Automation index
How much of a Copy editor’s job can AI already do?
A checker and a first pass come earlier. Keeping the author’s voice and not inserting a typo do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Copy editor
31%
AI can already do 31% of this job.
#32 / 623
View rankingCopy editor
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 |
|---|---|---|---|
Spelling, agreement and consistency.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Style, repetition and sentence rhythm.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Queries to the author, grey areas and the house style.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Second proofs, PDF and last-minute typos.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Deadlines with publisher, layout and translation.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Judgement, not over-rewriting, and the typo that remains.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- copy-edit
- spelling and punctuation
- unify style
- catch typos
- house style
- second proofs
- author queries
- avoid over-editing
Sources for this job· O*NET 27-3041.00· ESCO/ISCO 2641
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