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 topics

  • Measurement error 
  • Model specification
  • Piecewise linear regression
  • Regression models
  • Residual confounding
  • Splines
  • Statistical interactions
  • Survey design



Methodological 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 Calculator


References



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/X

Regina - 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
  • (21:35) - The Penalized Cox Regression
  • (28:16) - Sleep and Aging Results
  • (30:03) - Cubic Splines and Dancing
  • (36:49) - Adding Exercise to the Mix
  • (40:57) - Boats, Handbags, and Interaction Effects
  • (48:20) - The Cubic Spline Exercise Analysis
  • (51:21) - The Opposite Result
  • (55:54) - Academic Writing Gone Wrong
  • (58:27) - The Writing Makeover
  • (01:01:12) - Rating the Claim with Gatorinis

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