AI exposure: Social Science Research Assistants
Assist social scientists in laboratory, survey, and other social science research. May help prepare findings for publication and assist in laboratory analysis, quality control, or data management.
Reading this score
computed51.0% of this occupation's weighted task load is exposed, which puts Social Science Research Assistants at the 89th percentile of 923 occupations. The capability is largely there. Its average task scores 2.9 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 22 tasks it averages 1.86 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 Code data in preparation for computer entry, at 86.7%. The least is Screen potential subjects to determine their suitability as study participants, at 8.3%. A gap of 78.3% 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 2 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 22 tasks, 19 are currently banded exposed, 0 assisted and 3 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
22 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Code data in preparation for computer entry. | 86.7% | 13.3% | 0.0% | 3.87 | exposed |
| Verify the accuracy and validity of data entered in databases, correcting any errors. | 80.0% | 20.0% | 0.0% | 4.04 | exposed |
| Provide assistance with the preparation of project-related reports, manuscripts, and presentations. | 73.3% | 26.7% | 0.0% | 4.24 | exposed |
| Prepare tables, graphs, fact sheets, and written reports summarizing research results. | 73.3% | 26.7% | 0.0% | 4.24 | exposed |
| Present research findings to groups of people. | 73.3% | 26.7% | 0.0% | 3.46 | exposed |
| Recruit and schedule research participants. | 64.2% | 23.3% | 12.5% | 4.21 | exposed |
| Design and create special programs for tasks such as statistical analysis and data entry and cleaning. | 50.0% | 25.0% | 25.0% | 4.46 | exposed |
| Perform descriptive and multivariate statistical analyses of data, using computer software. | 50.0% | 25.0% | 25.0% | 4.10 | exposed |
| Develop and implement research quality control procedures. | 50.0% | 25.0% | 25.0% | 4.00 | exposed |
| Prepare, manipulate, and manage extensive databases. | 50.0% | 25.0% | 25.0% | 3.91 | exposed |
| Track laboratory supplies and expenses such as participant reimbursement. | 50.0% | 25.0% | 25.0% | 3.84 | exposed |
| Provide assistance in the design of survey instruments such as questionnaires. | 50.0% | 25.0% | 25.0% | 3.53 | exposed |
| Allocate and manage laboratory space and resources. | 50.0% | 25.0% | 25.0% | 3.04 | exposed |
| Perform data entry and other clerical work as required for project completion. | 45.0% | 30.0% | 25.0% | 3.87 | exposed |
| Track research participants, and perform any necessary follow-up tasks. | 45.0% | 30.0% | 25.0% | 4.09 | exposed |
| Edit and submit protocols and other required research documentation. | 45.0% | 30.0% | 25.0% | 3.88 | exposed |
| Perform needs assessments or consult with clients to determine the types of research and information required. | 45.0% | 30.0% | 25.0% | 3.39 | exposed |
| Conduct internet-based and library research. | 26.7% | 23.3% | 50.0% | 3.80 | exposed |
| Obtain informed consent of research subjects or their guardians. | 26.7% | 23.3% | 50.0% | 4.45 | exposed |
| Administer standardized tests to research subjects, or interview them to collect research data. | 17.5% | 20.0% | 62.5% | 4.42 | untouched |
| Supervise the work of survey interviewers. | 10.0% | 15.0% | 75.0% | 3.41 | untouched |
| Screen potential subjects to determine their suitability as study participants. | 8.3% | 16.7% | 75.0% | 4.15 | 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 | 2.91 | 0-4 |
| Embodiment | 0.43 | 0-3 |
| Presence | 0.70 | 0-3 |
| Accountability | 0.95 | 0-3 |
| Context | 1.86 | 0-3 |
| Verification cost | 1.55 | 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.