Gini Loh System Tools

AI Automation Index

Will AI Replace Sociologists?

Task-level automation exposure for Sociologists: 15 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

48% weighted task index

15 of 15 tasks scored

Median Salary

$106,030 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

2,260 people hold this job — size, not growth

Projected 2025–35

+3.8% employment change

200 openings a year · BLS line item

Pay by state

BLS OEWS publishes 11 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$46,950 – $140,770

Highest medians

Illinois $140,770
Kentucky $136,870
North Carolina $126,760
California $125,770
Alaska $108,170

Lowest medians

Florida $46,950
Ohio $78,850
Michigan $88,040
Washington $97,170
Maryland $100,660

State figures come from the 19-3041 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 48%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 0%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 57%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 25%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 5/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

15 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 7%

1 tasks

Medium exposure (≥ 35%) 73%

11 tasks

Low exposure (below 35%) 19%

3 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Emerging & rewritten tasks

Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.

  • New 08/2023 · Occupational Expert

    Mentor sociology students.

  • New 08/2023 · Occupational Expert

    Review sociological research and articles.

Constituent Tasks

#5465 · Core · 57% automatable

Analyze and interpret data to increase the understanding of human social behavior.

data analysis — Interprets data; domain expert validates meaning

Conduct research on social issues. Interpret research or operational data.
#5464 · Core · 72% automatable

Prepare publications and reports containing research findings.

text generation — Reports drafted; presentations need human delivery

Prepare scientific or technical reports or presentations.
#5468 · Core · 55% automatable

Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.

decision support — Methods drafted; methodological rigor human

Develop methods of social or economic research.
#5467 · Core · 30% automatable

Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.

interpersonal — Observation and interviews are inherently human

Collect information from people through observation, interviews, or surveys.
#5469 · Core · 55% automatable

Teach sociology.

text generation — Instruction content AI-assisted; live teaching human

Instruct college students in social sciences or humanities disciplines.
#5466 · Core · 49% automatable

Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.

decision support — Social research plans drafted; rigor human-owned

Conduct research on social issues. Plan social sciences research.
#20868 · Core · 55% automatable

Present research findings at professional meetings.

interpersonal — Presentation delivery and Q&A are human; AI drafts slides

Present research results to others.
#23963 · Core · 48% automatable

Explain sociological research to the general public.

interpersonal — Presentation delivery and Q&A are human; AI drafts slides

Present research results to others. Present information to the public. Inform viewers, listeners, or audiences.
#5475 · Core · 42% automatable

Develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.

decision support — AI suggests program designs; clinical judgment and evidence human

Design psychological or educational treatment procedures or programs.
#5471 · Core · 55% automatable

Consult with and advise individuals such as administrators, social workers, and legislators regarding social issues and policies, as well as the implications of research findings.

decision support — Policy analysis drafted; political judgment human

Advise others on matters of public policy.
#5470 · Core · 32% automatable

Direct work of statistical clerks, statisticians, and others who compile and evaluate research data.

interpersonal — Technical supervision requires judgment and accountability

Supervise scientific or technical personnel.
#5472 · Core · 35% automatable

Collaborate with research workers in other disciplines.

interpersonal — Coordinating research programs is relational leadership

Coordinate cross-disciplinary research programs.
#23964 · Core · 55% automatable

Write grants to obtain funding for research projects.

text generation — Draft grant text; human owns strategy and budget

Write grant proposals. Prepare proposals or grant applications to obtain project funding.
#5473 · Core · 45% automatable

Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines.

data analysis — Analysis aided; study design and fieldwork human

Conduct research on social issues.
#5474 · Core · 30% automatable

Observe group interactions and role affiliations to collect data, identify problems, evaluate progress, and determine the need for additional change.

interpersonal — Observation and interviews are inherently human

Collect information from people through observation, interviews, or surveys.
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Community Sentiment

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Do you agree with the AI automation risk score calculated for this occupation?

Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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