AI JOB RISK SCANNERWill AI replace
Travel Guides?
Plan, organize, and conduct long-distance travel, tours, and expeditions for individuals and groups.
Moderate exposure
V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.
17 tasks have usable Task Rating records; weighted-task coverage is 100%.
54/100
30/100
43/100
100%
Highest-weighted occupation tasks
Task weighting
Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.
Occupation scoring
When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.
BLS Wage & Employment Outlook
Not published
BLS OEWS May 2025
Not published
BLS OEWS May 2025
Not published
BLS Employment Projections 2025–2035
Not published
BLS Employment Projections 2025–2035
BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.
Safer Career Alternatives
These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.
Chefs and Head Cooks
34 points lower exposure • 80% profile similarity
more physical-world work, less digital task exposure
Hydroelectric Production Managers
36 points lower exposure • 78% profile similarity
more physical-world work, less digital task exposure
Butchers and Meat Cutters
41 points lower exposure • 72% profile similarity
more physical-world work, less digital task exposure
Bus Drivers, Transit and Intercity
24 points lower exposure • 86% profile similarity
more physical-world work, lower AI leverage
Hazardous Materials Removal Workers
35 points lower exposure • 78% profile similarity
more physical-world work, less digital task exposure
Shampooers
23 points lower exposure • 87% profile similarity
more physical-world work, less digital task exposure
AI-Proofing Plan
AUTOMATE
- repeatable administrative workflows
AUGMENT
- decision preparation
- scenario generation
PROTECT
- domain expertise
- exception handling
- accountability for outcomes
LEARN
- prompt and workflow design
- AI output verification
- cross-functional business knowledge
- risk and governance
What this score does not mean
The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.
Find a Safer Career Path
High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.
EXPLORE CAREER ALTERNATIVES