# Rail Yard Engineers, Dinkey Operators, and Hostlers

> Drive switching or other locomotive or dinkey engines within railroad yard, industrial plant, quarry, construction project, or similar location.

- **SOC code:** 53-4013.00
- **Canonical URL:** https://singulariki.com/roles/role-53-4013-00
- **Also known as:** Engineer, Railcar Switcher, Railroad Engineer, Switchman, Carman, Hostler, Rail Yard Engineer, Yard Engineer
- **Frame:** "AI exposure" means task overlap (how codifiable the work is), not jobs lost or a forecast. Every figure below is traced to a named public dataset.

## What this work is

**Core tasks** (O*NET):
- Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.
- Inspect engines before and after use to ensure proper operation.
- Apply and release hand brakes.
- Confer with conductors and other workers via radiotelephones or computers to exchange switching information.
- Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.
- Inspect track for defects such as broken rails and switch malfunctions.
- Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.
- Couple and uncouple air hoses and electrical connections between cars.
- Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.
- Inspect the condition of stationary trains, rolling stock, and equipment.
- Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.
- Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.

## Skills, tools, capabilities

**Knowledge, skills & abilities** (O*NET, highest importance first):
- Transportation _(knowledge)_
- Oral Comprehension _(ability)_
- Problem Sensitivity _(ability)_
- Far Vision _(ability)_
- Operation and Control _(transferable_skill)_
- Control Precision _(ability)_
- Reaction Time _(ability)_
- Public Safety and Security _(knowledge)_
- Monitoring _(essential_skill)_
- Operations Monitoring _(transferable_skill)_
- Oral Expression _(ability)_
- Response Orientation _(ability)_

**Skills in demand:**
- Complex Problem Solving _(Common Skill)_
- Active Listening _(Common Skill)_
- Speech Recognition _(Specialized Skill)_
- Depth Perception _(Common Skill)_
- Deductive Reasoning _(Common Skill)_
- Critical Thinking _(Common Skill)_
- Visualization _(Specialized Skill)_
- Time Management _(Common Skill)_
- Reading Comprehension _(Common Skill)_
- Information Ordering _(Specialized Skill)_
- English Language _(Common Skill)_
- Inductive Reasoning _(Common Skill)_

**Tools & technology:**
- Positive train control PTC systems
- Railcar inspection management software
- RailComm DocYard
- Railyard inventory software
- Railyard management software RMS
- Softrail AEI Automatic Yard Tracking System
- Softrail AEI Rail & Road Manager
- Web browser software

## AI exposure & outlook

- **AI task-overlap index:** 29th percentile (Low) across all occupations — composite of current-era exposure studies (ai-exposure-index-v1).
- **Overall AI exposure (Felten et al.):** 24th percentile (Low) — source: felten_aioe.
- **LLM task exposure, γ (OpenAI / Eloundou):** 25th percentile (Low) — source: eloundou_gamma.
- **AI assistant applicability (Microsoft):** 44th percentile (Moderate) — source: microsoft_applicability.
- **Frey–Osborne (2013, historical computerization estimate):** 81st percentile — kept separate from current-era studies.
- **Remote-capable (Dingel–Neiman):** no — task structure, not who actually works remote.
- **Projected employment (BLS 2024–34):** 0.3% growth (About average); 0.2k annual openings; 3.1k → 3.1k jobs.
- **Pay & employment (BLS OEWS, May 2024):** median $58,030; 3,300 employed.

## Sources

- **O*NET** (30.3) — U.S. Department of Labor / National Center for O*NET Development. https://www.onetcenter.org/database.html
- **BLS Occupational Employment and Wage Statistics (OEWS)** (May 2024) — U.S. Bureau of Labor Statistics. https://www.bls.gov/oes/
- **BLS Employment Projections** (2024–2034) — U.S. Bureau of Labor Statistics. https://www.bls.gov/emp/
- **Anthropic Economic Index** (v4 (2026-01-15) + v2 (2025-03-27)) — Anthropic. https://www.anthropic.com/economic-index
- **Microsoft “Working with AI”** (working-with-ai) — Microsoft Research. https://www.microsoft.com/en-us/research/
- **“GPTs are GPTs” (Eloundou et al.)** (arXiv 2303.10130) — OpenAI / academic. https://arxiv.org/abs/2303.10130
- **AI Occupational Exposure (AIOE)** (Felten, Raj & Seamans) — academic. https://github.com/AIOE-Data/AIOE
- **Frey & Osborne (2013)** (frey-osborne-automation) — academic. https://www.oxfordmartin.ox.ac.uk/publications/the-future-of-employment/
- **Dingel & Neiman (2020)** (dingel-neiman-workathome) — academic. https://github.com/jdingel/DingelNeiman-workathome

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_Generated from Singulariki's joined dataset; data snapshot 2026-06-02T21:00:32.945303+00:00. https://singulariki.com/roles/role-53-4013-00_