I have subscriptions that can have different duration/length. Some will have 1 month, some 3 months, some 12 months and so on. How can I predict when a customer can cancel his subscription within the subscription term? For example, if subscription is 1 month from 5/1/25 to 6/1/25, I need to get the value less than 30, if subscription is 12 months from 5/1/25 to 6/1/25, I need to get the value less than 365. Is this possible with any model? I tried survival analysis models, but they seem to be open ended, meaning, they do not seem to honor the end date of the subscription. Any help is appreciated.
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