AI exposure: Sociologists
Study human society and social behavior by examining the groups and social institutions that people form, as well as various social, religious, political, and business organizations. May study the behavior and interaction of groups, trace their origin and growth, and analyze the influence of group activities on individual members.
Reading this score
computed39.3% of this occupation's weighted task load is exposed, which puts Sociologists at the 69th percentile of 923 occupations. The capability is largely there. Its average task scores 2.5 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 15 tasks it averages 2.09 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Prepare publications and reports containing research findings, at 73.3%. The least is Direct work of statistical clerks, statisticians, and others who compile and evaluate research..., at 10.0%. A gap of 63.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within life, physical and social science occupations, this one is more exposed than most. The median across the 60 roles in the group is 35.8%, and only 23 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 15 tasks, 11 are currently banded exposed, 2 assisted and 2 untouched. For that distribution to shift materially would take cheaper ways to verify output, since the cost of checking is currently doing more to hold this work in place than the cost of producing it. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
15 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Prepare publications and reports containing research findings. | 73.3% | 26.7% | 0.0% | 4.35 | exposed |
| Write grants to obtain funding for research projects. | 73.3% | 26.7% | 0.0% | 3.35 | exposed |
| Analyze and interpret data to increase the understanding of human social behavior. | 58.3% | 29.2% | 12.5% | 4.74 | exposed |
| Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews. | 50.0% | 25.0% | 25.0% | 4.26 | exposed |
| Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging. | 50.0% | 25.0% | 25.0% | 4.25 | exposed |
| Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines. | 50.0% | 25.0% | 25.0% | 3.32 | exposed |
| 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. | 45.0% | 30.0% | 25.0% | 3.72 | exposed |
| Explain sociological research to the general public. | 41.5% | 25.2% | 33.3% | 3.95 | exposed |
| Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents. | 26.7% | 23.3% | 50.0% | 4.26 | exposed |
| Present research findings at professional meetings. | 26.7% | 23.3% | 50.0% | 4.00 | exposed |
| Observe group interactions and role affiliations to collect data, identify problems, evaluate progress, and determine the need for additional change. | 26.7% | 23.3% | 50.0% | 3.21 | exposed |
| Collaborate with research workers in other disciplines. | 23.3% | 26.7% | 50.0% | 3.50 | assisted |
| Develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions. | 16.7% | 33.3% | 50.0% | 3.75 | assisted |
| Teach sociology. | 11.7% | 13.3% | 75.0% | 4.25 | untouched |
| Direct work of statistical clerks, statisticians, and others who compile and evaluate research data. | 10.0% | 15.0% | 75.0% | 3.55 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.54 | 0-4 |
| Embodiment | 0.53 | 0-3 |
| Presence | 1.20 | 0-3 |
| Accountability | 0.82 | 0-3 |
| Context | 2.09 | 0-3 |
| Verification cost | 1.73 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.