Clinical Product Manager
WHOOP
WHOOP is an advanced health and fitness wearable on a mission to unlock human performance and healthspan. We empower our members to improve their health and perform at a higher level through a deeper understanding of their bodies and daily lives.
As the Clinical Product Manager, you will play a foundational role in defining and scaling WHOOP’s clinical product systems. You will own the clinical logic that governs when and how biometric signals translate into clinician-enabled experiences and AI-driven health insights. Your work will sit at the intersection of Clinical, Product, Data Science, AI, and Regulatory teams, ensuring that escalation logic, signal thresholds, and AI guardrails are evidence-based, explainable, and operationally scalable.
RESPONSIBILITIES:
- Lead the design and governance of clinical escalation logic, including defining biometric trigger thresholds, baseline deviation rules, trajectory detection logic, and multi-metric corroboration frameworks.
- Translate clinical evidence and physiological principles into product specifications, decision trees, and algorithm requirements in partnership with Data Science and Product teams.
- Conduct structured literature reviews and evidence synthesis to justify signal thresholds, escalation frameworks, and AI safety boundaries.
- Define signal confidence standards, including acceptable false positive and false negative trade-offs, and partner with Data Science to evaluate real-world performance.
- Establish AI clinical guardrails by defining what AI systems can and cannot communicate in health contexts, including escalation triggers, safety boundaries, and response constraints.
- Design and document escalation governance frameworks to ensure explainability, defensibility, and regulatory alignment.
- Partner with Product to shape member-facing language and escalation UX, preserving wellness positioning while ensuring clarity and trust.
- Collaborate with Regulatory and Quality teams to ensure clinical logic is appropriately framed within wellness and safety boundaries.
- Contribute to the development of SOPs, documentation frameworks, and scalable clinical product processes within WHOOP’s Digital Health organization.
QUALIFICATIONS:
- Bachelor’s degree in Medicine, Life Sciences, Biomedical Sciences, Public Health, or related field required. Advanced clinical degree (MD, PA, NP, PharmD, PhD, or equivalent) strongly preferred.
- 5+ years of experience in digital health, clinical product management, medical devices, clinical research, or related health technology roles.
- Demonstrated experience translating clinical evidence into product logic, thresholds, or decision-support systems.
- Strong understanding of physiological measurement, signal validation, sensitivity/specificity trade-offs, and measurement error concepts.
- Experience working cross-functionally with Data Science, Engineering, Product, and Regulatory teams.
- Familiarity with GCP, FDA, ICH, or medical device regulatory frameworks relevant to digital health or SaMD.
- Ability to operate in ambiguity, make structured trade-offs, and communicate clinical reasoning clearly to technical and executive stakeholders.
- Experience working with wearable devices, digital biomarkers, or remote monitoring technologies preferred.
- Experience designing decision-support frameworks preferred.
- Experience supporting AI-enabled health products, including defining safety guardrails and escalation pathways preferred.
- Experience in regulated medical device environments or Software as a Medical Device (SaMD) programs preferred.