Somewhat Resilient

Last Update: 11/4/2026

AI Resilience Score for Eligibility Interviewer:

39.1%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient eligibility interviewer work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For eligibility interviewers, 8 of 9 sources had data, and they split noticeably on AI exposure: AI Resilience Model saw strong human contribution while Microsoft, Will Robots Take My Job, and OpenAI Signals saw higher AI risk, keeping confidence at medium. Weak economic opportunity pulled the score down, landing this role at "Somewhat Resilient."

AI Resilience Report forEligibility Interviewers, Government Programs

$54,210 median salary•12,700 annual openings•SOC Code: 43-4061.00

Eligibility Interviewers, Government Programs are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

This career is labeled "Somewhat Resilient" because AI is actively changing how eligibility interviewers do their day-to-day work, even if it is not replacing them outright. Tools like the SNAP Policy Navigator are already helping caseworkers find policy information faster, pull documents automatically, and flag missing details, which means the job is shifting away from data entry and toward verifying information and making judgment calls.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career is labeled "Somewhat Resilient" because AI is actively changing how eligibility interviewers do their day-to-day work, even if it is not replacing them outright. Tools like the SNAP Policy Navigator are already helping caseworkers find policy information faster, pull documents automatically, and flag missing details, which means the job is shifting away from data entry and toward verifying information and making judgment calls.

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Analysis of current AI resilience

Eligibility Interviewer

Updated quarterly

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More Career Info

Career: Eligibility Interviewers, Government Programs

They help people apply for government benefits by asking questions, checking information, and deciding who qualifies for assistance.

Alternate Titles

Eligibility Specialist · Eligibility Worker · Social Welfare Examiner (SWEX) · Workforce Services Representative (WSR) · Benefits Program Tech (Benefits Program Technician) · Business and Employment Specialist · Case Manager · Eligibility Examiner · Program Eligibility Specialist · Workforce Advisor

Employment & Wage Data

Median Wage

$54,210

Jobs (2025)

162,800

Growth (2025-35)

+1.6%

Annual Openings

12,700

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

78% ResilienceSupplemental

Conduct annual, interim, and special housing reviews and home visits to ensure conformance to regulations.

2

68% ResilienceCore Task

Interview and investigate applicants for public assistance to gather information pertinent to their applications.

3

65% ResilienceCore Task

Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance.

4

62% ResilienceCore Task

Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits.

5

58% ResilienceSupplemental

Investigate claimants for the possibility of fraud or abuse.

6

52% ResilienceCore Task

Check with employers or other references to verify answers and obtain further information.

7

45% ResilienceSupplemental

Refer applicants to job openings or to interviews with other staff, in accordance with administrative guidelines or office procedures.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

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