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In this comprehensive exploration of logistic regression, we'll delve into its critical nuances beyond basic implementation. We'll unpack key challenges like confounding variables, which can distort predictive relationships, and discuss interaction terms that reveal complex dependencies between predictors. The video will critically examine logistic regression's core assumptions, including linearity of log-odds, independence of observations, and minimal multicollinearity, highlighting how violations can lead to misleading statistical inferences. Viewers will gain insights into diagnostic techniques for assessing model validity, understanding how seemingly straightforward binary classification can involve sophisticated statistical reasoning. SUBSCRIBE: -------------------- Click here: https://www.youtube.com/subscription_... BECOME A MEMBER --------------------------------- / @gregmartin This channel posts global health and public health teaching videos and videos about how to find the right job in global health. If you haven't already, please consider subscribing to this channel and becoming part of this community. The channel also provides teaching on research methods, statistical analysis and how to write and publish a scientific paper. LETS CONNECT: --------------------------- Twitter: @drgregmartin Linkedin: / drgregmartin Facebook: / thisweekinglobalhealth