One of the more alarming trends banks face is their inability to win over young consumers, which more than any other generation look for alternatives to credit cards.

A startup, Petal, is using machine learning in its new card program to make the most of the scant financial data available from young consumers. It aims to create a more accurate view of credit this audience's credit, ultimately using this data to make better offers.

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