AI exposure: Eligibility Interviewers, Government Programs
Determine eligibility of persons applying to receive assistance from government programs and agency resources, such as welfare, unemployment benefits, social security, and public housing.
Reading this score
computed53.4% of this occupation's weighted task load is exposed, which puts Eligibility Interviewers, Government Programs at the 91th percentile of 923 occupations. The capability is largely there. Its average task scores 3.2 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 17 tasks it averages 1.88 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 Schedule benefits claimants for adjudication interviews to address questions of eligibility, at 93.3%. The least is Investigate claimants for the possibility of fraud or abuse, at 20.0%. 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 office and administrative support occupations, this one is less exposed than the median of 55.9% across the group's 51 roles, with 28 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 17 tasks, 15 are currently banded exposed, 2 assisted and 0 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
17 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Schedule benefits claimants for adjudication interviews to address questions of eligibility. | 93.3% | 6.7% | 0.0% | 4.03 | exposed |
| Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance. | 86.7% | 13.3% | 0.0% | 4.41 | exposed |
| Provide social workers with pertinent information gathered during applicant interviews. | 80.0% | 20.0% | 0.0% | 4.06 | exposed |
| Compute and authorize amounts of assistance for programs, such as grants, monetary payments, and food stamps. | 73.3% | 26.7% | 0.0% | 4.71 | exposed |
| Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status. | 73.3% | 26.7% | 0.0% | 4.55 | exposed |
| Monitor the payments of benefits throughout the duration of a claim. | 73.3% | 26.7% | 0.0% | 3.62 | exposed |
| Check with employers or other references to verify answers and obtain further information. | 50.0% | 25.0% | 25.0% | 4.35 | exposed |
| Conduct annual, interim, and special housing reviews and home visits to ensure conformance to regulations. | 50.0% | 25.0% | 25.0% | 3.70 | exposed |
| Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights. | 45.0% | 30.0% | 25.0% | 4.45 | exposed |
| Answer applicants' questions about benefits and claim procedures. | 45.0% | 30.0% | 25.0% | 4.34 | exposed |
| Prepare applications and forms for applicants for such purposes as school enrollment, employment, and medical services. | 45.0% | 30.0% | 25.0% | 3.91 | exposed |
| Keep records of assigned cases, and prepare required reports. | 40.0% | 35.0% | 25.0% | 4.59 | exposed |
| Provide applicants with assistance in completing application forms, such as those for job referrals or unemployment compensation claims. | 40.0% | 35.0% | 25.0% | 3.93 | exposed |
| Refer applicants to job openings or to interviews with other staff, in accordance with administrative guidelines or office procedures. | 35.0% | 40.0% | 25.0% | 4.03 | assisted |
| Interview and investigate applicants for public assistance to gather information pertinent to their applications. | 26.7% | 23.3% | 50.0% | 4.48 | exposed |
| Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits. | 26.7% | 23.3% | 50.0% | 4.47 | exposed |
| Investigate claimants for the possibility of fraud or abuse. | 20.0% | 30.0% | 50.0% | 3.86 | assisted |
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 | 3.18 | 0-4 |
| Embodiment | 0.24 | 0-3 |
| Presence | 0.94 | 0-3 |
| Accountability | 1.06 | 0-3 |
| Context | 1.88 | 0-3 |
| Verification cost | 1.24 | 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.