Is a Farmer / Rancher job safe from AI?

Relatively yes. A Farmer / Rancher scores 29/100 on the ReplacedYet AI-Risk Index — low risk — because the role leans on hands-on, in-person, or high-judgment work that AI struggles to automate.

When will AI be able to do a Farmer / Rancher's job?

Based on AI's measured task-completion horizon (METR, doubling ~every 4.3 months), AI reaches this role's core complexity ~5.3 years (2031). That projects the capability — actual adoption usually lags it.

How accurate is the Farmer / Rancher AI-risk score?

It's a transparent, computed estimate — directionally useful, not a guarantee. It blends six labor and AI-exposure signals (O*NET, BLS, Eloundou task exposure, AIOE, the Anthropic Economic Index, and physical-automation data). See the methodology page for the full formula.

A Farmer / Rancher carries a 29/100 AI replacement risk (low). AI can already handle routine documentation and reporting; Judgment in ambiguous situations still needs a person. Of exposed work, ~78% is automation vs 22% augmentation. Capability clock: ~5.3 years (2031). (ReplacedYet AI-Risk Index, 2026 data.)

Will AI replace a Farmer / Rancher?

AI replacement risk: 29/100 (low risk). Low exposure — this work resists automation and is hard for AI to replace.

Timeline: 5+ years / low. Of the exposed work, roughly 78% is likely to be automated and 22% augmented. $20.0B/yr of US wages sit in highly-exposed work for this role.

AI/software exposure: 20%. Robot/physical-automation exposure: 42%.

Capability clock: AI's measured task horizon reaches this role's core complexity (~160592.5h of human work) ~5.3 years (2031) — projected from METR's ~4.3-month doubling.

Pressure Index: 20/100 (low) — blends risk, demand trend, and real-world evidence. Job postings up 2% vs 2020.

AI tools targeting this role

John Deere See & Spray — AI-targeted spraying and field automation

Layoff signal: low — Precision-ag automation is advancing, but most field roles remain stable for now.

Tasks at risk

Routine documentation and reporting — AI drafts and formats standard documents for a Farmer / Rancher automatically.
Information lookup and summarization — LLMs retrieve and summarize the references a Farmer / Rancher relies on in seconds.
Repetitive, rules-based tasks — Predictable parts of a Farmer / Rancher’s workflow are increasingly automated.

Tasks that still need a human

Judgment in ambiguous situations — A Farmer / Rancher still applies human judgment where rules run out.
Relationships and accountability — Trust and responsibility in a Farmer / Rancher’s role stay human.

Skills that protect you

Work alongside AI tools — A Farmer / Rancher who directs AI outperforms one who competes with it.
Specialize and deepen expertise — Harder-to-automate niches protect a Farmer / Rancher.
Communication and stakeholder skills — The human side of a Farmer / Rancher’s job is the durable part.

Safer adjacent careers

Arborist (8%) · Groundskeeper (15%) · Tree Trimmer (17%) · Childcare Worker (5%)

Frequently asked questions

Will AI replace Farmer / Ranchers?: A Farmer / Rancher carries a 29/100 AI replacement risk (low). AI can already handle routine documentation and reporting; Judgment in ambiguous situations still needs a person. Of exposed work, ~78% is automation vs 22% augmentation. Capability clock: ~5.3 years (2031). (ReplacedYet AI-Risk Index, 2026 data.)
Is a Farmer / Rancher job safe from AI?: Relatively yes. A Farmer / Rancher scores 29/100 on the ReplacedYet AI-Risk Index — low risk — because the role leans on hands-on, in-person, or high-judgment work that AI struggles to automate.
When will AI be able to do a Farmer / Rancher's job?: Based on AI's measured task-completion horizon (METR, doubling ~every 4.3 months), AI reaches this role's core complexity ~5.3 years (2031). That projects the capability — actual adoption usually lags it.
How accurate is the Farmer / Rancher AI-risk score?: It's a transparent, computed estimate — directionally useful, not a guarantee. It blends six labor and AI-exposure signals (O*NET, BLS, Eloundou task exposure, AIOE, the Anthropic Economic Index, and physical-automation data). See the methodology page for the full formula.

Category: Agriculture · Methodology · Download the dataset

ReplacedYet AI-Risk Index. Last updated 2026-06-27. AI-estimated and directionally useful, not a guarantee.