AI Automation Index

Will AI Replace Mental Health and Substance Abuse Social Workers?

Analyze the automation vulnerability, task-level AI risk, salary, and demand projection for Mental Health and Substance Abuse Social Workers. Run the upskilling simulator.

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• Developed & audited by Gini Loh

AI Vulnerability

12% risk score

Median Salary

$60,280 / year

Growth Demand

High

Constituent Task Mix

We parsed O*NET's 13 constituent tasks for this occupation and classified them by AI threat risk.

High Automation Risk (Routine Tasks) 0%
Medium Automation Risk (Cognitive/Technical) 23%
Low Automation Risk (Strategy/Leadership) 77%

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constituent 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.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Monitor, evaluate, and record client progress with respect to treatment goals.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Supervise or direct other workers who provide services to clients or patients.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Modify treatment plans according to changes in client status.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.

Semi-structured task combining routine and non-routine responsibilities.

Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Refer patient, client, or family to community resources for housing or treatment to assist in recovery from mental or physical illness, following through to ensure service efficacy.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Plan or conduct programs to prevent substance abuse, combat social problems, or improve health or counseling services in community.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Develop or advise on social policy or assist in community development.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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Community Sentiment

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O*NET Methodology

O*NET Data Source

This page dynamically extracts data structures sponsored by the U.S. Department of Labor. Our AI classification applies cognitive task automation risk models to individual tasks.

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