Podcast
AI in Healthcare & Digital Therapeutics: Building Data Teams, Personalization, A/B Testing & Ethics
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AI in Healthcare & Digital Therapeutics: Building Data Teams, Personalization, A/B Testing & Ethics
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Episode Overview
How can AI power effective digital therapeutics while balancing personalization, rapid experimentation, and patient safety? In this episode, Stefan Gudmundsson — Director of Data, Analytics, and AI with a track record building ML and data teams at Sidekick Health, King, H&M, and CCP Games — walks through practical approaches for AI in healthcare and digital therapeutics.
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Chapter Summary
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- 0:00 - Podcast Introduction
- 0:38 - Career Snapshot: Developer to AI & Data Leader
- 2:08 - Building AI Teams at King and H&M
- 6:07 - Machine Learning in Healthcare: Diagnosis, Drug Discovery & AlphaFold
- 10:02 - Sidekick Health Overview: Gamified Digital Therapeutics & Quality-of-Life
- 15:04 - Behavioral Design & Habit Formation: Low In-App Time Strategy
- 19:27 - Building Data Culture: Metrics, Buy-in, and Responsible Experimentation
- 25:43 - Engagement & Rewards: Charity Incentives vs. Leaderboards
- 27:02 - Analytics Foundation: Data Pipelines, Dashboards & Experimentation Capabilities
- 29:33 - Remote Monitoring & Wearables: Activity and Heart-Rate Variability
- 31:41 - Data Privacy & Ethics: GDPR/HIPAA, De-identification, and Empathy
- 35:39 - Personalization Strategy: Agenda-Driven Recommender Systems
- 39:57 - A/B Testing as Personalization Foundation: Segmentation & Iteration
- 43:00 - Experimentation Platform: Variant Availability and Measurement
- 45:29 - Clinical Trials vs. App Experiments: Scale, Cost, and Bias
- 49:25 - Data-Driven Tradeoffs: Speed over Perfection in Healthcare Analytics
- 51:55 - Managing Medical Risk: Safeguards for Safe Experimentation
- 53:21 - Hiring & Scaling: Growing the Data, ML and Engineering Team
- 55:53 - AI for Mental Health: Monitoring Signals and Supportive Interventions
- 57:29 - Resources & Contact: LinkedIn and Open Roles at Sidekick Health