Automation index
How much of a Research scientist’s job can AI already do?
A paper and a figure come earlier. Choosing the question, and convincing a reviewer, do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Research scientist
27%
AI can already do 27% of this job.
#139 / 623
View rankingResearch scientist
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 |
|---|---|---|---|
Literature review, figures and drafts.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Analysis, code and experiment boards.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Design the study and the controls.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Run the experiment or the fieldwork.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Lead a group, theses and authorship fights.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Win funding and answer reviewers.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Literature review, figures and drafts
- Analysis, code and experiment boards
- Design the study and the controls
- Run the experiment or the fieldwork
- Lead a group, theses and authorship fights
- Win funding and answer reviewers
- cientifico
- investigador
- research scientist
Sources for this job· O*NET 19-1029.00· ESCO/ISCO 2131
IS WORK OVER?
QA tester
38%
#11 / 623
View rankingQA tester
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 |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- internal risk management policy
- ICT quality policy
- software anomalies
- levels of software testing
- quality standards
- quality assurance methodologies
- ICT process quality models
- set quality assurance objectives
- ensure continuous preparedness for audits
- comply with legal regulations
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519