Occupation baseline · Research consensus
Will AI replace Interviewers, Except Eligibility and Loan?
Baseline AI displacement risk for Interviewers, Except Eligibility and Loan, aggregated from 6 research sources.
What this score means
Interviewers, Except Eligibility and Loan is among the more exposed roles in Administration. A large share of the work, especially its routine and text heavy parts, is already within reach of current AI, though the harder judgment calls still need a person. At 55 out of 100 it scores 3 points above the Administration average of 52. Across the 6 sources behind this baseline, individual estimates run from 43 to 65, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Interviewers, Except Eligibility and Loan, most central first, showing 12 of 16.
- 01Ask questions in accordance with instructions to obtain various specified information, such as person's name, address, age, religious preference, or state of residency.
- 02Identify and report problems in obtaining valid data.
- 03Ensure payment for services by verifying benefits with the person's insurance provider or working out financing options.
- 04Perform office duties, such as telemarketing or customer service inquiries, maintaining staff records, billing patients, or receiving payments.
- 05Review data obtained from interview for completeness and accuracy.
- 06Compile, record, and code results or data from interview or survey, using computer or specified form.
- 07Perform patient services, such as answering the telephone or assisting patients with financial or medical questions.
- 08Assist individuals in filling out applications or questionnaires.
- 09Identify and resolve inconsistencies in interviewees' responses by means of appropriate questioning or explanation.
- 10Supervise or train other staff members.
- 11Prepare reports to provide answers in response to specific problems.
- 12Meet with supervisor daily to submit completed assignments and discuss progress.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 6 research sources that scored Interviewers, Except Eligibility and Loan for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Interviewers, Except Eligibility and Loan?
- Published research puts Interviewers, Except Eligibility and Loan at 55 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Interviewers, Except Eligibility and Loan?
- Only partly. Individual estimates for Interviewers, Except Eligibility and Loan run from 43 to 65 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which administration roles face similar AI exposure?
- The closest published administration roles to Interviewers, Except Eligibility and Loan by score are New Accounts Clerks (55/100), Court, Municipal, and License Clerks (56/100), and Reservation and Transportation Ticket Agents and Travel Clerks (56/100). Each has its own page with the research behind its number.
Also covers
Admissions Advisor · Admissions Associate · Admissions Clerk · Admissions Recruiter · Admissions Representative · Admissions Specialist · Admitting Clerk · Admitting Interviewer and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More administration occupations
- Billing and Posting Clerks57/100
- Eligibility Interviewers, Government Programs57/100
- Court, Municipal, and License Clerks56/100
- Reservation and Transportation Ticket Agents and Travel Clerks56/100
- New Accounts Clerks55/100
- Bill and Account Collectors53/100
- Desktop Publishers53/100
- Legal Secretaries and Administrative Assistants53/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.