General and Operations Managers vs Farmers, Ranchers, and Other Agricultural Managers
General and Operations Managers carries the higher exposed share at 36.3% against 34.1%, a gap of 2.3 points. The difference is driven by capability: a current system can simply produce more of the first job's work product than the second's. Release v2026.Q3.
| Occupation | Exposed | Assisted | Untouched | Capability | Friction | Median pay | Rank | Band |
|---|---|---|---|---|---|---|---|---|
| General and Operations Managers | 36.3% | 26.6% | 37.1% | 0.63 | 0.45 | $105,770 | 338 | exposed |
| Farmers, Ranchers, and Other Agricultural Managers | 34.1% | 23.5% | 42.4% | 0.58 | 0.44 | $89,900 | 382 | exposed |
What stands in the way, in each
General and Operations Managers: the dominant friction is that it runs on knowledge of the organisation that a model cannot hold. Capability sits at 0.63 of 1 and friction at 0.45 of 1.
Farmers, Ranchers, and Other Agricultural Managers: the dominant friction is that it runs on knowledge of the organisation that a model cannot hold. Capability sits at 0.58 of 1 and friction at 0.44 of 1.
Capability asks whether a generally available system can produce the work product at all. Friction asks what stops it finishing the job: physical work, being present, being accountable, unseen context, or the cost of checking the output. The rubric is here.
Read each in full
Exposure is not displacement. A higher score does not rank two jobs by how safe they are, and nothing here models adoption, employment or pay.