Job family guide
Hospitality & Personal AI Job Risk Guide
Hospitality & Personal roles vary widely by task mix. Higher-scoring roles tend to be document-heavy, repetitive or rules-based; lower-scoring roles rely more on physical presence, judgment and human trust.
Average score
14/100
Occupations tracked
2
At risk or higher
0
Most exposed roles
- Chef / Head CookResilient15
$58,000 median pay
- Hairdresser / CosmetologistResilient13
$34,000 median pay
More resilient roles
- Hairdresser / CosmetologistResilient13
$34,000 median pay
- Chef / Head CookResilient15
$58,000 median pay
How to read this family
Start with the highest-scoring role, then compare its exposed tasks with the resilient tasks on the role page. In hospitality & personal, the practical question is not just whether AI can do a task, but whether a human still needs to own judgment, trust, exceptions or physical execution.
Start with Chef / Head Cook