Can exercise actually be bad for you if you don’t get enough sleep? A widely shared claim says yes—that working out while sleep deprived may speed up aging. In this episode, we put that claim under the microscope. We examine the study behind it, unpack how sleep and aging were measured, and explore key statistical ideas like interaction effects and flexible models that can “dance” to the data. With the help of a $400,000 handbag and a man with seven boats, we also break down what it really takes to show that one variable changes the effect of another. What we find: some clear study bloopers, inconsistent modeling results, and interpretations that are flat-out wrong. Statistical topicsMeasurement error Model specificationPiecewise linear regressionRegression modelsResidual confoundingSplinesStatistical interactionsSurvey designMethodological morals“Before you believe something shocking, ask what had to go wrong to make it true.”“If slight modeling changes flip the story, there wasn't much story to begin with.”“Unethical Life Pro Tip: If you do not want your analysis critiqued, then just make it impossible to understand.”Kristin’s Biological Age CalculatorReferencesOriginal Viral Tweet: Ng D. "People who slept under 6 hours and exercised actually aged faster." X. March 9, 2026.Holmer B. Does exercise “age you faster” if you don’t sleep enough? Medium. March 16, 2026.You Y. Chen Y. Liu R., et al. Inverted U-shaped relationship between sleep duration and phenotypic age in US adults: a population-based study. Sci Rep. 2024;14:6247. Levine ME, Lu AT, Quach A, et al. An epigenetic biomarker of aging for lifespan and healthspan. Aging. 2018;10:573-591. Kristin and Regina’s online courses: Demystifying Data: A Modern Approach to Statistical Understanding  Clinical Trials: Design, Strategy, and Analysis Medical Statistics Certificate Program  Writing in the Sciences Epidemiology and Clinical Research Graduate Certificate Program Programs that we teach in:Epidemiology and Clinical Research Graduate Certificate Program Find us on:Kristin -  LinkedIn & Twitter/XRegina - LinkedIn & ReginaNuzzo.com(00:00) - Introduction (04:05) - What is NHANES? (06:38) - The Sleep Duration Results (12:50) - The 2015 Sleep Mystery (17:10) - Measuring Biological Aging (22:32) - The Penalized Cox Regression (29:13) - Sleep and Aging Results (31:00) - Cubic Splines and Dancing (38:08) - Adding Exercise to the Mix (42:16) - Boats, Handbags, and Interaction Effects (49:39) - The Cubic Spline Exercise Analysis (52:40) - The Opposite Result (57:13) - Academic Writing Gone Wrong (59:46) - The Writing Makeover (01:02:31) - Rating the Claim with Gatorinis