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Common cause and common effects

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Aug 23, 2021
11:49

Episode C1VL3: How common causes and common effects produce spurious associations In this episode ๐—–๐—ฎ๐˜‚๐˜€๐—ฎ๐—น๐—ถ๐˜๐˜† ๐˜„๐—ถ๐˜๐—ต ๐—•๐—ผ๐—ฟ๐—ถ๐˜€, you will learn that ignoring the common cause and stratifying by common effect can lead to finding spurious associations between otherwise independent variables. Be sure to watch the last chapter of the video where we discuss Berkson's paradox. 0:00 Intro 0:35 Dependencies of 3 variables 2:56 Common cause 5:00 Spurious associations 7:31 Common effect 10:48 Take-aways WATCH TUTORIAL on stratifying by a common effect: https://youtu.be/68yMjC51u2M LINKS TO ARTICLES: Sobolev 2018, https://www.cmaj.ca/content/190/31/E923 Berkson 1946, https://doi.org/10.1093/ije/dyu022 EXTRA MATERIAL for this video: Telegram channel https://t.me/+CYgih_aByH5kNzYx FOLLOW ME ON TWITTER @soboleffspaces #causality #CausalAnalysis #SpuriousAssociation #Dependency3Variables #CommonEffect #CommonCause #RulesOfcausalAnalysis #Association #CausalReasoning #CausalAnalysis #CausalDiscovery #ConditionalIdependence #MarginalProbability #ConditionalProbability #CausalAttribution #MachineLearning #BayesianDataAnalysis #sobolevspaces

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Common cause and common effects | NatokHD