AI exposure: Agricultural Inspectors
Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.
Reading this score
computedAt 18.6% of weighted task load, Agricultural Inspectors sits at the 32th percentile, below the point where a job's centre of gravity has moved. 63.7% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is embodiment. Across this occupation's 22 tasks it averages 2.11 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Write reports of findings and recommendations and advise farmers, growers, or processors of..., at 58.3%. The least is Testify in legal proceedings, at 0.0%. A gap of 58.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within farming, fishing and forestry occupations, this one is more exposed than most. The median across the 12 roles in the group is 9.0%, and only 1 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 22 tasks, 5 are currently banded exposed, 1 assisted and 16 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.36 | 0-4 |
| Embodiment | 2.11 | 0-3 |
| Presence | 1.45 | 0-3 |
| Accountability | 1.49 | 0-3 |
| Context | 1.41 | 0-3 |
| Verification cost | 1.72 | 0-3 |
Task by task
22 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken. | 58.3% | 29.2% | 12.5% | 4.15 | exposed |
| Interpret and enforce government acts and regulations and explain required standards to agricultural workers. | 45.0% | 30.0% | 25.0% | 4.49 | exposed |
| Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems. | 45.0% | 30.0% | 25.0% | 3.94 | exposed |
| Advise farmers or growers of development programs or new equipment or techniques to aid in quality production. | 43.3% | 31.7% | 25.0% | 3.96 | exposed |
| Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products. | 28.9% | 21.1% | 50.0% | 4.18 | exposed |
| Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing. | 23.8% | 13.8% | 62.5% | 4.10 | untouched |
| Set labeling standards and approve labels for meat or poultry products. | 22.5% | 15.0% | 62.5% | 4.11 | untouched |
| Take emergency actions, such as closing production facilities, if product safety is compromised. | 20.0% | 30.0% | 50.0% | 4.51 | assisted |
| Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system. | 14.1% | 19.3% | 66.7% | 4.28 | untouched |
| Direct or monitor the quarantine and treatment or destruction of plants or plant products. | 12.9% | 12.1% | 75.0% | 4.18 | untouched |
| Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety. | 8.3% | 16.7% | 75.0% | 4.53 | untouched |
| Inspect the cleanliness and practices of establishment employees. | 8.3% | 16.7% | 75.0% | 4.38 | untouched |
| Verify that transportation and handling procedures meet regulatory requirements. | 8.3% | 16.7% | 75.0% | 4.36 | untouched |
| Inspect food products and processing procedures to determine whether products are safe to eat. | 8.3% | 16.7% | 75.0% | 4.74 | untouched |
| Monitor the operations and sanitary conditions of slaughtering or meat processing plants. | 8.3% | 16.7% | 75.0% | 4.54 | untouched |
| Compare product recipes with government-approved formulas or recipes to determine acceptability. | 8.3% | 16.7% | 75.0% | – | untouched |
| Monitor the grading performed by company employees to verify conformance to standards. | 8.3% | 16.7% | 75.0% | 4.23 | untouched |
| Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals. | 5.8% | 19.2% | 75.0% | 4.21 | untouched |
| Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights. | 0.0% | 0.0% | 100.0% | 4.03 | untouched |
| Label and seal graded products and issue official grading certificates. | 0.0% | 0.0% | 100.0% | 4.54 | untouched |
| Inquire about pesticides or chemicals to which animals may have been exposed. | 0.0% | 0.0% | 100.0% | 4.17 | untouched |
| Testify in legal proceedings. | 0.0% | 0.0% | 100.0% | – | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean. 2 task(s) lacked a usable O*NET weight and are shown but excluded from the weighting.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.