Digital Health Ethics, Artificial Intelligence Disclosure, and Attribution

Digital Health Ethics, Artificial Intelligence Disclosure, and Attribution

Health and wellness coaching increasingly happens alongside apps, wearables, telehealth platforms, and artificial intelligence (AI) tools. The NBHWC 2026-2030 Content Outline (items 4.3.6-4.3.8) expects coaches to apply the profession's existing ethical foundations — informed consent, confidentiality, honesty, and competence — to this digital context. The technology changes quickly; the underlying ethical obligations do not.

Attribution and Copyrighted Material

Coaches regularly use frameworks, assessments, worksheets, and articles created by others: a wellness wheel, a validated readiness-to-change questionnaire, a nutrition guide from a professional organization, or a values-clarification exercise from a book or training program. Ethical and legal practice requires:

• Proper attribution: Crediting the original author, organization, or source whenever a coach shares material they did not create, whether in a session, a handout, or on a website or social media page.
• Respecting copyright and licensing terms: Some materials (many published assessments, for example) are copyrighted and may not be freely copied, modified, or resold without permission or a license, even if they are easy to find online.
• Not presenting borrowed content as original work: Passing off another professional's framework, article, or coaching model as the coach's own creation is a form of professional dishonesty, separate from any copyright violation.
• Using AI-generated content responsibly: If a coach uses an AI tool to draft a handout, email, or piece of client-facing content, that use should be disclosed where appropriate, and the coach remains responsible for verifying the content's accuracy before sharing it — AI tools can generate plausible-sounding but incorrect health information.

The exam-relevant principle: a coach's integrity depends on being transparent about where information and materials originate, both to respect creators' rights and to keep the coaching relationship honest.

Ethical Implications of Digital Health Platforms

Apps, wearables, patient portals, and AI-driven wellness platforms offer real benefits — automated tracking, personalized nudges, and scalable support — but they also introduce ethical considerations coaches must actively manage rather than assume are handled by the technology vendor.

Coaches are not expected to be technologists, but they are expected to evaluate digital tools with the same client-centered, "do no harm" lens applied to any other coaching resource.

Disclosing AI and Emerging Technology Use

When a coach's practice involves AI — for example, an AI chatbot that supports clients between sessions, AI-assisted session notes, or an AI tool used to help generate ideas for a client's action plan — informed consent principles require disclosure. Clients have a right to know:

• That an AI tool is involved in some part of their coaching experience.
• What role the AI plays (for example: drafting suggestions the coach reviews, versus a chatbot the client interacts with directly).
• That the coach, not the AI, remains accountable for the guidance the client ultimately receives.

This mirrors the same informed-consent logic used for any other coaching practice: clients agree to the coaching relationship understanding what it involves. Failing to disclose meaningful AI involvement can undermine trust and cross into misrepresentation, discussed further below.

Never Enter Client Data into Generative AI

One of the clearest, highest-stakes rules in this domain: coaches must never input identifiable client information into general-purpose generative AI tools (public chatbots, free consumer AI apps, or any platform without a signed business associate agreement or equivalent data-protection commitment). This includes client names, health details, session notes, or anything that could identify a specific person.

Why this matters:

• Data entered into many consumer AI tools may be stored, used to train future models, or reviewed by the vendor — none of which the client consented to.
• This is a direct extension of the confidentiality and HIPAA-adjacent obligations covered elsewhere in this guide; the medium (an AI prompt box) does not change the underlying duty to protect client information.
• Even seemingly "de-identified" details can sometimes be re-identified when combined with other information.

If a coach wants to use AI assistance for something like brainstorming session approaches or drafting general educational content, the correct practice is to strip all identifying details and work with hypothetical or generalized scenarios, or to use a platform specifically vetted, contracted, and secured for handling protected health information.

Consent and Secure Platforms

Beyond AI specifically, any digital tool used to communicate with clients or store their information should meet baseline security expectations:

• Encrypted communication: Secure messaging or video platforms rather than unsecured consumer chat apps for anything involving health information.
• Documented consent: Clients should know which platforms will be used to communicate, store notes, or deliver services, and should agree to this as part of the coaching agreement.
• Vendor accountability: Where possible, coaches should choose platforms designed for health-related use, with clear privacy policies and appropriate data agreements, rather than general consumer tools not built for sensitive data.

Accurate Representation of Tools and Practice

Clients are entitled to an accurate understanding of what they are receiving. This means a coach must not:

• Present an AI chatbot's output as if it came directly from the human coach without disclosure.
• Imply that an AI-driven tool has clinical or diagnostic capability it does not have.
• Overstate the sophistication, validation, or evidence base of a digital tool to make it sound more impressive or effective than it is.
• Use credentials, certifications, or affiliations (human or related to a technology partner) inaccurately in marketing or client-facing materials.

Accurate representation protects clients' ability to make informed decisions and protects the credibility of the coaching profession as digital tools become more common.

Coaching Scope: What Coaches Do and Do Not Do

• Do attribute frameworks, assessments, and content to their original source.
• Do disclose meaningful AI or emerging-technology involvement in the coaching experience.
• Do vet digital platforms for basic privacy and security before recommending or using them with clients.
• Do not enter any client-identifying information into general-purpose generative AI tools.
• Do not misrepresent an AI tool's role, capability, or the credentials behind a coaching service.
• Do not allow digital tools to replace the human judgment and relationship that define the coaching process.

NBHWC Exam Tips

• Expect scenario questions testing whether a candidate would type client details into a public AI chatbot — the correct answer is always no, regardless of how minor the detail seems.
• Remember that disclosure of AI use is an informed-consent issue, not an optional courtesy.
• Know that attribution obligations apply to any borrowed framework or assessment, not just formally copyrighted books.
• Recognize that digital and AI ethics are extensions of existing principles (confidentiality, informed consent, honesty, competence) rather than an entirely separate rulebook.