AI exposure: Equal Opportunity Representatives and Officers
Monitor and evaluate compliance with equal opportunity laws, guidelines, and policies to ensure that employment practices and contracting arrangements give equal opportunity without regard to race, religion, color, national origin, sex, age, or disability.
Reading this score
computed37.6% of this occupation's weighted task load is exposed, which puts Equal Opportunity Representatives and Officers at the 66th percentile of 923 occupations. The capability is largely there. Its average task scores 2.6 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 18 tasks it averages 2.11 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Prepare reports related to investigations of equal opportunity complaints, at 73.3%. The least is Interview persons involved in equal opportunity complaints to verify case information, at 0.0%. A gap of 73.3% 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 business and financial operations occupations, this one is less exposed than the median of 47.5% across the group's 48 roles, with 40 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 18 tasks, 14 are currently banded exposed, 2 assisted and 2 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.
Task by task
18 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Prepare reports related to investigations of equal opportunity complaints. | 73.3% | 26.7% | 0.0% | 4.67 | exposed |
| Prepare reports of selection, survey, or other statistics and recommendations for corrective action. | 73.3% | 26.7% | 0.0% | 4.21 | exposed |
| Interpret civil rights laws and equal opportunity regulations for individuals or employers. | 45.0% | 30.0% | 25.0% | 4.56 | exposed |
| Conduct surveys and evaluate findings to determine if systematic discrimination exists. | 45.0% | 30.0% | 25.0% | 3.98 | exposed |
| Meet with job search committees or coordinators to explain the role of the equal opportunity coordinator, to provide resources for advertising, or to explain expectations for future contacts. | 45.0% | 30.0% | 25.0% | 3.99 | exposed |
| Verify that all job descriptions are submitted for review and approval and that descriptions meet regulatory standards. | 42.5% | 32.5% | 25.0% | 3.54 | exposed |
| Investigate employment practices or alleged violations of laws to document and correct discriminatory factors. | 40.0% | 35.0% | 25.0% | 4.73 | exposed |
| Study equal opportunity complaints to clarify issues. | 40.0% | 35.0% | 25.0% | 4.62 | exposed |
| Develop guidelines for nondiscriminatory employment practices. | 40.0% | 35.0% | 25.0% | 4.22 | exposed |
| Monitor the implementation and impact of guidelines for nondiscriminatory employment practices. | 40.0% | 35.0% | 25.0% | 4.14 | exposed |
| Counsel newly hired members of minority or disadvantaged groups, informing them about details of civil rights laws. | 40.0% | 35.0% | 25.0% | 3.61 | exposed |
| Review company contracts to determine actions required to meet governmental equal opportunity provisions. | 40.0% | 35.0% | 25.0% | 3.57 | exposed |
| Participate in the recruitment of employees through job fairs, career days, or advertising plans. | 35.0% | 40.0% | 25.0% | 2.65 | assisted |
| Coordinate, monitor, or revise complaint procedures to ensure timely processing and review of complaints. | 30.0% | 20.0% | 50.0% | 4.06 | exposed |
| Provide information, technical assistance, or training to supervisors, managers, or employees on topics such as employee supervision, hiring, grievance procedures, or staff development. | 26.7% | 23.3% | 50.0% | 4.01 | exposed |
| Consult with community representatives to develop technical assistance agreements in accordance with governmental regulations. | 23.3% | 26.7% | 50.0% | 3.26 | assisted |
| Meet with persons involved in equal opportunity complaints to arbitrate and settle disputes. | 2.5% | 10.0% | 87.5% | 4.50 | untouched |
| Interview persons involved in equal opportunity complaints to verify case information. | 0.0% | 0.0% | 100.0% | 4.66 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
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 | 2.64 | 0-4 |
| Embodiment | 0.31 | 0-3 |
| Presence | 1.31 | 0-3 |
| Accountability | 1.64 | 0-3 |
| Context | 2.11 | 0-3 |
| Verification cost | 1.78 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
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.