Automation index
Can AI do the work of a QA tester?
Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.
It does not turn that percentage into a forecast of layoffs.
Task comparison
IS WORK OVER?
QA tester
38%
AI or a robot can already do 38% of this job.
#11 / 103
View rankingQA tester
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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 / 103
View rankingParalegal
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 19% | 55% | +10.5 |
Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 10% | 55% | +5.5 |
Meet with clients and other professionals to discuss details of cases.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Direct and coordinate law office activity, including delivery of subpoenas.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
File pleadings with court clerks.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 22% | +2.2 |
Prepare for trial by performing tasks such as organizing exhibits.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
| Total | 100% | 44% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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