Welfare professionals n.e.c.
Job holders in this unit group perform a variety of welfare-related professional occupations not elsewhere classified in minor group 246: Welfare professionals.
- Employees (UK)
- 14k
- Median annual pay
- £33,269
- Exposure score ?
- 0.7/10 Minimal 4.8/10 Moderate strict reading, with tools is 4.8/10 with-tools reading, strict is 0.7/10
- Wage exposure
- £33m £224m
Higher exposure than 40% of the 379 UK occupations we scored.
What this score means.
Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.
If you are in this role
Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.
A real share of the task list is within reach, especially drafting, summarising, research and analysis. People in this role who learn to direct AI well will pull ahead of those who do not.
If you are in this role
Treat AI like a capable junior you manage. Where you would hand a task to a junior with a clear brief, AI can do it now. Spend the time you get back on judgement and relationships.

Where the work usually starts.
This role's strict reading is low because its top tasks are judgement, not drafting. The three highest-stakes tasks below are still usually where the work starts. Switch to With tools to see what AI plus the right context can take on.
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Maintain confidentiality of records relating to clients' treatment.
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Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.
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Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
These are the most important tasks AI can already handle when paired with the right tools and context. The first wins usually come from building workflows around them. That is the difference between a model that could do the job and one that actually does it inside your business.
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Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes.
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Prepare and maintain all required treatment records and reports.
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Develop and implement treatment plans based on clinical experience and knowledge.
Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.
Every task in the role.
Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.
Tasks via O*NET "Mental Health Counselors" (21-1014.00).
What AI can already do
2 of 27 tasks, unaided
Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes.
Prepare and maintain all required treatment records and reports.
What still needs a person
25 of 27 tasks
Maintain confidentiality of records relating to clients' treatment.
Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
Perform crisis interventions to help ensure the safety of the patients and others.
Assess patients for risk of suicide attempts.
Perform crisis interventions with clients.
Guide clients in the development of skills or strategies for dealing with their problems.
Develop and implement treatment plans based on clinical experience and knowledge.
Collect information about clients through interviews, observation, or tests.
Modify treatment activities or approaches as needed to comply with changes in clients' status.
Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives.
Evaluate clients' physical or mental condition, based on review of client information.
Supervise other counselors, social service staff, assistants, or graduate students.
Discuss with individual patients their plans for life after leaving therapy.
Refer patients, clients, or family members to community resources or to specialists as necessary.
Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations.
Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans.
Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies.
Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.
Gather information about community mental health needs or resources that could be used in conjunction with therapy.
Monitor clients' use of medications.
Counsel family members to assist them in understanding, dealing with, or supporting clients or patients.
Plan or conduct programs to prevent substance abuse or improve community health or counseling services.
Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process.
Coordinate or direct employee workshops, courses, or training about mental health issues.
Tasks via O*NET "Mental Health Counselors" (21-1014.00).
What AI can already do
12 of 27 tasks, with tools
Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes.
Prepare and maintain all required treatment records and reports.
Develop and implement treatment plans based on clinical experience and knowledge.
Collect information about clients through interviews, observation, or tests.
Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives.
Evaluate clients' physical or mental condition, based on review of client information.
Refer patients, clients, or family members to community resources or to specialists as necessary.
Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans.
Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies.
Gather information about community mental health needs or resources that could be used in conjunction with therapy.
Plan or conduct programs to prevent substance abuse or improve community health or counseling services.
Coordinate or direct employee workshops, courses, or training about mental health issues.
What still needs a person
15 of 27 tasks
Maintain confidentiality of records relating to clients' treatment.
Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
Perform crisis interventions to help ensure the safety of the patients and others.
Assess patients for risk of suicide attempts.
Perform crisis interventions with clients.
Guide clients in the development of skills or strategies for dealing with their problems.
Modify treatment activities or approaches as needed to comply with changes in clients' status.
Supervise other counselors, social service staff, assistants, or graduate students.
Discuss with individual patients their plans for life after leaving therapy.
Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations.
Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.
Monitor clients' use of medications.
Counsel family members to assist them in understanding, dealing with, or supporting clients or patients.
Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process.
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Related occupations.
Other roles in Professional occupations, and roles close by exposure.
What it means for your sector.
This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.
Back to the mapMethodologySources (PDF)Built 29 April 2026
Pictures
- "Census pantograph and 1930s keypunches" by U.S. Census Bureau employees, public domain, via Wikimedia Commons
- "Shepard Barclay, St. Louis lawyer, in his office" by Missouri Historical Society via DPLA, no known copyright restrictions, via Wikimedia Commons
- "Accountant's Office LCCN2016824374" by National Photo Company Collection, public domain, via Wikimedia Commons
- "Employment service in Oulu in the spring 1931" by Finnish Heritage Agency (Museovirasto), CC BY 4.0, via Wikimedia Commons


