AI exposure: Government Property Inspectors and Investigators
Investigate or inspect government property to ensure compliance with contract agreements and government regulations.
Reading this score
computedGovernment Property Inspectors and Investigators is one of the unusual cases where capability and friction are both high. Current systems can produce a great deal of this work, with average capability across its tasks at 2.2 out of 4. Only 31.8% of the weighted task load comes out as exposed, because 26.1% of it runs into something structural. Jobs in this band tend not to disappear. They change shape, and the person stays.
What holds the line here is verification cost. Across this occupation's 13 tasks it averages 2.35 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Prepare correspondence, reports of inspections or investigations, or recommendations for action, at 66.7%. The least is Testify in court or at administrative proceedings concerning investigation findings, at 0.0%. A gap of 66.7% 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 business and financial operations occupations, this one is less exposed than the median of 47.5% across the group's 48 roles, with 45 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 13 tasks, 6 are currently banded exposed, 2 assisted and 5 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. 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 | 2.23 | 0-4 |
| Embodiment | 0.92 | 0-3 |
| Presence | 1.19 | 0-3 |
| Accountability | 2.08 | 0-3 |
| Context | 2.15 | 0-3 |
| Verification cost | 2.35 | 0-3 |
What this means in practice
Roles in this band tend to change shape rather than disappear. The output gets drafted faster and the person moves toward review, judgment and accountability. The useful question is not whether to use these tools but who is trusted to sign off on what they produce.
Task by task
13 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Prepare correspondence, reports of inspections or investigations, or recommendations for action. | 66.7% | 33.3% | 0.0% | 4.22 | exposed |
| Examine records, reports, or other documents to establish facts or detect discrepancies. | 60.0% | 40.0% | 0.0% | 4.07 | exposed |
| Inspect manufactured or processed products to ensure compliance with contract specifications or legal requirements. | 45.0% | 30.0% | 25.0% | 3.88 | exposed |
| Investigate alleged license or permit violations. | 40.0% | 35.0% | 25.0% | 4.17 | exposed |
| Submit samples of products to government laboratories for testing, as required. | 40.0% | 35.0% | 25.0% | 3.79 | exposed |
| Monitor investigations of suspected offenders to ensure that they are conducted in accordance with constitutional requirements. | 40.0% | 35.0% | 25.0% | – | exposed |
| Investigate applications for special licenses or permits. | 35.0% | 40.0% | 25.0% | 3.61 | assisted |
| Recommend legal or administrative action to protect government property. | 35.0% | 40.0% | 25.0% | 3.58 | assisted |
| Inspect government property, such as construction sites or public housing, to ensure compliance with contract specifications or legal requirements. | 8.3% | 16.7% | 75.0% | 3.97 | untouched |
| Inspect government-owned equipment or materials in the possession of private contractors to ensure compliance with contracts or regulations or to prevent misuse. | 8.3% | 16.7% | 75.0% | 3.72 | untouched |
| Coordinate with or assist law enforcement agencies in matters of mutual concern. | 5.0% | 20.0% | 75.0% | 3.34 | untouched |
| Collect, identify, evaluate, or preserve case evidence. | 0.0% | 0.0% | 100.0% | 3.85 | untouched |
| Testify in court or at administrative proceedings concerning investigation findings. | 0.0% | 0.0% | 100.0% | 3.50 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean. 1 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.