Create a regression model to predict donations

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Reference no: EM131916815

Predictive analytics

a. Donation patterns

i. Create a regression model to predict donations for 2014 using the previous five years of data. Because so many patrons are not donors, you might want to only consider patrons who have donated at least some amount of your choice as your data set.

ii. Test your model on 2015 data. Comment.

iii. Make predictions for donations in 2016.

iv. Based on your model, who should be the top 10 donors for 2016?

b. Ticket sales patterns

i. Create a model to predict ticket revenues or ticket revenue groups for 2014 using the previous five years of data.

ii. Test your model on 2015 data. Comment.

iii. Make predictions for ticket purchases in 2016.

iv. Based on your model, who should be the top 10 ticket purchasers for 2016?

Attachment:- project.rar

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This task provides a clear working example on multiple regression analysis in R. The multiple regression analysis is performed when one dependent variable is compared with more than one independent variables and the model diagnostics are used to validate the accuracy of the model. The R package was used to deliver the statistical output

Reference no: EM131916815

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