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Predictive Analytics in Commerce
Ole Petter Barbo
10. mai 2016 14:05 heures
Chapitre 5 › More Personal to the Costumer:
More Personal to the Customer
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More Personal to the Customer
Step 1. Build the best possible model
Nienke suggested that you try to build your own cross-sell models for the other products you want to include in the next best offer. Try to first build a couple of trees – or more if you are getting the hang of it!
After you created different decision trees, work with the rank or index method based on your predicted probabilities to determine the next best offer.
(Hint: If you need a little help with these methods, check out the additional material section in the previous unit).
Step 2. Inform your colleagues
Use your model outcomes in a briefing to your colleagues. You want to activate them by showing them the new way of using predictive modelling to derive the Next Best Offer per customer. In this way your company can be more relevant - and thus personal - to the customer. Take them through the most important process-steps.
Chapter 4: Next best offer
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The learning from this session that decision tree is useful using different measurement levels and gives underlying structure in the dataset that undcovers important factors to consider regarding up- and crossell. But another important learning is the need for control eg variables, correct train and validation set etc.
