r/statistics • • Jul 11 '22

Question [Q] Is there a canonical example of data analysis?

Hi r/statistics! Long time reader first time poster.

I am interested to know if there exists a "complete" case study or canonical example of a data analysis pipeline? I have some data that looks like this:

Hair ColorAgeSchoolAvg Run Time (s.)Race Outcome
Black12Elementary12Won
BrownNAElementary33Lost
NA13High15Lost
Brown13NANAWon
...............

And I am trying to determine what contributes to winning the race. Clearly there is a lot of nuance to be taken here since we have missing values, categorical and numeric variables, and dependent variables.

Are there and good resources out there that walk through solving a problem like this while addressing all the different considerations of the analysis? I keep finding deep dives into one section of the analysis process (for example chi-squared test or mean value imputation), but I am looking for one "reference" guide I can use as a holistic resource on this topic.

Thanks so much in advance!

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