BETA

Updated: Feb 6

AI Career Coach
AI Career Coach

BETA

Updated: Feb 6

Evolving

Last Update: 11/21/2025

Your role’s AI Resilience Score is

42.7%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Eligibility Interviewers, Government Programs

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

Summary

This career is labeled as "Evolving" because AI is gradually taking over routine tasks like answering common questions and guiding application processes. Chatbots and digital systems are being used to handle basic inquiries, allowing human workers to focus on more complex cases that require personal judgment and empathy.

Read full analysis

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info

Summary

This career is labeled as "Evolving" because AI is gradually taking over routine tasks like answering common questions and guiding application processes. Chatbots and digital systems are being used to handle basic inquiries, allowing human workers to focus on more complex cases that require personal judgment and empathy.

Read full analysis

Contributing Sources

AI Resilience

All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.

CareerVillage.org's AI Resilience Analysis

AI Task Resilience

Learn about this score
Stable iconStable

76.7%

76.7%

Microsoft's Working with AI

AI Applicability

Learn about this score
Changing fast iconChanging fast

17.1%

17.1%

Anthropic's Economic Index

Evolving iconEvolving

38.8%

38.8%

Will Robots Take My Job

Automation Resilience

Learn about this score
Changing fast iconChanging fast

25.1%

25.1%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

Learn about this score

Growth Rate (2024-34):

1.0%

Growth Percentile:

31.6%

Annual Openings:

14

Annual Openings Pct:

60.7%

Analysis of Current AI Resilience

Eligibility Interviewer

Updated Quarterly • Last Update: 11/22/2025

Analysis
Suggested Actions
State of Automation

State of Automation & Augmentation

AI has begun helping with the simpler tasks in this field. For example, several states now use chatbots for benefit questions. Wisconsin’s unemployment office built a chatbot called “Mattie Moo” that answered about 80% of common questions in 2023 [1] and significantly cut weekly call volume [1].

Nevada also rolled out a benefits chatbot in 2023 to explain claims and benefits, aiming to speed up help and reduce calls [1]. These tools handle basic FAQ about forms and eligibility, freeing human staff for harder cases. Some digital systems auto-fill or guide applications, and experts even discuss a “no wrong door” approach where one AI engine checks all benefit rules at once [2].

In practice, however, platforms that fully automate preparing forms or matching people to jobs are still rare or in early testing.

In contrast, the most complex tasks remain largely manual. Interviewing recipients, verifying details, and explaining legal rights require human judgment and empathy. Researchers note that AI could someday translate policy rules into code to help with decisions [3], but currently many benefit rules aren’t in a format an AI can use [3].

Agencies say they still need caseworkers to review and interpret details. One expert even emphasizes that beneficiaries “still want a human face” when dealing with benefits, so in-person support is hard for AI to replace [3]. In short, AI tools today assist with routine Q&A, but the heart of eligibility interviewing – judgement calls and personal guidance – stays with people.

Reveal More
AI Adoption

AI Adoption

Several factors speed or slow AI’s uptake here. On the plus side, agencies face heavy workloads and see AI as a helper. A recent report noted that growing benefit backlogs mean AI could “ease the squeeze” on strained caseworkers [3].

Indeed, states are piloting AI solutions: Wisconsin says it will make its chatbot “Mattie Moo” even smarter with generative AI [1], and Nevada’s officials expect their chatbot to help more people get benefits faster [1]. These projects promise efficiency gains (like shorter wait times and fewer staff hours on simple questions).

On the other hand, there are hurdles. Off-the-shelf AI often needs heavy customization for government work, and bringing legacy computer systems up to date can be expensive. For example, experts warn that policy manuals must be digitized first so AI can read them [3] – a big upfront task.

Budget and labor costs also matter: while AI can save money long-term, the initial investment is high. And social or legal concerns slow adoption too. Governments must guard against errors or bias, since denying or delaying a benefit can hurt families, so humans must remain in the loop [3].

In practice, officials say AI tools simply take routine questions off their hands but still hand off hard cases to staff [3] [3]. These checks keep the system fair, even if they mean AI rolls out more slowly.

Reveal More
Career Village Logo

Help us improve this report.

Tell us if this analysis feels accurate or we missed something.

Share your feedback

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

More Career Info

Career: Eligibility Interviewers, Government Programs

Employment & Wage Data

Median Wage

$51,500

Jobs (2024)

166,800

Growth (2024-34)

+1.0%

Annual Openings

14,000

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

55% ResilienceCore Task

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

2

55% ResilienceSupplemental

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

3

35% ResilienceCore Task

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

4

35% ResilienceCore Task

Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights.

5

35% ResilienceCore Task

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

6

35% ResilienceCore Task

Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status.

7

35% ResilienceCore Task

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

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.

AI Career Coach

© 2026 CareerVillage.org. All rights reserved.

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

Built with ❤️ by Sandbox Web