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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.

154,800 people do this job in the US. $54,210 a year.

now
72%

of the working time. Estimate.

Kinds of work
  • 74%
  • 24%
  • 2%
6%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 74% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 3%. With Claude Mythos Preview (early), measured in April 2026, 71%. Today's estimate: 72%.

0%25%50%75%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 1% within reachClaude 3.7 Sonnet, February 2025: 3% within reacho3, April 2025: 23% within reachGPT-5, August 2025: 34% within reachGemini 3 Pro, November 2025: 49% within reachClaude Opus 4.5, November 2025: 49% within reachGPT-5.2, December 2025: 57% within reachClaude Opus 4.6, February 2026: 58% within reachClaude Mythos Preview (early), April 2026: 71% within reachToday (estimate), September 2026: 72% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 17 tasks from .

TaskKind
Interview and investigate applicants for public assistance to gather information pertinent to their applications.Done daily by most who do it. 15%1.1 h25 min to 1.7 hStays with people
Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status.Done daily by most who do it. 15%42 min25 min to 1.3 h100%Half by now
Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance.Done daily by most who do it. 13%29 min13 min to 50 min100%Half by now
Keep records of assigned cases, and prepare required reports.Done daily by most who do it. 11%38 min17 min to 1.3 h100%Half by now
Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits.Done daily by most who do it. 9%38 min17 min to 1.1 hStays with people
Compute and authorize amounts of assistance for programs, such as grants, monetary payments, and food stamps.Done daily by most who do it. 7%25 min13 min to 50 min100%Half by now
Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights.Done daily by most who do it. 6%17 min8 min to 38 min100%Half by now
Investigate claimants for the possibility of fraud or abuse.Done more than yearly by most who do it.4%2.5 h50 min to 6.7 h46%Half by Oct 2026
Check with employers or other references to verify answers and obtain further information.Done more than weekly by most who do it. 4%21 min8 min to 50 min100%Half by now
Answer applicants' questions about benefits and claim procedures.Done daily by most who do it. AI observed on this task.4%13 min4 min to 25 min100%Half by now
Prepare applications and forms for applicants for such purposes as school enrollment, employment, and medical services.Done more than weekly by most who do it.2%29 min13 min to 50 min100%Half by now
Provide applicants with assistance in completing application forms, such as those for job referrals or unemployment compensation claims.Done more than weekly by most who do it.2%25 min13 min to 50 min100%Half by now

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.