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Logistic Regression in Buying Outcome Prediction
Objective
Use logistic regression to predict whether a consumer will accept for one offer or not. The questions to be answered is: are customers more likely to purchase the season pass when it is offered in the bundle (with free parking), or not?
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Dataset Summary
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The dataset variables include:
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Communication Channel, through Mail, Park or Email
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Promotion Option: Bundle offer or No-Bundle offer
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Parking Pass: with parking pass or not.
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Content
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Clean dataset.
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Fit a logistics regression model (GLM).
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Visualize the table.
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Model selection.
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Tools
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R + RStudio
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Library
library(vcdExtra)
library(vcd)
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