data-career-starters.hashnode.devPython For Data Analysis In Industry: A Crash CourseNote: this post is part of a series of posts about Data Analysis In The Real World Learning theory is fine and dandy — but being able to execute an analysis is what gets you hired. Everyone can talk about Data Analysis, Data Aggregation, and throw in...Feb 19·4 min read
advanced-data-professionals.hashnode.devFrom ANOVA to Multiple Regression to MLM: The Hidden LinkNote: this post is part of my Comprehensive Guide to Multi Level Modelling series If you’re like me who likes to question things, you would likely have struggled with understanding how MLM exactly differs from an ANOVA/Regression. Because when you ta...Feb 5·7 min read
advanced-data-professionals.hashnode.devSimpson's Paradox - Why We Need Multi Level ModellingNote: this post is part of my Comprehensive Guide to Multi Level Modelling series I don’t believe in teaching a new technique without telling you why you need the new technique. So let’s start off strong with a direct empirical example - use this dat...Feb 5·4 min read
advanced-data-professionals.hashnode.devMulti Level Modelling (MLM) : From Start to EndHello everyone! Welcome to my humble blog. This series of posts will teach you about Multi Level Modelling (MLM, also known as Mixed Models, or Hierarchical Linear Models). A simple google search will tell you that this technique is needed to “accoun...Feb 5·2 min read
data-career-starters.hashnode.devNegative Binomial Regression: Extension of Poisson RegressionNote: this post is part of a series of posts about Categorical Data Analysis: Dealing with Counts, Frequencies & Percentages Negative Binomial Regression is used when Poisson Regression Assumption of equidispersion is not met (recall that Poisson Reg...Jan 15·8 min read