12. Predictive Modeling (IB533 2022.09)

Unit Outlines:
◆ Predictive Modeling in Marketing Analytics
。Data Aggregation & Splitting
。Probability Model : Repurchase Probability
。Numeric Model : Expected Buying Amount
。Assess Model Accuracy
。Predicting the Future
◆ Customer Value Management
。CLV – Customer Lifetime Value
。Customer Management
。Selective Acquisition, Development, Retention

Notebook:
◆ Tafeng 5_Split : Data Preparation & Splitting ( 5_Split.html )
◆ Tafeng 6_Model: Modeling & Prediction ( 6_Model.html )

Google Drive: 
◆ Course Material : [  ~/ib533/ ]
◆ Unit12:  [ ~/ib533/12_Preidctiive/ ]

Unit11 Assignment: Due: 2022/12/18 (Sun.) 23:59
Team Assignment: referring to 5_Split and 6_Model, make a notebook that  …
build models that predict the purchase probability & buying amount
make prediction for every customer
calculate the CLV for every customer
knit and …
upload the html to [~/team/G#/] with filename “G#_TAFENG56.html”

參考連結:
◆  From Data to Viz
◆  Portal of Big Data BA Platform
◆  R: Self Learning Roadmap
◆  John Hopkins: R Programming online course
◆  John Hopkins: R Programming eBook
◆  Harvard: Data Science online course
◆  Harvard: Data Science ebook

◆ Week07c Video Recording