← Risk register SOC 21-1029 · reviewed 2026-08-11

Social Workers, All Other

62,930 US workers · median $71,900/yr · Social Service

EXPOSED

This is a residual BLS bucket — program coordinators, policy and research social workers, military and correctional social workers, community program staff — so the modal worker splits time between direct client contact and a heavy documentation load: intake forms, case notes, eligibility screening, resource referrals, grant reporting. The paperwork half is squarely in reach of current AI, which drafts case notes, summarizes records, and matches clients to benefit programs faster than a human. What holds is the in-person part: sitting with a person in crisis, home and facility visits, and being the named human accountable when a placement or safety call goes wrong.

10-year outlook: By 2035 the documentation and referral-matching half of this job is largely AI-assisted, shrinking coordinator-heavy positions, while licensed field and crisis roles hold steady on public funding.

Score — 57/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 10 + 8 + 15 + 13 = 57.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. An 11 reflects the split you already live: the eligibility screens, referral matching, case notes, and grant/outcome reporting that fill your afternoons are drafting-and-lookup work an LLM does adequately, while the crisis interview, the family meeting where three people want different things, and the facility walkthrough don't compress into a prompt — if you were a policy-research social worker with no caseload you'd score nearer 7, if you carried a full field caseload nearer 14.

Embodiment 10/20

Some physical or field component. A 10 rather than a 4 because home visits, correctional units, barracks, shelters, and hospital bedsides are part of the standard week and you cannot assess a household's safety or a client's condition over the phone — but it isn't 15, because unlike a child protective investigator you are not routinely doing forcible removals or sustained physical intervention, and a real share of this bucket's hours are spent at a desk on program coordination.

Liability shield 8/20

Certification preferred, not legally required. An 8 fits because LCSW/LMSW licensure is common but not universal across this residual bucket — many program coordinator, community outreach, and military/correctional social service posts hire at bachelor's level or accept unlicensed MSWs under supervision — so the credential that would make you personally answerable to a state board is a preference in many postings rather than the statutory gate it is for clinical social workers.

Trust premium 15/20

The human relationship is the product. A 15 is right because your effectiveness with a veteran, an inmate approaching release, or a family in a housing crisis is built on their willingness to disclose to you specifically, and disclosure follows from months of showing up, keeping confidences, and having been the one who actually got the voucher approved — that history does not transfer to a replacement, human or otherwise.

Judgment & accountability 13/20

Meaningful discretion. A 13 sits just under the top band because you make genuinely contestable calls — whether a home is safe enough, whether to escalate a suicide risk, which of eight equally needy families gets the last slot — but those calls usually route through a supervisor, a treatment team, or agency policy before they become final, so you own the assessment and the recommendation more often than you own the irreversible decision alone.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: trust, judgment, physical-presence

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.