Hey @lowkey,
It’s mathematical. The expected_probability_alive methods in Pareto/NBD and BG/BB are both formulated with the option of specifying future time periods in their respective research, but in the case of BG/NBD, the dropout potential is akin to a coin-toss at every purchase opportunity. In this sense, it’s not really a function of time.