AI Preventive Care AI Designer
The AI Preventive Care Designer architects intelligent systems that identify disease risk and intervene before illness manifests, …
Skill Guide
Behavioral Science & Digital Therapeutic Design is the systematic application of psychological, cognitive, and behavioral principles to architect software-based interventions that deliver evidence-based, clinically validated treatment or management for medical conditions.
Scenario
You are given a marketing brief for a DTx product for insomnia (e.g., Somryst). Your task is to reverse-engineer its core behavioral components.
Scenario
Design a 6-week digital intervention protocol to improve medication adherence for Type 2 Diabetes using a mobile app. The target population is adults 40-60 with low health literacy.
Scenario
Your startup has a prototype app using gamified exposure therapy for social anxiety. A VC firm wants a go-to-market plan. You must draft the strategy.
Use COM-B or TDF for systematic behavioral diagnosis. Apply Fogg for designing frictionless triggers. Use JITAI principles to create interventions that adapt to a user's real-time context (e.g., geolocation, sensor data).
Essential for navigating SaMD classification, building compliant development processes (Quality Management System), and designing rigorous clinical studies to generate the evidence required for clearance and reimbursement.
Figma for designing accessible interfaces. Firebase for capturing granular user interaction events. Mixpanel to create funnels for key behavioral engagement metrics (e.g., 'completed mindfulness exercise'). Python for identifying drop-off points and correlating usage with clinical outcomes.
Answer Strategy
Use a structured problem-solving framework (e.g., Define-Measure-Analyze-Improve-Control). Start by defining the problem metric ('retention at week 4'). Analyze behavioral data to pinpoint the exact drop-off point (e.g., after session 3). Hypothesize causes using behavioral theory (e.g., waning motivation, cognitive load, insufficient reinforcement). Propose A/B tests: simplify onboarding, add variable rewards, or implement a 're-engagement' protocol with human coach support. Emphasize a data-informed, iterative approach.
Answer Strategy
Test the ability to bridge clinical protocol with UX. Explain how to translate a therapist's action plan into an interactive, automated digital feature. Discuss personalization, data integration, and feedback loops.
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