Transportation and Material Moving · United States (national)
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and meaningful change looks likely over the next 5 to 10 years.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 23.6 to 47.6
Physical / roboticsrange 21.5 to 45.5
When the change is likely
Partial, 5 to 10 yearslocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Use your 5 to 10 year runway
Change here is gradual. Build resilient skills steadily and watch the signals rather than waiting for a shock.
2
Pivot toward First-Line Supervisors of Passenger Attendants
It is skill-adjacent and less exposed (31.6 vs 36). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Maintain a safe working environment by monitoring safety procedures and equipment.
100.0
Collaborate with workers and managers to solve work-related problems.
100.0
Review work throughout the work process and at completion to ensure that it has been performed properly.
100.0
Inform designated employees or departments of items loaded or problems encountered.
50.0
Inspect equipment for wear and for conformance to specifications.
50.0
Prepare and maintain work records and reports of information such as employee time and wages, daily receipts, or inspection results.
50.0
Transmit and explain work orders to laborers.
50.0
Plan work schedules and assign duties to maintain adequate staff for effective performance of activities and response to fluctuating workloads.
50.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Maintain a safe working environment by monitoring safety procedures and equipment.
Task: Collaborate with workers and managers to solve work-related problems.
Lower-risk adjacent roles
First-Line Supervisors of Passenger Attendants
31.6
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 35.6, robotics 33.5.
The timeline comes from the higher axis (35.6), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.