Automation index
How much of a Prompt engineer’s job can AI already do?
A prompt and an eval come earlier. Knowing when the model lies, and what must not be automated, do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Prompt engineer
34%
AI can already do 34% of this job.
#21 / 623
View rankingPrompt engineer
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 |
|---|---|---|---|
Design prompts, tools and chains.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 58% | +13.9 |
Evals, datasets and regressions.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Integrate with product and safety limits.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to the business about a good output.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Watch hallucinations, bias and cost.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 20% | +2.8 |
Decide what the model gets, and what it does not.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 16% | +1.9 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design prompts, tools and chains
- Evals, datasets and regressions
- Integrate with product and safety limits
- Talk to the business about a good output
- Watch hallucinations, bias and cost
- prompt engineer
- ingeniero de prompts
- llm engineer
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512
IS WORK OVER?
Lab technician
37%
#14 / 623
View rankingLab technician
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 |
|---|---|---|---|
Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 48% | +6.2 |
Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Analyze and record test data to issue reports that use charts, graphs, or narratives.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Supervise or instruct other technicians or laboratory assistants.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 22% | +2 |
Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
| Total | 100% | 37% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- techniques of blood-sampling
- microbiology-bacteriology
- laboratory techniques
- blood type classification
- perform laboratory tests
- transport blood samples
- archive healthcare users' records
- mix chemicals
- record test data
- maintain laboratory equipment
Sources for this job· O*NET 29-2012.00· ESCO/ISCO 3212