Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
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
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 analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
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 analysisContributing 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
Microsoft's Working with AI
AI Applicability
Anthropic's Economic Index
AI Resilience
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Eligibility Interviewer
Updated Quarterly • Last Update: 11/22/2025

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.

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.

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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
AI-generated estimates of task resilience over the next 3 years
Check with employers or other references to verify answers and obtain further information.
Conduct annual, interim, and special housing reviews and home visits to ensure conformance to regulations.
Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits.
Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights.
Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance.
Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status.
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.

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