Selective Stopping Rules: P-Hacking Your Way To Fame | Part 5 of 6
Автор: Data Demystified
Загружено: 2021-07-22
Просмотров: 1167
Selective stopping rules. This video is part of a series of videos on p-hacking, what it is, and why it’s so dangerous for science. I give a pretty detailed high-level explanation of p-hacking in the first video in this series, so if you’re not familiar with the idea, please have a look there first. I’ll put a link to that video below. But in a few seconds, researchers are motivated to get what’s called a p-value to be below a threshold of .05. If they do that, their findings are considered meaningful and they can typically publish their results. If they don’t, well all their work is largely wasted. And to get those p-values below .05, there are some very dubious and unethical approaches they can take. In this video, we’ll dig in to one of those unethical approaches that researchers can use to p-hack their data...by stopping data collection when your results are “good.”
Welcome to Data Demystified. I’m Jeff Galak and today we’ll dig deeper into p-hacking so that you can understand how to spot it when you see research results and avoid it when you do the research yourself. The goal here is to build intuition, so we’ll avoid heavy duty math and statistics, and focus on what you really need to know.
P-Hacking Series Playlist: • P-Hacking
Video 1: P-Hacking Explained (Released on 6/24/2021): • P-Hacking Your Way To Fame | Part 1 of 6 -...
Video 2: Dropping Conditions that "Work" (Released on 7/1/2021): • Dropping Conditions that "Work": P-Hacking...
Video 3: Multiple Measures Misuse (Released on 7/8/2021): • Multiple Measures: P-Hacking Your Way To F...
Video 4: Covariate Misuse (Released on 7/15/2021): • Covariate Misuse: P-Hacking Your Way To Fa...
Video 5: Selective Stopping Rules (Released on 7/22/2021): • Selective Stopping Rules: P-Hacking Your W...
Video 6: P-Curve (Released on 7/29/2021): • P-Curve : P-Hacking Your Way To Fame | Par...
Link to video about statistical significance testing: • Statistical Significance and p-Values Expl...
Link to video about randomized experiments and causation: • Correlation Doesn't Mean Causation
Link to video about False Positives: • False Positives vs. False Negatives in Sci...
Link to academic paper by Simmons, Nelson and Simonhson: https://journals.sagepub.com/doi/full...
Link to academic paper by John, Lowenstein, and Prelec: https://www.cmu.edu/dietrich/sds/docs...
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LinkedIn: / jeff-galak-768a193a
Patreon: / datademystified
Equipment Used for Filming:
Nikon D7100: https://amzn.to/320N1FZ
Softlight: https://amzn.to/2ZaXz3o
Yeti Microphone: https://amzn.to/2ZTXznB
iPad for Teleprompter: https://amzn.to/2ZSUkNh
Camtasia for Video Editing: https://amzn.to/2ZRPeAV
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