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Next Best Product - Best Approach?

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@haroonj89 wrote:

Hi,

I am currently working on a side-project and stuck up in the possible approach/technique to solve this problem.

I currently have a mock data-set for Insurance Domain which consists of fields like;

  • ID
  • Name
  • Age
  • Gender
  • Martial Status
  • Current Product
  • Premium Paid
  • Claims Made
  • Annual Salary
  • Province
  • Country

I would like to suggest the Next Best Product for the Client (Cross-Sell/Up-Sell), for this approach I decided to first perform Customer Segmentation followed by using Apriori Algorithm and find out the most suitable product for the current customer.

For Customer Segmentation I am using k-Prototype Algorithm.

I would like to know whether my approach is right or is there any better technique to determine which the next best product for Cross-Sell/Up-Sell.

I am using R for solving this problem, and any inputs and suggestion will be helpful.

Thanks

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