Gini Loh System Tools

AI Automation Index

Will AI Replace Transit and Railroad Police?

Task-level automation exposure for Transit and Railroad Police: 12 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

36% weighted task index

12 of 12 tasks scored

Median Salary

$90,230 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

4,390 people hold this job — size, not growth

Projected 2025–35

+3.2% employment change

300 openings a year · BLS line item

Pay by state

BLS OEWS publishes 9 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$57,690 – $109,650

Highest medians

California $109,650
New Jersey $106,290
Maryland $99,420
New York $90,460
Utah $87,770

Lowest medians

Georgia $57,690
Missouri $67,840
Florida $69,810
Texas $78,480
Utah $87,770

State figures come from the 33-3052 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 36%

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

Physical work 18%

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

Judgment & influence 45%

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

Routine administration 11%

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 48/100 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

12 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) 19%

2 tasks

Medium exposure (≥ 35%) 25%

3 tasks

Low exposure (below 35%) 56%

7 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

#9478 · Core · 72% automatable

Prepare reports documenting investigation activities and results.

text generation — Incident reports drafted from facts; human reviews

Prepare investigation or incident reports.
#21002 · Core · 35% automatable

Monitor transit areas and conduct security checks to protect railroad properties, patrons, and employees.

visual inspection — AI can watch camera feeds; human maintains physical surveillance

Maintain surveillance of individuals or establishments.
#9477 · Core · 17% automatable

Apprehend or remove trespassers or thieves from railroad property or coordinate with law enforcement agencies in apprehensions and removals.

interpersonal — Live incident response with agencies is human-led

Apprehend criminal suspects. Collaborate with law enforcement or security agencies to respond to incidents.
#9480 · Core · 30% automatable

Direct security activities at derailments, fires, floods, or strikes involving railroad property.

interpersonal — Security operations direction is live human command

Direct security operations.
#9475 · Core · 15% automatable

Patrol railroad yards, cars, stations, or other facilities to protect company property or shipments and to maintain order.

situated mobility — Patrolling properties is embodied mobile work

Patrol properties to maintain safety.
#9479 · Core · 28% automatable

Investigate or direct investigations of freight theft, suspicious damage or loss of passengers' valuables, or other crimes on railroad property.

decision support — Investigation is human fieldwork with judgment

Investigate illegal or suspicious activities. Direct law enforcement activities.
#9476 · Core · 72% automatable

Examine credentials of unauthorized persons attempting to enter secured areas.

visual inspection — Document validity check aided, human verifies authenticity

Examine personal documentation to ensure that it is valid.
#21003 · Core · 15% automatable

Enforce traffic laws regarding the transit system and reprimand individuals who violate them.

interpersonal — Enforcing rules requires human presence and authority

Enforce rules or regulations.
#21004 · Core · 50% automatable

Provide training to the public or law enforcement personnel in railroad safety or security.

interpersonal — Training content AI-assisted; live instruction and demonstration human

Provide safety training.
#9484 · Core · 35% automatable

Plan or implement special safety or preventive programs, such as fire or accident prevention.

text generation — Fire plans drafted; code compliance and site review human

Develop fire safety or prevention programs or plans. Direct fire fighting or prevention activities.
#9481 · Supplemental · 33% automatable

Direct or coordinate the daily activities or training of security staff.

interpersonal — Directing training programs needs human leadership

Direct employee training programs.
#9482 · Supplemental · 30% automatable

Interview neighbors, associates, or former employers of job applicants to verify personal references or to obtain work history data.

interpersonal — Investigative interviews require human rapport

Interview people to obtain information about actions or status of individuals.
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Community Sentiment

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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 →

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