Learning Bayesian Statistics

#143 Transforming Nutrition Science with Bayesian Methods, with Christoph Bamberg


Listen Later

  • Sign up for Alex's first live cohort, about Hierarchical Model building!

Proudly sponsored by PyMC Labs, the Bayesian Consultancy. Book a call, or get in touch!

  • Intro to Bayes Course (first 2 lessons free)
  • Advanced Regression Course (first 2 lessons free)

Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work!

Visit our Patreon page to unlock exclusive Bayesian swag ;)

Takeaways:

  • Bayesian mindset in psychology: Why priors, model checking, and full uncertainty reporting make findings more honest and useful.
  • Intermittent fasting & cognition: A Bayesian meta-analysis suggests effects are context- and age-dependent – and often small but meaningful.
  • Framing matters: The way we frame dietary advice (focus, flexibility, timing) can shape adherence and perceived cognitive benefits.
  • From cravings to choices: Appetite, craving, stress, and mood interact to influence eating and cognitive performance throughout the day.
  • Define before you measure: Clear definitions (and DAGs to encode assumptions) reduce ambiguity and guide better study design.
  • DAGs for causal thinking: Directed acyclic graphs help separate hypotheses from data pipelines and make causal claims auditable.
  • Small effects, big implications: Well-estimated “small” effects can scale to public-health relevance when decisions repeat daily.
  • Teaching by modeling: Helping students write models (not just run them) builds statistical thinking and scientific literacy.
  • Bridging lab and life: Balancing careful experiments with real-world measurement is key to actionable health-psychology insights.
  • Trust through transparency: Openly communicating assumptions, uncertainty, and limitations strengthens scientific credibility.

Chapters:

10:35 The Struggles of Bayesian Statistics in Psychology

22:30 Exploring Appetite and Cognitive Performance

29:45 Research Methodology and Causal Inference

36:36 Understanding Cravings and Definitions

39:02 Intermittent Fasting and Cognitive Performance

42:57 Practical Recommendations for Intermittent Fasting

49:40 Balancing Experimental Psychology and Statistical Modeling

55:00 Pressing Questions in Health Psychology

01:04:50 Future Directions in Research

Thank you to my Patrons for...

...more
View all episodesView all episodes
Download on the App Store

Learning Bayesian StatisticsBy Alexandre Andorra

  • 4.7
  • 4.7
  • 4.7
  • 4.7
  • 4.7

4.7

66 ratings


More shows like Learning Bayesian Statistics

View all
Odd Lots by Bloomberg

Odd Lots

1,995 Listeners

Conversations with Tyler by Mercatus Center at George Mason University

Conversations with Tyler

2,460 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

583 Listeners

The Quanta Podcast by Quanta Magazine

The Quanta Podcast

544 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

305 Listeners

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas by Sean Carroll

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas

4,167 Listeners

Practical AI by Practical AI LLC

Practical AI

211 Listeners

Last Week in AI by Skynet Today

Last Week in AI

313 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

101 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

552 Listeners

Hard Fork by The New York Times

Hard Fork

5,579 Listeners

Latent Space: The AI Engineer Podcast by Latent.Space

Latent Space: The AI Engineer Podcast

101 Listeners

Risky Business with Nate Silver and Maria Konnikova by Pushkin Industries

Risky Business with Nate Silver and Maria Konnikova

263 Listeners

Prof G Markets by Vox Media Podcast Network

Prof G Markets

1,478 Listeners

The Opinions by The New York Times Opinion

The Opinions

634 Listeners