · ESCO. The exposure score measures how much of an occupation's tasks generative AI could perform — not whether the job disappears. For information only, not career advice. How do we calculate this?