A good practice at companies with sophisticated modeling capabilities is to iterate between the demand-centered and supply centered models. That is, instead of eventually building one large model, these firms have a lot of success iterating between the two models. Implementing changes is can be complex and the two simple models allow you to do this in a more manageable way.
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