with a Real-World Example in Python

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Motivation

Conditional Independence Assumption (CIA)


With an Example Implemented Step by Step in Python

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Intuition


With a real-world application

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Diff-in-Diff Model


with a Real-World Example in Python

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Build a linear regression model step by step to test the Gauss-Markov assumptions

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1. Gauss-Markov Assumptions


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Analyze the causal effect of class size using linear regression in Python

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Potential Outcome Model


Dive deep into the importance of randomization

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How to perform an economic impact analysis step by step

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Introduction


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Shuangyuan (Sharon) Wei

data scientist, rock climber

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