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Sports Analytics in R (Step-wise Regression and Subset Selection Regression)

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R_CS_04

Sports Analytics in R

Case-Study Title: Sports Analytics via Step-wise Regression (Subset Selection Regression)

Data Analysis methodology: CRISP-DM

Dataset: Hitters dataset (Major League Baseball Data from the 1986 and 1987 seasons in US)

Case Goal: Annual Salary prediction of each Player in 1987 base on his performance in 1986

Distribution of all continuous predictor variables CS_04_1

Correlation plot between Salary and other continuous predictor variables CS_04_2

Scatter plot between Salary and other continuous predictor variables CS_04_3

Salary Distribution in Division variable categories CS_04_4

Actuals versus Predictions plot (final model performance evaulation in Test dataset) CS_04_5