Mental Health and Substance Abuse Social Workers

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 0 (0%)
• AI can speed this up with extra software: 7 (54%)
• Little or no AI speed-up: 6 (46%)

• Monitor, evaluate, and record client progress with respect to treatment goals.AI can speed this up with extra software · core task · Seen in real AI use
• Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.AI can speed this up with extra software · core task
• Modify treatment plans according to changes in client status.AI can speed this up with extra software · core task · Seen in real AI use
• Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.AI can speed this up with extra software · core task
• Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.AI can speed this up with extra software · core task
• 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.AI can speed this up with extra software · core task
• Plan or conduct programs to prevent substance abuse, combat social problems, or improve health or counseling services in community.AI can speed this up with extra software · supplemental task
• Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.Little or no AI speed-up · core task · Seen in real AI use
• Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.Little or no AI speed-up · core task
• Supervise or direct other workers who provide services to clients or patients.Little or no AI speed-up · core task
• Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.Little or no AI speed-up · core task
• Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.Little or no AI speed-up · core task
• Develop or advise on social policy or assist in community development.Little or no AI speed-up · supplemental task