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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
High
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
First-Line Supervisors of Transportation Workers, All Other are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.
AI is already changing a lot of the day-to-day work for transportation supervisors — things like route planning, dispatch decisions, and compliance paperwork are increasingly being handled by smart software tools, which means the job is shifting rather than staying the same. At the same time, the parts of the job that really matter — managing people, resolving conflicts, making quick safety calls, and building trust with drivers and customers — still need a human in charge, and AI can't fully replace that judgment.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is somewhat resilient
AI is already changing a lot of the day-to-day work for transportation supervisors — things like route planning, dispatch decisions, and compliance paperwork are increasingly being handled by smart software tools, which means the job is shifting rather than staying the same. At the same time, the parts of the job that really matter — managing people, resolving conflicts, making quick safety calls, and building trust with drivers and customers — still need a human in charge, and AI can't fully replace that judgment.
Read full analysisAnalysis of Current AI Resilience
Sup. of Trans. Workers
Updated Quarterly • Last Update: 5/14/2026

Right now, AI is mostly augmenting transportation supervisors rather than replacing them — meaning it's becoming a powerful helper, not a substitute. Tools like AI dispatch software now analyze huge amounts of real-time data such as shipment details, traffic, weather, driver availability, and vehicle capacity to recommend or automatically make the best dispatch decisions [1], taking over the tedious paperwork and number-crunching that supervisors used to juggle. In school transportation, HopSkipDrive's RouteWise AI platform has identified over $100 million in cumulative savings for school districts [2] by helping supervisors plan smarter routes.
Researchers at MIT found that AI can be used to accelerate at least one task in 83% of transportation occupations, though "complete automation is unlikely" — AI won't fully replace workers but will make them more efficient or redefine their responsibilities [3]. The tasks most affected are the cognitive ones — interpreting regulations, writing reports, and reviewing compliance documents — while resolving worker problems and monitoring field crews still depends heavily on human judgment. Importantly, AI dispatch does not eliminate the need for human expertise, since experienced dispatchers understand customer relationships, special handling needs, driver preferences, and operational judgment that software alone may not fully capture [1].

Adoption is moving quickly because the tools are commercially available and cheap. BCG's microeconomic modeling estimates that 50% to 55% of jobs in the US will be reshaped by AI over the next two to three years [4], and transportation managers are near the top of the list — Equitable Growth's analysis shows more than 90 percent of logistics managers' tasks are susceptible to AI-driven automation, with nearly 100 percent classified as core activities [5]. Strong economic incentives push firms forward: automating the six largest AI-exposed tasks in the transportation sector could yield annual cost reductions between $1 billion and $4 billion [3].
But adoption isn't instant — companies face legacy systems that are difficult to integrate, data-quality problems, and the need to train teams to trust new workflows [1]. School transportation leaders also stress that, as one director put it, there's "a nervousness that AI will take over the world and get rid of the need of routing" [2], and unions and safety regulators are pushing for human oversight. The good news for young people: supervising people, calming conflicts, and making real-time safety calls remain deeply human skills.
Workers who learn to use AI tools — rather than fear them — will be the ones leading the next generation of transportation teams.

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They oversee transportation workers, making sure everyone follows safety rules and schedules to keep things running smoothly and on time.
* Data estimated from parent occupation
Median Wage
$63,940
Jobs (2024)
10,300
Growth (2024-34)
+4.9%
Annual Openings
1,100
Education
High school diploma or equivalent
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Monitor field work to ensure proper performance and use of materials.
Resolve worker problems or collaborate with employees to assist in problem resolution.
Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials or people.
Enforce safety rules and regulations.
Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.
Requisition needed personnel, supplies, equipment, parts, or repair services.
Compute or estimate cash, payroll, transportation, personnel, or storage requirements.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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