US dataswitch to UK
Substance Abuse, Behavioral Disorder, and Mental Health Counselors
maintaining confidentiality of records relating to clients' treatment, collecting information about clients through interviews and developing client treatment plans based on research. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: performing crisis interventions with clients is work software can't reach.
What shifts is maintaining confidentiality of records relating to clients' treatment: the overhead at the edges, not the middle you trained for.
Your week, as this page understands it
BLS publishes one OEWS employment and wage estimate covering this combination of detailed occupations rather than one for each, so it is reported here as a single occupation covering two detailed occupations: Substance Abuse and Behavioral Disorder Counselors and Mental Health Counselors. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest. The job title says “substance abuse”, “behavioral disorder” or “mental health counselors”: officially one job, several names. The real job is the part underneath: performing crisis interventions with clients. 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 substance abuse, behavioral disorder, and mental health counselors is not one task. It is 8 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is performing crisis interventions with clients, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 14%
- changing shape
- 12%
- staying human
- 74%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 27 out of 100 (22–33 allowing for uncertainty): low exposure, across 8 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 substance abuse, behavioral disorder, and mental health counselors 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.
- 42 of this occupation's 50 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 8 that are, so treat it as a partial reading of the job rather than a complete one.
- 8 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.
Maintaining confidentiality of records relating to clients' treatment
This is reading one thing and writing another: confidentiality of records in, a record out. That is the shape today's tools are built for.
importance 5 · CoreSource: “Maintain confidentiality of records relating to clients' treatment.” (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: Keeping records secure and access controlled is largely a matter of systems and written procedure.
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
1 taskTasks 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.
Developing client treatment plans based on research
The software now makes the first pass at client treatment plans, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 4 · CoreSource: “Develop client treatment plans based on research, clinical experience, and client histories.” (O*NET task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 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; someone qualified has to answer for it.
The rating behind it: Plans can be drafted from guidance and history, but a qualified clinician has to own them.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Staying human
6 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.
Performing crisis interventions with clients
This work happens in the physical world: crisis interventions, in a real place. Software cannot follow it there.
importance 5 · CoreSource: “Perform crisis interventions with clients.” (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: Crisis work depends on a trusted person responding in the moment.
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.
Collecting information about clients through interviews
The value here is that a specific person handles information and stands behind it. That is earned, not computed.
importance 5 · CoreSource: “Collect information about clients through interviews, observation, or tests.” (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: Structured questionnaires gather a lot, but the useful detail comes out in conversation.
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.
Evaluating clients' physical or mental condition
The rules require a named, qualified person to answer for clients' physical, and that person cannot be a piece of software.
importance 4 · CoreSource: “Evaluate clients' physical or mental condition, based on review of client information.” (O*NET task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 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: AI can summarise the file, but forming a view on someone's condition normally needs a qualified professional.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Intervening as an advocate for clients or patients to resolve emergency problems in crisis situations
This work happens in the physical world: an advocate, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Intervene as an advocate for clients or patients to resolve emergency problems in crisis situations.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Standing up for someone in a crisis means being there with them as it happens.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Discussing with individual patients their plans for life after leaving therapy
The value here is that a specific person handles individual patients their plans and stands behind it. That is earned, not computed.
importance 4 · CoreSource: “Discuss with individual patients their plans for life after leaving therapy.” (O*NET task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 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: Ending therapy well is a conversation that depends on the relationship built over time.
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 4/4 · how much data exists 2/4.
Participating in case conferences or staff meetings
The value here is that a specific person handles case conferences and stands behind it. That is earned, not computed.
importance 4 · CoreSource: “Participate in case conferences or staff meetings.” (O*NET task statement)
How this row was scored
Exposure score: 15 out of 100 (8–22 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: The value of a case conference is in what the people present know and decide together.
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 2/4 · how much data exists 2/4.
What this job pays, and how many people do it
- Median pay
- $59,350a 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
- 491,930in 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: confidentiality of records in, a record out. The rows above are exactly that shape: maintaining confidentiality of records relating to clients' treatment and developing client treatment plans based on research. What it cannot do is be answerable: crisis interventions need a named person the rules will accept, and software cannot be that person. 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: performing crisis interventions with clients is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 14% of this job's task weight sits in rows the software is already learning, 12% in rows that change shape rather than disappear, and 74% in rows it is nowhere near. That is the position, measured across 8 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. Maintaining confidentiality of records relating to clients' treatment 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 confidentiality of records, 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 crisis interventions 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 developing client treatment plans based on research. 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 substance abuse, behavioral disorder, and mental health counselors (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was healthcare social workers: only about 7% of its durable work is work you already do. And on the numbers you do not need one. This job scores 27/100 here, with only 14% of the task list in the top band, and “perform crisis interventions with clients” 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.
Healthcare Social Workers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already intervene as an advocate for clients or patients to resolve emergency problems in…, and their equivalent is to advocate for clients or patients to resolve crises. 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.
Marriage and Family Therapists
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already collect information about clients through interviews, observation, or tests, and their equivalent is to collect information about clients, using techniques. 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. And it is a narrow door: about 66,740 of those jobs against 491,930 of yours (OEWS May 2025), 14% as many seats.
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 evaluate clients' physical or mental condition, based on review of client information, and their equivalent is to interview clients, review records, conduct assessments, or confer with other professionals to evaluate…. 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.
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: 14% of its task weight, across 8 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 performing crisis interventions with clients 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
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for substance abuse / behavioral disorder / mental health counselors, and we are not going to point you at the nearest one and call it a fit.
There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 14% of the work on this page is already inside what they can do.
7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.
The AI Authority is a general community about working with AI, not a course for substance abuse / behavioral disorder / mental health counselors. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.
Noted, and thank you. We’ll email you if a Space for substance abuse / behavioral disorder / mental health counselors launches. Nothing else.
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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 Substance Abuse, Behavioral Disorder, and Mental Health Counselors?
- Not as a job, but it is already doing parts of the work. Across the 8 official task statements scored for Substance Abuse, Behavioral Disorder, and Mental Health Counselors (United States, SOC 21-1018), 14% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 27 out of 100 (range 22–33, 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 “Substance Abuse, Behavioral Disorder, and Mental Health Counselors” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Maintain confidentiality of records relating to clients' treatment” (66/100, high); “Develop client treatment plans based on research, clinical experience, and client histories” (48/100, partial); “Evaluate clients' physical or mental condition, based on review of client information” (37/100, low). 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 “Substance Abuse, Behavioral Disorder, and Mental Health Counselors” stay human?
- About 74% 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: “Perform crisis interventions with clients” (5/100, minimal); “Intervene as an advocate for clients or patients to resolve emergency problems in crisis situations” (8/100, minimal); “Discuss with individual patients their plans for life after leaving therapy” (9/100, 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 “Substance Abuse, Behavioral Disorder, and Mental Health Counselors” do about AI?
- Start from the ledger rather than the headline: 14% of this job's weighted core work is exposed, and roughly 74% 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 Substance Abuse, Behavioral Disorder, and Mental Health Counselors 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 8 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
About the data on this page
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 42 of this occupation's 50 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 8 that are, so treat it as a partial reading of the job rather than a complete one.
- 8 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.
Using these figures?
Cite this
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.