This comparison draws in part from “Ethical Integration of Artificial Intelligence in ABA: A Framework for Subject Matter Expert Involvement in Software Development” by Shannon Hill, PhD, BCBA-D, LBA (BehaviorLive), and extends it with peer-reviewed research from our library of 27,900+ ABA research articles. The decision framework, BACB ethics code references, and cross-links below are synthesized by Behaviorist Book Club.
View the original presentation →One of the most consequential decisions a behavior analyst makes is not just what intervention to use, but how to approach the clinical question in the first place. For ethical integration of artificial intelligence in aba: a framework for subject matter expert involvement in software development, the difference between an evidence-based, individualized approach and a traditional, protocol-driven one can significantly impact outcomes.
This guide lays out the key factors side by side to support your clinical decision-making.
| Factor | Evidence-Based Approach | Traditional Approach |
|---|---|---|
| Clinical Feature Design | Without SME: Features based on developer assumptions about clinical practice | With SME: Features designed to align with actual clinical workflows and evidence-based practices |
| Training Data Quality | Without SME: Training data may contain clinical inaccuracies or unrepresentative samples | With SME: Training data reviewed for clinical accuracy and population representativeness |
| Ethical Safeguards | Without SME: Generic privacy protections without ABA-specific ethical considerations | With SME: Safeguards aligned with BACB Ethics Code and specific to ABA practice contexts |
| Output Validation | Without SME: Validation against technical metrics that may not reflect clinical relevance | With SME: Validation against clinical standards with behavior analysts evaluating output appropriateness |
| User Interface Design | Without SME: Interface designed for generic efficiency without consideration of clinical decision flow | With SME: Interface designed to support clinical reasoning and maintain appropriate human oversight |
| Error Handling | Without SME: Generic error messages without guidance on clinical implications | With SME: Error handling that alerts practitioners to clinical risks and suggests appropriate next steps |
The ABA Clubhouse has 60+ on-demand CEUs including ethics, supervision, and clinical topics like this one. Plus a new live CEU every Wednesday.
Use this framework when approaching ethical integration of artificial intelligence in aba: a framework for subject matter expert involvement in software development in your practice:
Does the data support a need for intervention? Is there a meaningful impact on the individual's quality of life, safety, or access to reinforcement?
YES → Proceed to assessment NO → Document reasoning, monitor
A functional assessment should guide intervention selection. Avoid defaulting to standard protocols without individual analysis. Consider environmental variables, setting events, and private events.
YES → Select evidence-based approach matched to function NO → Complete assessment first
Goals should be co-developed. Assent and informed consent are ethical requirements. The individual's preferences and values matter in selecting both goals and methods.
YES → Proceed with collaborative plan NO → Engage in shared decision-making
This course covers the clinical and ethical dimensions in detail with structured learning objectives and CEU credit.
Ethical Integration of Artificial Intelligence in ABA: A Framework for Subject Matter Expert Involvement in Software Development — Shannon Hill · 1 BACB Ethics CEUs · $30
Take This Course →We extended this decision guide with research from our library — dig into the peer-reviewed studies behind each approach, in plain-English summaries written for BCBAs.
279 research articles with practitioner takeaways
239 research articles with practitioner takeaways
194 research articles with practitioner takeaways
1 BACB Ethics CEUs · $30 · BehaviorLive
Research-backed educational guide
Research-backed answers for behavior analysts
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All behavior-analytic intervention is individualized. The information on this page is for educational purposes and does not constitute clinical advice. Treatment decisions should be informed by the best available published research, individualized assessment, and obtained with the informed consent of the client or their legal guardian. Behavior analysts are responsible for practicing within the boundaries of their competence and adhering to the BACB Ethics Code for Behavior Analysts.