Dummy Predictors / Continuous Dependent Variable

I have a dataset with 50+ dummy coded variables that represent the purchases of an individual customer. Columns represent the products and the cell values 0 or 1, whether the product has been purchased in the past by this customer (rows = customers) or not. Now, I want to predict how these purchases predict the loyalty of the customer (continuous variable in years). I am struggling to find an appropriate prediction model. What would you suggest for such a prediction problem?

Thank you in advance for all suggestions hints

Best, GL

Topic dummy-variables prediction predictive-modeling

Category Data Science

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