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How a railroad conductor / yardmaster can use AI, task by task

O*NET 53-4031.00: Railroad Conductors and Yardmasters20 tasksJob Zone 2: Some preparation

Coordinate activities of switch-engine crew within railroad yard, industrial plant, or similar location. Conductors coordinate activities of train crew on passenger or freight trains. Yardmasters review train schedules and switching orders and coordinate activities of workers engaged in railroad traffic operations, such as the makeup or breakup of trains and yard switching.

Type your own title and every prompt on this page updates to match. Also called: Conductor, Freight Conductor, Freight Train Conductor, Local Freight Conductor, Railroad Conductor, Railway Yardmaster, Thru Freight Conductor, Train Master, Trainman, Yardmaster.

Where AI fits in this job

AI-ready 18%AI-assist 33%Stays human 50%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 5 AI-assist and 10 human-led tasks out of 20. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.Read & digest · Several times a day
  2. Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.Coordinate & message · Several times a day
  3. Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.Crunch the numbers · Several times a day

AI can draft these 5

AI produces a usable first pass. You review it, fix it and own it.

Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.

Daily

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.

Context: We use Microsoft Word.
Trips: [describe]
Data: [passengers, hours, bookings]

Draft records or reports. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Trip or travel record

Step 1Pick a real example: the next time you keep records of the contents and destination of each (today).
Step 2Fill in [Trips] and [Data] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Record operational details of travel..

Arrange for the removal of defective cars from trains at stations or stops.

Weekly

AI drafts the plan, schedule or checklist for you to adjust.

Show prompt & steps

Describe the goal, the people and the constraints, and AI drafts the plan, schedule or checklist. You adjust it to what you know about real life on the ground.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to arrange for the removal of defective cars from trains at stations or stops.

Context: We use Microsoft Excel; the work draws on transportation, public safety and security and law and government.
Equipment or fleet: [list, hours or mileage]
Requirements: [manufacturer intervals]

Draft a preventive maintenance schedule and a tracking sheet. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Maintenance schedule

Step 1Pick a real example: the next time you arrange for the removal of defective cars (this week).
Step 2Fill in [Equipment or fleet] and [Requirements] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.4/5 · core task · O*NET work activity: Arrange maintenance activities..

Document and prepare reports of accidents, unscheduled stops, or delays.

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to document and prepare reports of accidents, unscheduled stops, or delays.

Context: We use Microsoft Word.
Incident: [what happened, when, where; no names]
Facts and actions: [paste notes]

Draft a factual report with timeline, causes, actions taken and recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Accident or incident report

Step 1Pick a real example: the next time you document and prepare reports of accidents, unscheduled stops and delays (this week).
Step 2Fill in [Incident] and [Facts and actions] with the real details, then run the prompt.
Step 3Check every fact against your notes and statements.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.6/5 · O*NET work activity: Prepare accident or incident reports..

Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time.

Daily

AI is a tireless first-pass checker.

Show prompt & steps

AI is a tireless proofreader. It catches inconsistencies, missing fields and errors across documents and data, so your review time goes on what matters.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to verify accuracy of timekeeping instruments with engineers to ensure trains depart on time.

Context: The work draws on transportation, public safety and security and law and government.
Item: [bid, property, product]
Specifications: [paste]
What I have: [paste the submitted info]

Make a table: requirement, submitted, match or not. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Specification verification

Step 1Pick a real example: the next time you verify accuracy of timekeeping instruments (today).
Step 2Fill in [Item], [Specifications] and [What I have] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 3.7/5 · O*NET work activity: Verify information or specifications..

Record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations.

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations.

Context: We use Microsoft Word.
Trips: [describe]
Data: [passengers, hours, bookings]

Draft records or reports. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Trip or travel record

Step 1Pick a real example: the next time you record departure and arrival times, messages and tickets (this week).
Step 2Fill in [Trips] and [Data] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.0/5 · O*NET work activity: Record operational details of travel..

AI can help you prep these 5

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.

Several times a day

AI gives you a first-pass summary; you still read the key parts.

Show prompt & steps

AI can pull out the key points and questions to look for. Use it as a first pass, then look closely yourself.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.

Context: The work draws on transportation, public safety and security and law and government.
Order or schedule: [paste the work order, physician's order or schedule, private details removed]
What I'll do: [the procedure or operation]

List what the order requires, in sequence, and what I must confirm before starting (identity, materials, settings, contraindications). Flag anything missing or unusual.

10-minute exercise: Check orders before you start

Step 1Take the next order or schedule you'll work from.
Step 2Paste it into [Order or schedule], with names removed, and describe [What I'll do].
Step 3Use its confirmation list alongside your usual protocol. Your protocol wins if they differ.

Remove names and private details before pasting, and check your employer's rules on what you can share with AI tools.

Importance 4.3/5 · core task · O*NET work activity: Review work orders or schedules to determine operations or procedures..

Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.

Several times a day

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.

Instructions: [what I was told]
Task: [describe]

Write back a summary and questions to confirm I've understood. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Clarify instructions

Step 1Pick a real example: the next time you receive instructions.
Step 2Fill in [Instructions] and [Task] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.6/5 · core task · O*NET work activity: Receive information or instructions for performing work assignments..

Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.

Several times a day

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.

Context: We use Microsoft Excel; the work draws on transportation, public safety and security and law and government.
What I track: [parked vehicles, fleet, aircraft, routes]
Data: [paste logs or positions]

Spot delays, violations or anomalies, and suggest actions. Show how you sorted the data. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Vehicle tracking review

Step 1Pick a real example: the next time you observe yard traffic.
Step 2Fill in [What I track] and [Data] with the real details, then run the prompt.
Step 3Check two flagged items against the original records.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.8/5 · core task · O*NET work activity: Monitor vehicle movement or location..

Confirm routes and destination information for freight cars.

Several times a day

AI gives you a first-pass summary; you still read the key parts.

Show prompt & steps

AI can pull out the key points and questions to look for. Use it as a first pass, then look closely yourself.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to confirm routes and destination information for freight cars.

Context: We use Freight reservation software; the work draws on transportation, public safety and security and law and government.
Order or schedule: [paste the work order, physician's order or schedule, private details removed]
What I'll do: [the procedure or operation]

List what the order requires, in sequence, and what I must confirm before starting (identity, materials, settings, contraindications). Flag anything missing or unusual.

10-minute exercise: Check orders before you start

Step 1Take the next order or schedule you'll work from.
Step 2Paste it into [Order or schedule], with names removed, and describe [What I'll do].
Step 3Use its confirmation list alongside your usual protocol. Your protocol wins if they differ.

Remove names and private details before pasting, and check your employer's rules on what you can share with AI tools.

Importance 4.5/5 · core task · O*NET work activity: Review work orders or schedules to determine operations or procedures..

Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.

Daily

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a railroad conductor / yardmaster. Part of my job is to receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.

Context: We use Positive train control PTC systems.
Instructions: [what I was told]
Task: [describe]

Write back a summary and questions to confirm I've understood. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Clarify instructions

Step 1Pick a real example: the next time you receive information regarding train or rail problems (today).
Step 2Fill in [Instructions] and [Task] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.2/5 · core task · O*NET work activity: Receive information or instructions for performing work assignments..

These stay human 10

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Consequence of an error: extremely serious · Responsible for others' health and safety: very high responsibility · Contact with others: constant contact with others

Direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains.

Several times a day

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains.

Context: The work draws on transportation, public safety and security and law and government.
Operation: [routes, shipments]
Team: [drivers, technicians]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing transport operations

Step 1Pick a real example: the next time you direct engineers.
Step 2Fill in [Operation] and [Team] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.5/5 · core task · O*NET work activity: Direct passenger or freight transport activities..

Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.

Several times a day

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.

Context: The work draws on transportation, public safety and security and law and government.
Operation: [routes, shipments]
Team: [drivers, technicians]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing transport operations

Step 1Pick a real example: the next time you direct and instruct workers.
Step 2Fill in [Operation] and [Team] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.5/5 · core task · O*NET work activity: Direct passenger or freight transport activities..

Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.

Context: The work draws on transportation, public safety and security and law and government.
Equipment: [excavator, loader]
Signals: [hand signals, stakes]

Summarize standard signals and stop signals. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Signals refresher

Step 1Pick a real example: the next time you signal engineers.
Step 2Fill in [Equipment] and [Signals] with the real details, then run the prompt.
Step 3Agree signals with the crew before work.

Importance 4.5/5 · core task · O*NET work activity: Signal others to coordinate vehicle movement..

Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.

Daily

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.

Context: The work draws on transportation, public safety and security and law and government.
Situation: [reversing bus, ship schedules, yard moves]
Signals or channels: [radio, hand signals]

List clear calls or signals and what to do if communication fails. Suggest ways to open, phrases to avoid, and how to handle it if things get tense. Then play the other person so I can practice.

10-minute exercise: Movement coordination

Step 1Pick a real example: the next time you confer with engineers regarding train routes, timetables and cargoes (today).
Step 2Fill in [Situation] and [Signals or channels] with the real details, then run the prompt.
Step 3After the real conversation, write down what worked so you can reuse it.

Importance 4.0/5 · core task · O*NET work activity: Communicate with others to coordinate vehicle movement..

Operate controls to activate track switches and traffic signals.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to operate controls to activate track switches and traffic signals.

Context: The work draws on transportation, public safety and security and law and government.
Yard or track: [describe]
Moves: [routing]

List switching steps and safety rules. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Switching operation

Step 1Pick a real example: the next time you operate controls (today).
Step 2Fill in [Yard or track] and [Moves] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.2/5 · core task · O*NET work activity: Control equipment that regulates vehicle traffic..

Inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers.

Several times a day

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers.

Context: The work draws on transportation, public safety and security and law and government.
Equipment: [locomotive, rail equipment]
Required inspections: [before and after run]

Make a before-and-after check routine and a defect log. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Locomotive check routine

Step 1Pick a real example: the next time you inspect freight cars.
Step 2Fill in [Equipment] and [Required inspections] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.6/5 · O*NET work activity: Inspect locomotives or other railroad equipment.. Also involves: Record operational or production data..

Supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers.

Context: The work draws on transportation, public safety and security and law and government.
Operation: [routes, shipments]
Team: [drivers, technicians]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing transport operations

Step 1Pick a real example: the next time you supervise and coordinate crew activities to transport freight and passengers (today).
Step 2Fill in [Operation] and [Team] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.2/5 · O*NET work activity: Direct passenger or freight transport activities..

Supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation.

Context: The work draws on transportation, public safety and security and law and government.
Crew: [describe]
Work: [inspection, cleaning]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing maintenance crews

Step 1Pick a real example: the next time you supervise workers (today).
Step 2Fill in [Crew] and [Work] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.2/5 · O*NET work activity: Direct maintenance or repair activities..

Inspect each car periodically during runs.

Daily

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to inspect each car periodically during runs.

Context: The work draws on transportation, public safety and security and law and government.
Equipment: [locomotive, rail equipment]
Required inspections: [before and after run]

Make a before-and-after check routine and a defect log. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Locomotive check routine

Step 1Pick a real example: the next time you inspect each car periodically (today).
Step 2Fill in [Equipment] and [Required inspections] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed.

Importance 4.0/5 · O*NET work activity: Inspect locomotives or other railroad equipment..

Instruct workers to set warning signals in front and at rear of trains during emergency stops.

A few times a year

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a railroad conductor / yardmaster. Part of my job is to instruct workers to set warning signals in front and at rear of trains during emergency stops.

Context: The work draws on transportation, public safety and security and law and government.
Emergency type: [dispatch, search, incident]
Resources: [units, staff, agencies]

Prepare a coordination checklist: first calls, resource assignment, communication plan and handover points. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Emergency coordination plan

Step 1Pick a real example: the next time you instruct workers.
Step 2Fill in [Emergency type] and [Resources] with the real details, then run the prompt.
Step 3Run it as a tabletop drill with your team and compare with your official plan. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.0/5 · O*NET work activity: Direct emergency management activities..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Critical Thinkingimportance 3.6/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Speakingimportance 3.8/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Active Listeningimportance 3.5/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Monitoringimportance 3.8/5
    Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 3.1/5
    Used in: Getting Information

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Locomotive Engineers68% human-led · Same preparationSkills to build: Operation and Control, Operations Monitoring
  • Air Traffic Controllers63% human-led · Needs more preparation · usually high school diplomaSkills to build: Judgment and Decision Making, Complex Problem Solving, Active Listening
  • Airfield Operations Specialists70% human-led · Needs more preparation · usually bachelor's degreeSkills to build: Active Listening, Speaking, Reading Comprehension
  • Subway and Streetcar Operators58% human-led · Same preparation · usually high school diplomaSkills to build: Operation and Control, Operations Monitoring

Getting into this job

High school diploma is most common (86% of workers)

  • High school or less 86%
  • Certificate or some college 8%
  • Associate's 6%
  • On-the-job training: 3–6 months
  • Related experience: none

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Microsoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft Word