Loading
Comparison · dataset August 2026

Chef / Cook vs Travel Agent: which is more exposed to AI?

64 points apart. These are not comparable risk profiles.

Travel Agent sits at 82% time-weighted AI exposure against 18% for Chef / Cook, a 64-point gap driven by the 46% of travel agent work time that current models can already substitute outright. Chef / Cook holds a larger human-critical core — 78% of the role's time sits in work like "food preparation and cooking" that models score poorly on. Both roles sit inside Hospitality & Food, so the exposure difference reflects task design rather than a change of field.

64PP GAP

Seven dimensions, side by side.

METRICCHEF / COOKTRAVEL AGENTDELTA
AI exposure18%82%64pp gap
Resilience score91/10034/10057pt gap
Substitutable work time0%46%Fully automatable today
Human-critical work time78%26%Models score poorly here
Median salary$58k$47k$11k apart
10-year growth9%3%Chef / Cook
US workforce1.4M66kBLS OEWS
Task level

What actually creates the gap.

Travel Agents spend 46% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Chef / Cooks. The single largest contributor is "build standard itineraries", graded at 92% and worth 16% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Chef / Cook
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Food preparation and cooking4% · 48% time
    • Kitchen team leadership8% · 16% time
    • Guest interaction and feedback10% · 6% time
    Travel Agent
    MOST EXPOSED TASKS
    • Build standard itineraries92% · 16% time
    • Book flights and hotels90% · 14% time
    • Monitor prices and rebook86% · 8% time
    • Prepare travel documents84% · 8% time
    HUMAN-CRITICAL CORE
    • Earn trust for once-in-a-lifetime trips15% · 4% time
    • Maintain supplier relationships18% · 6% time
    • Rescue trips when things go wrong22% · 6% time
    What transfers

    Both roles lean on procedural, social — that is the part of your experience that travels intact. The real divide is manual: Chef / Cooks score 96 there against 4 for Travel Agents, a 92-point spread. That is the gap you would actually have to close.

    DIMENSIONCHEF / COOKTRAVEL AGENT
    Manual964
    Creative8442
    Judgement7450
    Switching between them
    HighDIFFICULTY

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 43 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.

    Score your own exposure in 8 questions →

    Common questions.

    Is Chef / Cook or Travel Agent more at risk from AI?

    Travel Agent. It scores 82% time-weighted AI exposure against 18% for Chef / Cook — a 64-point gap. 46% of travel agent work time is already fully substitutable by current models, versus 0% for Chef / Cooks.

    Which pays more, Chef / Cook or Travel Agent?

    Chef / Cook, by roughly $11k at the median ($58k versus $47k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.

    Can a chef / cook switch to being a travel agent?

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 43 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.

    Which role is growing faster, Chef / Cook or Travel Agent?

    Chef / Cook, at 9% projected ten-year growth versus 3% — a 6-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

    Career families
    Hospitality & Food
    Methodology
    Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.