Gini Loh System Tools

AI Automation Index

Will AI Replace Bus and Truck Mechanics and Diesel Engine Specialists?

Task-level automation exposure for Bus and Truck Mechanics and Diesel Engine Specialists: 26 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

17% weighted task index

26 of 26 tasks scored

Median Salary

$61,770 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

289,960 people hold this job — size, not growth

Projected 2025–35

+3.6% employment change

24,400 openings a year · BLS line item

Pay by state

BLS OEWS publishes 53 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$40,110 – $80,080

Highest medians

Hawaii $80,080
Washington $77,900
Alaska $75,580
Maryland $74,790
California $73,950

Lowest medians

Puerto Rico $40,110
West Virginia $46,610
Alabama $50,470
Guam $51,720
Arkansas $52,330

State figures come from the 49-3031 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 17%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 72%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 9%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 0%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 31/100 Moderate

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

26 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 0%

0 tasks

Medium exposure (≥ 35%) 8%

2 tasks

Low exposure (below 35%) 92%

24 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#2981 · Core · 55% automatable

Use handtools, such as screwdrivers, pliers, wrenches, pressure gauges, or precision instruments, as well as power tools, such as pneumatic wrenches, lathes, welding equipment, or jacks and hoists.

decision support — Tool selection needs context; human decides and procures

Select tools, equipment, or technologies for use in operations or projects.
#2982 · Core · 18% automatable

Inspect brake systems, steering mechanisms, wheel bearings, and other important parts to ensure that they are in proper operating condition.

visual inspection — Mechanical component inspection requires hands-on access

Inspect mechanical components of vehicles to identify problems.
#2985 · Core · 10% automatable

Raise trucks, buses, and heavy parts or equipment using hydraulic jacks or hoists.

physical manipulation — Crane/hoist operation demands real-time physical control

Operate cranes, hoists, or other moving or lifting equipment.
#2984 · Core · 10% automatable

Adjust and reline brakes, align wheels, tighten bolts and screws, and reassemble equipment.

physical manipulation — Hands-on vehicle component adjustment

Adjust vehicle components according to specifications.
#2991 · Core · 28% automatable

Attach test instruments to equipment, and read dials and gauges to diagnose malfunctions.

physical manipulation — Hands-on mechanical testing in physical environment

Test mechanical equipment to ensure proper functioning.
#2983 · Core · 10% automatable

Perform routine maintenance such as changing oil, checking batteries, and lubricating equipment and machinery.

physical manipulation — Physical lubrication task requiring hands and access

Service vehicles to maintain functionality. Lubricate equipment to allow proper functioning.
#2988 · Core · 15% automatable

Examine and adjust protective guards, loose bolts, and specified safety devices.

physical manipulation — Hands-on equipment adjustment for performance

Adjust equipment to ensure optimal performance.
#2987 · Core · 29% automatable

Inspect, test, and listen to defective equipment to diagnose malfunctions, using test instruments such as handheld computers, motor analyzers, chassis charts, or pressure gauges.

visual inspection — Detecting subtle equipment problems needs on-site sensory judgment

Observe equipment in operation to detect potential problems. Inspect mechanical components of vehicles to identify problems. Test mechanical equipment to ensure proper functioning.
#2992 · Core · 10% automatable

Rewire ignition systems, lights, and instrument panels.

physical manipulation — Rewiring systems is hands-on electrical work

Rewire electrical or electronic systems.
#2986 · Core · 5% automatable

Test drive trucks and buses to diagnose malfunctions or to ensure that they are working properly.

physical manipulation — Operating transport equipment by hand

Operate transportation equipment to demonstrate function or malfunction.
#18582 · Core · 27% automatable

Diagnose and repair vehicle heating and cooling systems.

decision support — Troubleshooting aided; hands-on diagnosis human

Troubleshoot equipment or systems operation problems. Repair non-engine automotive or vehicle components.
#2995 · Core · 13% automatable

Inspect, repair, and maintain automotive and mechanical equipment and machinery, such as pumps and compressors.

visual inspection — Mechanical component inspection requires hands-on access

Inspect mechanical components of vehicles to identify problems. Repair non-engine automotive or vehicle components.
#2989 · Core · 22% automatable

Inspect and verify dimensions and clearances of parts to ensure conformance to factory specifications.

physical manipulation — Physical distance measurement in field

Inspect mechanical components of vehicles to identify problems. Measure distances or dimensions.
#2996 · Core · 7% automatable

Disassemble and overhaul internal combustion engines, pumps, generators, transmissions, clutches, and differential units.

physical manipulation — Hands-on engine teardown and repair

Dismantle heavy equipment or machinery. Repair defective engines or engine components.
#19886 · Core · 9% automatable

Adjust or repair computer controlled exhaust emissions devices.

physical manipulation — Hands-on vehicle component adjustment

Adjust vehicle components according to specifications. Service green vehicles to make repairs or maintain good working order.
#2997 · Core · 8% automatable

Rebuild gas or diesel engines.

physical manipulation — Hands-on engine teardown and repair

Repair defective engines or engine components.
#2990 · Core · 8% automatable

Specialize in repairing and maintaining parts of the engine, such as fuel injection systems.

physical manipulation — Hands-on engine teardown and repair

Repair defective engines or engine components.
#2993 · Core · 9% automatable

Recondition and replace parts, pistons, bearings, gears, and valves.

physical manipulation — Manual replacement of mechanical parts

Replace worn, damaged, or defective mechanical parts. Rebuild parts or components.
#20453 · Core · 7% automatable

Install or repair accessories.

physical manipulation — Hands-on automotive component repair

Install vehicle parts or accessories. Repair non-engine automotive or vehicle components.
#20454 · Core · 9% automatable

Repair or adjust seats, doors, or windows.

physical manipulation — Hands-on vehicle component adjustment

Adjust vehicle components according to specifications. Repair non-engine automotive or vehicle components.
#23955 · Core · 8% automatable

Dismount, mount, and repair or replace tires.

physical manipulation — Manual tire mounting and repair

Install vehicle parts or accessories. Repair tires.
#2998 · Core · 8% automatable

Align front ends and suspension systems.

physical manipulation — Physical alignment of machinery requires hands

Align equipment or machinery.
#19888 · Core · 8% automatable

Maintain or repair vehicles with alternative fuel systems, including biodiesel, hybrid, or compressed natural gas vehicles.

physical manipulation — Hands-on servicing of green vehicles

Service green vehicles to make repairs or maintain good working order.
#19889 · Supplemental · 32% automatable

Measure vehicle emissions to determine whether they are within acceptable limits.

physical manipulation — Requires physical gauges and instrument reading

Measure equipment outputs.
#19887 · Supplemental · 50% automatable

Follow green operational practices involving conservation of water or energy or reduction of solid waste.

decision support — Broad resource monitoring needs human judgment and physical checks

Monitor resources.
#2999 · Supplemental · 10% automatable

Operate valve-grinding machines to grind and reset valves.

physical manipulation — Precision grinding requires hands-on machine control

Grind parts to required dimensions.
Embed this calculator on your site ↓

Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.

<div class="giniloh-calculator-embed" data-calculator="bus-and-truck-mechanics-and-diesel-engine-specialists"></div> <script src="https://giniloh.com/embed.js" async></script>

Community Sentiment

Do you agree?

Do you agree with the AI automation risk score calculated for this occupation?

Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

Related Article

Engineer at work

Best AI Proof Jobs in a Changing Market

Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.

Read Article ->