Rail transport operatives
Rail transport operatives assist drivers in the operation of passenger and goods trains, drive locomotive engines in coal mines, guide wagons and coaches in marshalling yards and sidings to make up trains, operate signals and points to control the movement of rail traffic, and monitor the operation of surface and underground railways.
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Rail transport operatives
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Task weights — each task is weighted by its O*NET frequency rating. Where frequency data is absent, equal weighting is applied.
AI time reduction — tasks scored as "AI Automates" assume 80% time saving; "AI Assists" assumes 40%; "Human-Led" assumes 5%.
Salary equivalent — annual hours saved × (salary ÷ 1,800 working hours/year).
Value at risk — salary × share of role time in AI-automate or AI-assist tasks.
Figures are indicative estimates for planning purposes, not guarantees of productivity gain or job loss risk.