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needsahuman.

AI and jobs in agriculture, forestry, fishing, and hunting

How exposed the jobs in agriculture, forestry, fishing, and hunting are to AI, which of them AI can do most of, and which most need a human.

Jobs in agriculture, forestry, fishing, and hunting have an average Still needs a human score of 79.5 out of 100 (higher is safer), 5.5 points above the average for all jobs of 74.0 and 5th of 37 among the sectors (1st is least exposed). The largest job here is farmworkers and laborers, crop, nursery, and greenhouse (429,000 workers, 83/100 ↑ safer), and of the jobs more common here than across the economy, human resources assistants, except payroll and timekeeping is the most exposed (59/100 ↑ safer).

Average score
79.5/100↑ safer

5.5 points above the average for all jobs (74.0). Sectors range from 59.8 to 80.0.

1.6%

About 21,831 people, in jobs where AI can already do much of the work.

+1.5%

Bureau of Labor Statistics projections for the whole sector.

How the work here could shift

The share of workers in this sector whose job would sit in each band, from today to 2060.

Today
62%
of workers in this sector are in jobs that mostly need a person (our top band, Nah.)
0% are in jobs AI could largely do (Largely.)
By 2045
6%
of workers in this sector would still be in jobs that mostly need a person (our top band, Nah.)
38% would be in jobs AI could largely do (Largely.)
By 2060
6%
of workers in this sector would still be in jobs that mostly need a person (our top band, Nah.)
87% would be in jobs AI could largely do (Largely.)

Each job's score moves towards the bottom band (Largely: AI could largely do the job) by the year it could be largely automated, slowly at first and faster later, as adoption usually goes. Each job is run as ten scenarios across its replacement range, so every figure mixes early and late outcomes. The model stops at 2060. How the timeline works

Share of workers in this sector in each verdict band, today to 20600%25%50%75%100%2026: 62.0% of workers in this sector in jobs that mostly need a person (Nah.)62%2026: 36.4% of workers in this sector in jobs where AI could do a little of the work (A little.)36%2026: 1.6% of workers in this sector in jobs AI could partly do (Partly.)Today2030: 38.2% of workers in this sector in jobs that mostly need a person (Nah.)38%2030: 50.8% of workers in this sector in jobs where AI could do a little of the work (A little.)51%2030: 10.5% of workers in this sector in jobs AI could partly do (Partly.)11%2030: 0.5% of workers in this sector in jobs AI could mostly do (Mostly.)20302035: 6.4% of workers in this sector in jobs that mostly need a person (Nah.)6%2035: 52.5% of workers in this sector in jobs where AI could do a little of the work (A little.)53%2035: 24.2% of workers in this sector in jobs AI could partly do (Partly.)24%2035: 12.9% of workers in this sector in jobs AI could mostly do (Mostly.)13%2035: 4.0% of workers in this sector in jobs AI could largely do (Largely.)20352040: 6.2% of workers in this sector in jobs that mostly need a person (Nah.)6%2040: 15.3% of workers in this sector in jobs where AI could do a little of the work (A little.)15%2040: 37.5% of workers in this sector in jobs AI could partly do (Partly.)38%2040: 24.0% of workers in this sector in jobs AI could mostly do (Mostly.)24%2040: 17.0% of workers in this sector in jobs AI could largely do (Largely.)17%20402045: 6.2% of workers in this sector in jobs that mostly need a person (Nah.)6%2045: 0.7% of workers in this sector in jobs where AI could do a little of the work (A little.)2045: 26.9% of workers in this sector in jobs AI could partly do (Partly.)27%2045: 28.7% of workers in this sector in jobs AI could mostly do (Mostly.)29%2045: 37.5% of workers in this sector in jobs AI could largely do (Largely.)38%20452050: 6.2% of workers in this sector in jobs that mostly need a person (Nah.)6%2050: 0.6% of workers in this sector in jobs where AI could do a little of the work (A little.)2050: 6.1% of workers in this sector in jobs AI could partly do (Partly.)6%2050: 30.5% of workers in this sector in jobs AI could mostly do (Mostly.)31%2050: 56.6% of workers in this sector in jobs AI could largely do (Largely.)57%20502055: 6.2% of workers in this sector in jobs that mostly need a person (Nah.)6%2055: 0.6% of workers in this sector in jobs where AI could do a little of the work (A little.)2055: 20.3% of workers in this sector in jobs AI could mostly do (Mostly.)20%2055: 72.9% of workers in this sector in jobs AI could largely do (Largely.)73%20552060: 6.2% of workers in this sector in jobs that mostly need a person (Nah.)6%2060: 0.6% of workers in this sector in jobs where AI could do a little of the work (A little.)2060: 6.1% of workers in this sector in jobs AI could mostly do (Mostly.)6%2060: 87.1% of workers in this sector in jobs AI could largely do (Largely.)87%2060
Will AI replace the job?Largely.Mostly.Partly.A little.Nah.
Share of workers in this sector whose job would sit in each band, year by year. Updated with every release.
Show the data
YearLargelyMostlyPartlyA littleNah
Today (2026)0.0%0.0%1.6%36.4%62.0%
20300.0%0.5%10.5%50.8%38.2%
20354.0%12.9%24.2%52.5%6.4%
204017.0%24.0%37.5%15.3%6.2%
204537.5%28.7%26.9%0.7%6.2%
205056.6%30.5%6.1%0.6%6.2%
205572.9%20.3%0.0%0.6%6.2%
206087.1%6.1%0.0%0.6%6.2%

The largest jobs in agriculture, forestry, fishing, and hunting

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Farmworkers and Laborers, Crop, Nursery, and Greenhouse83↑ saferAI replace? Nah.D2046–2060+429,200
2Farmers, Ranchers, and Other Agricultural Managers76↑ saferAI replace? A little.D2038–2059257,400
3Farmworkers, Farm, Ranch, and Aquacultural Animals84↑ saferAI replace? Nah.D2046–2060+175,900
4Agricultural Equipment Operators86↑ saferAI replace? Nah.D2046–2060+48,000
5First-Line Supervisors of Farming, Fishing, and Forestry Workers79↑ saferAI replace? A little.D2046–2060+40,800
6Heavy and Tractor-Trailer Truck Drivers79↑ saferAI replace? A little.D2044–2060+32,000
7Graders and Sorters, Agricultural Products86↑ saferAI replace? Nah.D2046–2060+28,300
8Bookkeeping, Accounting, and Auditing Clerks60↑ saferAI replace? A little.D2035–204621,700
9Logging Equipment Operators83↑ saferAI replace? Nah.D2046–2060+16,100
10Secretaries and Administrative Assistants, Except Legal, Medical, and Executive61↑ saferAI replace? A little.D2035–204715,100

Common jobs here that AI can do most of

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Customer Service Representatives51↑ saferAI replace? Partly.D2034–20414,000
2Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products57↑ saferAI replace? Partly.D2034–204410,000
3Computer Systems Analysts59↑ saferAI replace? Partly.workers of 2 related jobsD2033–20422,500
4Human Resources Assistants, Except Payroll and Timekeeping59↑ saferAI replace? Partly.D2035–20453,400
5Bookkeeping, Accounting, and Auditing Clerks60↑ saferAI replace? A little.D2035–204621,700
6Human Resources Specialists61↑ saferAI replace? A little.D2035–20451,600
7Secretaries and Administrative Assistants, Except Legal, Medical, and Executive61↑ saferAI replace? A little.D2035–204715,100
8Billing and Posting Clerks62↑ saferAI replace? A little.D2035–20471,600
9Software Developers62↑ saferAI replace? A little.D2034–20442,700
10Payroll and Timekeeping Clerks63↑ saferAI replace? A little.D2035–20472,700

Common jobs here that most need a human

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Industrial Truck and Tractor Operators88↑ saferAI replace? Nah.D2044–2060+10,700
2Maids and Housekeeping Cleaners88↑ saferAI replace? Nah.D2047–2060+3,300
3Packaging and Filling Machine Operators and Tenders87↑ saferAI replace? Nah.D2046–2060+2,400
4Cleaners of Vehicles and Equipment87↑ saferAI replace? Nah.D2044–2060+5,900
5Welders, Cutters, Solderers, and Brazers87↑ saferAI replace? Nah.D2046–2060+4,100
6Graders and Sorters, Agricultural Products86↑ saferAI replace? Nah.D2046–2060+28,300
7Janitors and Cleaners, Except Maids and Housekeeping Cleaners86↑ saferAI replace? Nah.D2046–2060+9,600
8Agricultural Equipment Operators86↑ saferAI replace? Nah.D2046–2060+48,000
9Packers and Packagers, Hand86↑ saferAI replace? Nah.D2044–2060+13,400
10Fallers85↑ saferAI replace? Nah.D2046–2060+2,400

How this is worked out

  • The average weights every job's Still needs a human score by how many people do it in this sector, from the Bureau of Labor Statistics' industry employment data. Jobs cover 92.5% of the sector's employment.
  • Job scores are national: an accountant in retail scores the same as an accountant anywhere. The sector figure reflects its mix of jobs, not how its employers use AI; the Census figure shows that.

All sectors · Every job, ranked