US dataswitch to UK
Healthcare Social Workers
advocating for clients or patients to resolve crises, utilizing consultation data and social work experience to plan and coordinate client or patient care and rehabilitation and monitoring, evaluating. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: advocating for clients or patients to resolve crises is work software can't reach.
What shifts is overseeing Medicaid- and Medicare-related paperwork and recordkeeping in hospitals: the paper around the work, not the work.
Your week, as this page understands it
Provide individuals, families, and groups with the psychosocial support needed to cope with chronic, acute, or terminal illnesses. Services include advising family caregivers. Provide patients with information and counseling, and make referrals for other services. May also provide case and care management or interventions designed to promote health, prevent disease, and address barriers to access to healthcare. The job title says “healthcare social workers”. The real job is the part underneath: advocating for clients or patients to resolve crises. That is the thing someone has to be right about.
The exposed part of this job is specific, and we won’t pretend it is coming back. But healthcare social workers is not one task. It is 17 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is advocating for clients or patients to resolve crises, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 4%
- changing shape
- 11%
- staying human
- 86%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 24 out of 100 (18–30 allowing for uncertainty): low exposure, across 17 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.
How we know this
What is measured: Every published task statement for healthcare social workers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.
How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.
Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.
Your job, task by task
These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.
- 4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Shifting to AI
1 taskTasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.
Overseeing Medicaid- and Medicare-related paperwork and recordkeeping in hospitals
This is reading one thing and writing another: medicaid- in, a record out. That is the shape today's tools are built for.
importance 4 · SupplementalSource: “Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals.” (O*NET task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Medicaid and Medicare paperwork follows fixed rules and is well suited to automation.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Changing shape
2 tasksTasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.
Referring patient
The software now makes the first pass at patient, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 5 · CoreSource: “Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as financial assistance, legal aid, housing, job placement or education.” (O*NET task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Matching a patient to community services is search-and-match work software does well from documented resources.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Conducting social research to advance knowledge in the social work field
The software now makes the first pass at social research, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 3 · CoreSource: “Conduct social research to advance knowledge in the social work field.” (O*NET task statement)
How this row was scored
Exposure score: 43 out of 100 (36–50 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Research writing and analysis draft well, though the questions worth asking come from practice experience.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Staying human
14 tasksTasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.
Advocating for clients or patients to resolve crises
The value here is that a specific person handles clients and stands behind it. That is earned, not computed.
importance 5 · CoreSource: “Advocate for clients or patients to resolve crises.” (O*NET task statement)
How this row was scored
Exposure score: 12 out of 100 (8–16 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Getting a system to move for someone in crisis relies on pressure a trusted worker applies in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Educating clients about end-of-life symptoms and options to assist them in making informed decisions
The rules require a named, qualified person to answer for clients, and that person cannot be a piece of software.
importance 5 · CoreSource: “Educate clients about end-of-life symptoms and options to assist them in making informed decisions.” (O*NET task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Information about end-of-life options is documented, but families take it in through a trusted person sitting with them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 4/4 · how much data exists 3/4.
Collaborating with other professionals to evaluate patients' medical or physical condition and to assess client needs
The rules require a named, qualified person to answer for other professionals, and that person cannot be a piece of software.
importance 5 · CoreSource: “Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs.” (O*NET task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Assessing a patient alongside clinicians is a live professional discussion tied to the person in front of them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Utilizing consultation data and social work experience to plan and coordinate client or patient care and rehabilitation
The rules require a named, qualified person to answer for consultation data, and that person cannot be a piece of software.
importance 4 · CoreSource: “Utilize consultation data and social work experience to plan and coordinate client or patient care and rehabilitation, following through to ensure service efficacy.” (O*NET task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Planning and following through on someone care depends on a working relationship and qualified judgment.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Identifying environmental impediments to client or patient progress through interviews and review of patient records
The value here is that a specific person handles environmental impediments and stands behind it. That is earned, not computed.
importance 4 · CoreSource: “Identify environmental impediments to client or patient progress through interviews and review of patient records.” (O*NET task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Spotting what is blocking a patient comes partly from records and partly from what they tell you face to face.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Monitoring, evaluating and recording client progress according to measurable goals described in treatment and care plan
The rules require a named, qualified person to answer for client progress, and that person cannot be a piece of software.
importance 4 · CoreSource: “Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan.” (O*NET task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Recording progress against care-plan goals is documentation software handles, though the observations come from real contact.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Modifying treatment plans to comply with changes in clients' status
The rules require a named, qualified person to answer for treatment plans, and that person cannot be a piece of software.
importance 4 · CoreSource: “Modify treatment plans to comply with changes in clients' status.” (O*NET task statement)
How this row was scored
Exposure score: 31 out of 100 (24–38 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Changing a care or treatment plan is a decision that a responsible professional has to own.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Show the other 7 tasks
Developing or advising on social policy and assisting in community development
staying humanThe value here is that a specific person handles social policy and stands behind it. That is earned, not computed.
importance 3 · CoreSource: “Develop or advise on social policy and assist in community development.” (O*NET task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Policy analysis and advice is research and writing software supports strongly.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Planning discharge from care facility to home or other care facility
staying humanThe rules require a named, qualified person to answer for discharge, and that person cannot be a piece of software.
importance 4 · CoreSource: “Plan discharge from care facility to home or other care facility.” (O*NET task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Discharge planning follows documented pathways and paperwork, though it needs agreement from the family and the team.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Planning and conducting programs to combat social problems
staying humanThis work happens in the physical world: programs, in a real place. Software cannot follow it there.
importance 3 · CoreSource: “Plan and conduct programs to combat social problems, prevent substance abuse, or improve community health and counseling services.” (O*NET task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Community programs can be designed on paper but are delivered in person to real groups.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Supervising and directing other workers providing services to clients or patients
staying humanThe rules require a named, qualified person to answer for other workers providing services, and that person cannot be a piece of software.
importance 4 · CoreSource: “Supervise and direct other workers providing services to clients or patients.” (O*NET task statement)
How this row was scored
Exposure score: 10 out of 100 (6–14 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Directing other workers depends on standing and trust with that particular team.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Counseling clients and patients in individual and group sessions to help them overcome dependencies
staying humanThe rules require a named, qualified person to answer for clients, and that person cannot be a piece of software.
importance 4 · CoreSource: “Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life.” (O*NET task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Counseling sessions are the relationship itself, and only a qualified clinician may provide them.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 3/4 · needs to be trusted in the moment 4/4 · how much data exists 2/4.
Organizing support groups or counsel family members to assist them in understanding
staying humanThis work happens in the physical world: support groups, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient.” (O*NET task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Running support groups and supporting families is built entirely on being present with them.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 4/4 · how much data exists 2/4.
Investigating child abuse or neglect cases and taking authorized protective action
staying humanThis work happens in the physical world: child abuse, in a real place. Software cannot follow it there.
importance 5 · SupplementalSource: “Investigate child abuse or neglect cases and take authorized protective action when necessary.” (O*NET task statement)
How this row was scored
Exposure score: 3 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Child protection investigations require an authorized worker seeing the situation for themselves.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
What this job pays, and how many people do it
- Median pay
- $67,880a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this
Source: bls-oews
Reference period: May 2025 estimates (national_M2025_dl.xlsx)
Rounding: Shown as published.
- People doing this job
- 187,630in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)
What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.
Why this is shifting
The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: medicaid- in, a record out. The rows above are exactly that shape: overseeing Medicaid- and Medicare-related paperwork and recordkeeping in hospitals and referring patient. What it cannot do is be trusted in person, which is what clients run on: someone specific doing it and standing behind it. Which is why this page talks about your tasks changing, not your job ending.
Your move
Over a pint: what I’d tell you if you were my friend
Start with what does not change: advocating for clients or patients to resolve crises is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 4% of this job's task weight sits in rows the software is already learning, 11% in rows that change shape rather than disappear, and 86% in rows it is nowhere near. That is the position, measured across 17 scored tasks. It is not a forecast about you.
So the thing worth your attention is not the job going away. It is the layer around it. Overseeing Medicaid- and Medicare-related paperwork and recordkeeping in hospitals is the part turning into software, and being the person who understands that layer is worth money.
This week: one thing
Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to medicaid-, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.
- What you end up holding
- a straight answer about what is actually being rolled out, and when
- How long it takes
- ten minutes
If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether clients are in scope or not. Nothing to log into, no license needed.
Over the next 90 days
Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near referring patient. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.
Over the next 12 months
On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, and it is listed below with the rest of the free routes.
The roads out of here, and why I am not sending you down them
I looked at the obvious moves out of this job, and here is what I found.
I checked the 12 nearest US occupations to healthcare social workers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was mental health and substance abuse social workers: it pays 11.2% less. And on the numbers you do not need one. This job scores 24/100 here, with only 4% of the task list in the top band, and “advocate for clients or patients to resolve crises” is not work that hands over cleanly. None of them beats deepening what you already have.
How that was checked: this job was compared against all 830 US occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.
3 moves I checked and rejected
These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.
Mental Health and Substance Abuse Social Workers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already organize support groups or counsel family members to assist them in understanding, dealing…, and their equivalent is to counsel or aid family members to assist them in understanding, dealing with, or…. Across both published task lists that is about 40% of the durable work in that job.
Why I am not recommending it: It is a pay cut, in those words: $60,280 against your $67,880, 11.2% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Child, Family, and School Social Workers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already refer patient, client, or family to community resources to assist in recovery from…, and their equivalent is to refer clients to community resources for services. Across both published task lists that is about 11% of the durable work in that job.
Why I am not recommending it: You would be starting most of it from nothing: about 11% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: $59,550 against your $67,880, 12.3% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Substance Abuse, Behavioral Disorder, and Mental Health Counselors
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already advocate for clients or patients to resolve crises, and their equivalent is to intervene as an advocate for clients or patients to resolve emergency problems in…. Across both published task lists that is about 7% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 7% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $59,350 against your $67,880, 12.6% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
What I’d stop worrying about
A friend tells you what not to spend fear on. This is that list.
The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 4% of its task weight, across 17 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like advocating for clients or patients to resolve crises arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.
You are reading the United States figures
The United Kingdom splits this work across more than one official group, of which Social workers is the closest. The pay and employment figures are not directly comparable, and we do not average them together.
Switch to the United Kingdom page →partial match
The other groups this work is counted across:
In UK official statistics this job is counted as Social workers, Youth work professionals, Probation officers and Welfare professionals n.e.c.. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
An American Job Center will sit down with you for free. Find yours by ZIP code.
Free
Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
Free
Anywhere in the US:
Free
Why there is no community here
Collab365, who build this site, run paid Spaces for a small number of subjects, and none of them is built for this job. We are not going to point you at the nearest one and call it a fit.
So the free services listed on this page are the whole answer, and it is the same answer we would give a friend.
Noted, and thank you. We’ll email you if a Space for healthcare social workers launches. Nothing else.
That did not look like an email address, so nothing was saved. Have another go below.
We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.
No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.
Questions people ask about this job
- Will AI replace Healthcare Social Workers?
- Not as a job, but it is already doing parts of the work. Across the 17 official task statements scored for Healthcare Social Workers (United States, SOC 21-1022), 4% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 24 out of 100 (range 18–30, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
- Which tasks in “Healthcare Social Workers” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals” (66/100, high); “Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as finan…” (46/100, partial); “Conduct social research to advance knowledge in the social work field” (43/100, partial). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
- Which tasks in “Healthcare Social Workers” stay human?
- About 86% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Investigate child abuse or neglect cases and take authorized protective action when necessary” (3/100, minimal); “Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient” (5/100, minimal); “Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life” (6/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
- What should someone working in “Healthcare Social Workers” do about AI?
- Start from the ledger rather than the headline: 4% of this job's weighted core work is exposed, and roughly 86% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
- How is the AI exposure score for Healthcare Social Workers calculated?
- Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 17 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.
Where these numbers come from
Worth knowing about these figures
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
- Task statements
- onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
- Task weights
- onet-db (im-rt)
- Scores
- Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-04.
- Pay and employment
- bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))
Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.
The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.
The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.
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Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.
Plain text
Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).
BibTeX
@misc{collab365futureproof2026q41,
title = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
author = {{Collab365}},
year = {2026},
url = {https://futureproof.collab365.com/data/2026-q4.1},
note = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}Data as of release 2026-q4.1, published . Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.