WASHINGTON—Credit-card debt rose to a record in the final quarter of 2019 as Americans spent aggressively amid a strong economy and job market, and the proportion of people seriously behind on their payments increased.

Total credit-card balances increased by $46 billion to $930 billion, well above the previous peak seen before the 2008 financial crisis, according to data released by the Federal Reserve Bank of New York on Tuesday.

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