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How Can Social Workers Protect Against Bias When Using AI Tools?

Allan Barsky, JD, MSW, PhD

July 15, 2025

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Question

How can social workers protect against bias when using AI tools?

Answer

Social workers, while typically users rather than developers of AI systems, still have an important role in safeguarding ethical standards when incorporating AI tools into their practice. One key protection is to thoroughly vet the AI providers. This involves asking specific questions about the evidence base behind the algorithm, such as:

  1.  What kind of research supports its use?
  2.  Have independent evaluations been conducted?
  3. How does the algorithm perform across diverse populations?

Another critical protection is ensuring transparency about the tool’s purpose and functionality. Social workers should seek access to summaries or documentation describing how the AI tool makes decisions, especially in high-stakes areas like risk assessment for future violence or mental health crises. Understanding whether the tool has been validated and tested for potential biases helps social workers evaluate whether it is appropriate for use with a particular population.

Finally, social workers can advocate for informed consent and give clients the option to opt out of AI-driven components when feasible. This respects the principle of autonomy and acknowledges that clients may have concerns about how their data is used. Informed discussions, combined with transparency about algorithm limitations, help ensure that AI tools enhance, rather than undermine, ethical and equitable clinical care.

 

 

This Ask the Expert is an edited excerpt from the course, 'The Ethics of Artificial Intelligence in Social Work Practice', presented by Allan Barsky, JD, MSW, PhD.


allan barsky

Allan Barsky, JD, MSW, PhD

Dr. Allan Barsky is a professor of social work at Florida Atlantic University where he was awarded “Scholar of the Year” in 2020. He is a former chair of the National Ethics Committee of the National Association of Social Workers (NASW) and was awarded NASW’s “Excellent in Ethics Award.” In 2024, he received the “Florida Atlantic University Alumni Award for Impact in Teaching” and the Association of Family and Conciliation Courts “Research Award.” Dr. Barsky’s book credits include “Ethics and Values in Social Work,” “Conflict Resolution for the Helping Professions,” “Clinicians in Court” and “Essential Ethics for Social Work Practice.”


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