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Comparison · dataset August 2026

Air Traffic Controller vs Operations Manager: which is more exposed to AI?

Operations Manager carries 8 points more AI exposure than Air Traffic Controller.

Operations Manager sits at 56% time-weighted AI exposure against 48% for Air Traffic Controller, an 8-point gap driven by the 24% of operations manager work time that current models can already substitute outright. Air Traffic Controller holds a larger human-critical core — 42% of the role's time sits in work like "handle emergencies and abnormal situations" that models score poorly on. The two sit in different families — Transportation and Business — so any move between them is a career change, not a lateral step.

8PP GAP

Seven dimensions, side by side.

METRICAIR TRAFFIC CONTROLLEROPERATIONS MANAGERDELTA
AI exposure48%56%8pp gap
Resilience score76/10066/10010pt gap
Substitutable work time0%24%Fully automatable today
Human-critical work time42%42%Models score poorly here
Median salary$138k$102k$36k apart
10-year growth1%5%Operations Manager
US workforce24k968kBLS OEWS
Task level

What actually creates the gap.

Operations Managers spend 24% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Air Traffic Controllers. The single largest contributor is "generate operational reports and dashboards", graded at 86% and worth 14% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Air Traffic Controller
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Handle emergencies and abnormal situations6% · 14% time
    • Maintain situational awareness under load10% · 2% time
    • Coordinate with pilots and other sectors14% · 8% time
    Operations Manager
    MOST EXPOSED TASKS
    • Generate operational reports and dashboards86% · 14% time
    • Process documentation and SOPs78% · 10% time
    HUMAN-CRITICAL CORE
    • Team leadership and performance management12% · 18% time
    • Cross-functional escalation and problem-solving14% · 14% time
    • Strategic process improvement28% · 10% time
    What transfers

    Both roles lean on procedural, judgement, cognitive — that is the part of your experience that travels intact. The real divide is creative: Operations Managers score 48 there against 22 for Air Traffic Controllers, a 26-point spread. That is the gap you would actually have to close.

    DIMENSIONAIR TRAFFIC CONTROLLEROPERATIONS MANAGER
    Creative2248
    Cognitive9272
    Social6682
    Switching between them
    ModerateDIFFICULTY

    Operations Manager appears in our dataset as a mapped adjacent career for Air Traffic Controllers: the move raises exposure by 8 points, landing at 56%. Switch difficulty reads moderate — capability profiles are 17 points apart on average.

    Score your own exposure in 8 questions →

    Common questions.

    Is Air Traffic Controller or Operations Manager more at risk from AI?

    Operations Manager. It scores 56% time-weighted AI exposure against 48% for Air Traffic Controller — an 8-point gap. 24% of operations manager work time is already fully substitutable by current models, versus 0% for Air Traffic Controllers.

    Which pays more, Air Traffic Controller or Operations Manager?

    Air Traffic Controller, by roughly $36k at the median ($138k versus $102k). 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 air traffic controller switch to being a operations manager?

    Operations Manager appears in our dataset as a mapped adjacent career for Air Traffic Controllers: the move raises exposure by 8 points, landing at 56%. Switch difficulty reads moderate — capability profiles are 17 points apart on average.

    Which role is growing faster, Air Traffic Controller or Operations Manager?

    Operations Manager, at 5% projected ten-year growth versus 1% — a 4-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
    TransportationBusiness
    Methodology
    Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.