Automation index
How much of a Referee’s job can AI already do?
A report and a VAR protocol come earlier. Giving a penalty in front of 40,000 people does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Referee
15%
AI can already do 15% of this job.
#628 / 643
View rankingReferee
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 |
|---|---|---|---|
Reports, match sheets and clip review.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Desk fitness prep and the laws.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Run the match on the field.EstimateNo public source provides a precise figure. This is our estimate. | 26% | 5% | +1.3 |
Handle protests, VAR and pressure.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 8% | +1.3 |
Travel, appointments and fatigue.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
Judgment, consistency and authority.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 15% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Reports, match sheets and clip review
- Desk fitness prep and the laws
- Run the match on the field
- Handle protests, VAR and pressure
- Travel, appointments and fatigue
- Judgment, consistency and authority
- arbitro
- referee
- colegiado
Sources for this job· O*NET 27-2023.00· ESCO/ISCO 3422
IS WORK OVER?
QA tester
38%
#11 / 643
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