Two or more variables

Practicing Statistics Interview Questions in Python

Conor Dewey

Data Scientist, Squarespace

Types of relationships

Types of relationships

1 Wikimedia
Practicing Statistics Interview Questions in Python

What is correlation?

  • Statistical relationship between variables
  • Stronger correlation = more information

Different correlations on scatter plots

1 Wikimedia
Practicing Statistics Interview Questions in Python

Covariance

 

Covariance formula

Practicing Statistics Interview Questions in Python

Pearson's correlation

 

Pearson's correlation formula

Practicing Statistics Interview Questions in Python

Pearson's correlation

Pearon's correlation visualized

1 Wikimedia
Practicing Statistics Interview Questions in Python

Correlation vs. causation

  Correlation vs. causation

1 xkcd
Practicing Statistics Interview Questions in Python

Correlation vs. causation

Relationship between divorce rate and margarine

1 Correlation does not mean Causation
Practicing Statistics Interview Questions in Python

Summary

  • Types of relationships
  • Review of correlation
  • Covariance
  • Pearson's correlation
  • Correlation vs. causation
Practicing Statistics Interview Questions in Python

Let's prepare for the interview!

Practicing Statistics Interview Questions in Python

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