Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Agricultural Engineers:

52.1%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

High

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient agricultural engineering is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For agricultural engineers, 7 of 9 sources had data. AI exposure was split: Microsoft and Will Robots Take My Job saw moderate human contribution, while AI Resilience Model, OpenAI Signals, and Google ATLAS rated exposure higher, so confidence lands at medium. Strong pay kept economic opportunity high, but weak hiring demand pulled the score down, landing agricultural engineers at "Mostly Resilient."

AI Resilience Report forAgricultural Engineers

$98,590 median salary•100 annual openings•SOC Code: 17-2021.00

Agricultural Engineers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Agricultural engineering is labeled "Mostly Resilient" because while AI is definitely changing parts of the job, it is mostly making engineers more productive rather than replacing them. The desk work, like drafting designs and searching for technical information, is being sped up by AI tools, but the parts that matter most, including visiting farms, meeting with clients, and signing off on safe equipment designs, still require a real human with real judgment.

Learn more about how you can thrive in this position

This role is mostly resilient

Agricultural engineering is labeled "Mostly Resilient" because while AI is definitely changing parts of the job, it is mostly making engineers more productive rather than replacing them. The desk work, like drafting designs and searching for technical information, is being sped up by AI tools, but the parts that matter most, including visiting farms, meeting with clients, and signing off on safe equipment designs, still require a real human with real judgment.

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Analysis of current AI resilience

Agricultural Engineers

Updated quarterly

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Latest AI news for Agricultural Engineers

These articles highlight the transformative role AI is playing in agriculture, making it a crucial area for future agricultural engineers. For instance, the AI-powered irrigation system discussed by UC Merced researchers demonstrates how technology can optimize water use, a vital skill for engineers aiming to enhance sustainability. Additionally, the insights from the IAgrE Conference emphasize the need for engineers to adapt to potential job disruptions caused by AI, fostering resilience and innovation in their careers. Embracing these advancements can lead to rewarding opportunities in the evolving agricultural landscape.

More Career Info

Career: Agricultural Engineers

They solve farming problems by designing better equipment and systems to improve how we grow and harvest food.

Parent Careers

Alternate Titles

Agricultural Engineer · Engineer · Project Engineer · Research Agricultural Engineer · Agricultural Systems Specialist · Conservation Engineer · Field Engineer · Product Engineer · Product Technology Scientist · Research Engineer

Employment & Wage Data

Median Wage

$98,590

Jobs (2025)

1,500

Growth (2025-35)

+6.9%

Annual Openings

100

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

92% ResilienceCore Task

Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities.

2

90% ResilienceCore Task

Supervise food processing or manufacturing plant operations.

3

90% ResilienceCore Task

Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs.

4

88% ResilienceCore Task

Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made.

5

85% ResilienceCore Task

Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation.

6

82% ResilienceCore Task

Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction.

7

80% ResilienceCore Task

Design and supervise environmental and land reclamation projects in agriculture and related industries.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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