Automation index
How much of a QA tester’s job can AI already do?
Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
QA tester
38%
AI can already do 38% of this job.
#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
IS WORK OVER?
Paralegal
44%
#4 / 623
View rankingParalegal
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 |
|---|---|---|---|
Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.EstimateNo public source provides a precise figure. This is our estimate. | 21% | 55% | +11.6 |
Prepare, edit, or review legal documents, including legislation, briefs, pleadings, appeals, wills, contracts, and real estate closing statements.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 55% | +10.5 |
Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 55% | +5.5 |
Meet with clients and other professionals to discuss details of cases.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Direct and coordinate law office activity, including delivery of subpoenas.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
File pleadings with court clerks.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 22% | +2.2 |
Prepare for trial by performing tasks such as organizing exhibits.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
| Total | 100% | 44% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- design interfaces
- prototypes
- figma
- legal case management
- legal research
- legal department processes
- legal terminology
- court procedures
- compile legal documents
- handle evidence
Sources for this job· O*NET 23-2011.00· ESCO/ISCO 3411