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Occupation · 2026 assessment

Rail Freight Analyst

The Rail Freight Analyst role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

40%2026
45%2028
51%2030
58%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Cleaning, joining and preparing data64%
Creating standard reports and visualizations62%
Forming conclusions and checking causality34%
Processing orders and shipping documents63%
Optimizing routes and inventory59%
Warehouse sorting, picking and movement33%
Forecasting deadlines and capacity58%
Coordinating exceptions and disrupted deliveries34%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Cleaning, joining and preparing dataAI 64% · human 51%
  2. 2Creating standard reports and visualizationsAI 62% · human 52%
  3. 3Forming conclusions and checking causalityAI 34% · human 69%
  4. 4Processing orders and shipping documentsAI 63% · human 52%
  5. 5Optimizing routes and inventoryAI 59% · human 64%
  6. 6Warehouse sorting, picking and movementAI 33% · human 65%
  7. 7Forecasting deadlines and capacityAI 58% · human 63%
  8. 8Coordinating exceptions and disrupted deliveriesAI 34% · human 61%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • algorithms optimize inventory, routes and capacity
  • warehouses deploy robots and computer vision
  • standard documents and shipment statuses update automatically

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • disruption and shortage management
  • carrier and supplier negotiation
  • end-to-end supply-chain accountability

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$6 500per month
2035$8 800scenario estimate
2026: $6 50020262027: $6 70020272028: $6 95020282029: $7 20020292030: $7 45020302031: $7 70020312032: $7 95020322033: $8 20020332034: $8 50020342035: $8 8002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Robotics Technician

Established resilient role
New role risk18%
DemandHighDifficultyMediumTime6–12 monthsSkill fit58%

Last-Mile Drone Coordinator

Emerging role
New role risk25%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Robotic Delivery Route Planner

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Robot Fleet Manager

Emerging role
New role risk12%
DemandHighDifficultyHighTime12–24 monthsSkill fit52%

AI Operations Manager

Emerging role
New role risk20%
DemandHighDifficultyMediumTime6–12 monthsSkill fit60%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyMediumTime6–12 monthsSkill fit60%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • analytical question framing
  • metric interpretation
  • shipment coordination
  • inventory planning
  • exception handling
  • operational negotiation

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • supply-chain analytics
  • warehouse robot management
  • logistics digital twins
  • autonomous delivery
CurrentRail Freight Analyst · 40%
→
Keepanalytical question framing · metric interpretation · shipment coordination
→
AddSQL and data preparation · visualization and forecasting · supply-chain analytics

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.