Slide 11
Slide 11 text
Why Do we Want Local Interpretability?
Intuit: I work with develops models that detect risk/fraud
among merchants who use our Quickbooks products to
perform credit card / ACH transactions with their customers.
So if we’re evaluating individual transactions, and we deem
some to be high risk, then we pass them along to agents who
review them more closely and determine whether to take some
sort of action on the transaction. However, we want to be able
to provide guidance to these agents - we don’t want to simply
provide some sort of risk score, we want to provide some sort
of human-readable intuitions regarding the score to point the
agents in (what we believe to be) the right direction with their
investigation
Edmunds: Dealer Churn