Automation index
How much of a HR generalist’s job can AI already do?
Today an AI can already handle the first pass: repeat tickets, stock emails, a simple reset. The odd case, the angry customer, and fraud still need a person.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
HR generalist
31%
AI can already do 31% of this job.
#42 / 623
View rankingHR generalist
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 |
|---|---|---|---|
Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Review employment applications and job orders to match applicants with job requirements.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Interpret and explain human resources policies, procedures, laws, standards, or regulations.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Hire employees and process hiring-related paperwork.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions, using human resources management system software.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Select qualified job applicants or refer them to managers, making hiring recommendations when appropriate.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Advise management on organizing, preparing, or implementing recruiting or retention programs.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 48% | +2.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 42% | 28% | +11.8 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- labour legislation
- job market offers
- employment law
- human resource management
- company policies
- maintain relationship with customers
- recruit employees
- carry out recruiting services
- interview people
- identify customer's needs
Sources for this job· O*NET 13-1071.00· ESCO/ISCO 2423
IS WORK OVER?
Train driver
18%
#559 / 623
View rankingTrain driver
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 |
|---|---|---|---|
Diagrams, notices and train logs.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive, brake and obey signals.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Incidents, passengers and radio.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Fitness, fatigue and rules.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Shunting, depots and couplings.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Not running a red or a platform.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 18% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Diagrams, notices and train logs
- Drive, brake and obey signals
- Incidents, passengers and radio
- Fitness, fatigue and rules
- Shunting, depots and couplings
- Not running a red or a platform
- maquinista
- train driver
- conductor de tren
Sources for this job· O*NET 53-4011.00· ESCO/ISCO 8311