Automation index

How much of a Clinical research associate’s job can AI already do?

A CRF comes earlier. Auditing the site without leaving a made-up figure do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

27%

AI can already do 27% of this job.

#200 / 763

Clinical research associate

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
Protocol, CRF and the monitoring visit. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Source, the gap and the one that does not fit. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Adverse event, the deadline and not delaying. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Consent, the signature and the one who did not understand. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The sponsor, the audit and not dressing the figure. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Audit, and not leaving a made-up figure. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

IS WORK OVER?

22%

#399 / 763

Firmware engineer

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
Image, the signature and the slot. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Flash, the batch and the one that bricks. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Rollback, the test and not skipping it. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Boot, the brick and the one that will not start. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The factory, the cadence and not jumping to a yes. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Flash without bricking, and not skipping rollback. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low