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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Farm Labor Contractors?

Lower risk

Baseline AI displacement risk for Farm Labor Contractors, aggregated from 4 research sources.

What this score means

Farm Labor Contractors is among the least exposed roles in Business & Operations. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 21 out of 100 it scores 25 points below the Business & Operations average of 46. Across the 4 sources behind this baseline, individual estimates run from 5 to 38, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Farm Labor Contractors, most central first.

  • 01Pay wages of contracted farm laborers.
  • 02Provide food, drinking water, and field sanitation facilities to contracted workers.
  • 03Recruit and hire agricultural workers.
  • 04Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules.
  • 05Supervise the work of contracted employees.
  • 06Furnish tools for employee use.
  • 07Direct and transport workers to appropriate work sites.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 4 research sources that scored Farm Labor Contractors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

  • 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
  • 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
  • 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
  • 04AI Occupational Exposure to Language Modeling · 2023

Also covers

Farm Contractor · Farm Crew Leader · Farm Crew Member · Farm Labor Contractor · Farm Sanitation Employee · Field Contractor · Field Crop Harvest Contractor · Field Manager and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.