Automation index
How much of a Growth manager’s job can AI already do?
An A/B test and a funnel report come earlier. Picking this week’s bet and fighting for budget do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Growth manager
31%
AI can already do 31% of this job.
#35 / 623
View rankingGrowth manager
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 |
|---|---|---|---|
Analytics, funnels and growth dashboards.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 52% | +11.4 |
Copy, creatives and test variants.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Design experiments and read causality.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Align product, marketing and sales.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Ads budget and internal negotiation.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Decide what dies and what scales.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Analytics, funnels and growth dashboards
- Copy, creatives and test variants
- Design experiments and read causality
- Align product, marketing and sales
- Ads budget and internal negotiation
- Decide what dies and what scales
- growth manager
- growth hacker
- responsable de growth
Sources for this job· O*NET 13-1161.00· ESCO/ISCO 2431
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