Automation index
Can AI do the work of a HR generalist?
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.
It is not an estimate of how many people will lose their work.
Task comparison
IS WORK OVER?
HR generalist
31%
AI or a robot can already do 31% of this job.
#34 / 103
View rankingHR generalist
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 |
|---|---|---|---|
Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Review employment applications and job orders to match applicants with job requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Interpret and explain human resources policies, procedures, laws, standards, or regulations.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Hire employees and process hiring-related paperwork.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Select qualified job applicants or refer them to managers, making hiring recommendations when appropriate.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Advise management on organizing, preparing, or implementing recruiting or retention programs.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 5% | 48% | +2.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 42% | 28% | +11.8 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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?
Cook
28%
#54 / 103
View rankingCook
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 |
|---|---|---|---|
Portion, arrange, and garnish food, and serve food to waiters or patrons.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Turn or stir foods to ensure even cooking.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Season and cook food according to recipes or personal judgment and experience.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Coordinate and supervise work of kitchen staff.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 22% | +1.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 35% | 28% | +9.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- cook
- mise en place
- dishes
- bake
- comply with food safety and hygiene
- order supplies
- store raw food materials
- receive kitchen supplies
- use food preparation techniques
- dispose waste
Sources for this job· O*NET 35-2014.00· ESCO/ISCO 5120