Automation index
How much of a Radiation oncologist’s job can AI already do?
Assisted contouring comes earlier. Setting the field and not burning healthy tissue do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Radiation oncologist
23%
AI can already do 23% of this job.
#311 / 633
View rankingRadiation oncologist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Contouring, fractions and the dose plan.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Clinic, the tumour and what can be irradiated.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Simulation, immobilisation and the machine day.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Side effects, pauses and the patient who cannot take it.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Board, the surgeon and the medical oncologist.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Signing the plan and the dose that does not erase.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- contouring
- plan radiotherapy
- dosimetry
- RT simulation
- fractions
- tumour board
- radiation effects
- immobilise the patient
Sources for this job· O*NET 29-1224.00· ESCO/ISCO 2212
IS WORK OVER?
Cook
28%
#87 / 633
View rankingCook
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Portion, arrange, and garnish food, and serve food to waiters or patrons.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Turn or stir foods to ensure even cooking.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Season and cook food according to recipes or personal judgment and experience.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Coordinate and supervise work of kitchen staff.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 35% | 28% | +9.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- comply with food safety and hygiene
- order supplies
- store raw food materials
- receive kitchen supplies
- use food preparation techniques
- dispose waste
Sources for this job· O*NET 35-2014.00· ESCO/ISCO 5120