How to predict future product holdings

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I have a dataset of retail bank customers and their product holdings across time. What are some appropriate techniques of predicting what products each customer will be holding in the next 1-3 years. I have thought of using a Markov Chain, but unsure if it would be more appropriate to use a ML technique.

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