Scope of Practice Application

When organizations transform how work gets done, they create the conditions for people to perform at their highest potential. A core driver of this transformation is intentional, open questioning through an appreciation-based AI-5D human-centered practice—one that combines human insight, data, and technology to understand what is happening, uncover what is possible, and inform adaptive action.

As a Principal Adapter, I use the AI-5D human-centered construct to help individuals, teams, and organizations navigate complexity, interpret changing conditions, and translate insight into meaningful action. Data analysis, digital tools, and emerging AI technologies can augment this process by identifying patterns, surfacing trends, testing assumptions, and generating actionable insights—while human judgment, relationships, context, and purpose remain at the center.

Intentional and open questioning turns inquiry into actionable insight, strengthening adaptability, collaboration, learning, and innovation in AI-enabled digital environments.

What each phase uncovers:

• Define – Identify priorities, questions, and the conditions shaping the challenge.
• Discover – Uncover strengths, patterns, data, perspectives, AI and digital tools, and insights.
• Dream – Expand collective possibilities and envision what could be.
• Design – Translate insights and vision into adaptive systems, structures, solutions, and actions.
• Deliver/Destiny – Practice, test, reinforce, learn, and sustain transformation.

Throughout the process, data analysis and technological tools serve as amplifiers of human inquiry—not substitutes for human judgment. They help people and organizations make sense of what is happening, bring risks and opportunities to light, recognize patterns, improve decision-making, and identify what may be getting in the way of change.

The result is a more adaptive learning cycle: question → discover → interpret → design → act → learn → adapt.

© 2026 Stephanie J. Davis 

The AI-5D human-centered framework defines transformation in AI and digital environments as a continuous, adaptive process of reassessment, reframing, and realignment—integrating repurposing, rephrasing, and reaffirming across all phases, rather than fixed, separate steps.                                                                                        

Adaptive Change – Embrace flexibility, continuous learning, and iterative improvement in response to evolving human, organizational, and AI-enabled contexts.

Appreciative Mindset – Centers on strengths, potential, and generative possibilities rather than deficits or gaps, enabling constructive,  future-focused action.

AI-Augmented Insight – Leverage AI tools to surface patterns, trends, and opportunities while maintaining ethical, empathetic, and critically engaged human oversight.

Human-Centered Design – Prioritize lived experience, needs, and human insight in shaping processes, systems, and potential solutions.

Inside-Out and Outside-In - Stay open to new ideas. Being receptive and courageous enough to consider perspectives different from your own creates space for possibility. These ideas can uncover solutions to challenges that may initially feel daunting or discouraging. When we move away from focusing solely on limitations and what needs fixing, we unlock a more creative and generative way of thinking.

Relational Development – Cultivate trust, connection, and collaborative capacity across individuals, teams, and stakeholders.

All related concepts are under the Glossary of Terms section of the site.