AI JOB RISK SCANNER
O*NET-SOC 21-1023.00 / model V11 rated-task engine

Will AI replace
Mental Health and Substance Abuse Social Workers?

Assess and treat individuals with mental, emotional, or substance abuse problems, including abuse of alcohol, tobacco, and/or other drugs. Activities may include individual and group therapy, crisis intervention, case management, client advocacy, prevention, and education.

Estimated AI task exposure
53%

Moderate exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

13 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

62/100

Physical moat

6/100

Human moat

83/100

Rating coverage

100%

13 task statements / 13 rated

Highest-weighted occupation tasks

Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.
Importance 88/100Relevance 96/100Frequency 71/100Weight 0.87
Monitor, evaluate, and record client progress with respect to treatment goals.
Importance 84/100Relevance 100/100Frequency 67/100Weight 0.86
Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.
Importance 85/100Relevance 100/100Frequency 65/100Weight 0.86
Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.
Importance 82/100Relevance 95/100Frequency 60/100Weight 0.81
Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.
Importance 75/100Relevance 99/100Frequency 62/100Weight 0.81
Modify treatment plans according to changes in client status.
Importance 79/100Relevance 98/100Frequency 51/100Weight 0.79
Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.
Importance 74/100Relevance 97/100Frequency 54/100Weight 0.78
Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.
Importance 74/100Relevance 96/100Frequency 46/100Weight 0.75
Supervise or direct other workers who provide services to clients or patients.
Importance 80/100Relevance 72/100Frequency 62/100Weight 0.72
Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.
Importance 68/100Relevance 100/100Frequency 36/100Weight 0.72

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$60,280

BLS OEWS May 2025

National employment

132,810

BLS OEWS May 2025

Projected growth

+10.3%

BLS Employment Projections 2025–2035

Average annual openings

12

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education

19%

34 points lower exposure • 81% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Substitute Teachers, Short-Term

12%

41 points lower exposure • 76% profile similarity

Median wage: $41,670 Growth 2025–2035: +2.0% Annual openings: 65

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Child, Family, and School Social Workers

38%

15 points lower exposure • 93% profile similarity

Median wage: $59,550 Growth 2025–2035: +4.4% Annual openings: 34

less digital task exposure, lower AI leverage
SAFER ALTERNATIVE

Teaching Assistants, Special Education

22%

31 points lower exposure • 77% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Athletes and Sports Competitors

21%

32 points lower exposure • 74% profile similarity

Median wage: $66,710 Growth 2025–2035: +5.5% Annual openings: 2

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Orthotists and Prosthetists

28%

25 points lower exposure • 76% profile similarity

Median wage: $81,110 Growth 2025–2035: +12.9% Annual openings: 1

more physical-world work, lower AI leverage

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • relationship building
  • judgment in ambiguous situations
  • communication and persuasion

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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