LOS ANGELES—Federal prosecutors have decided to close their criminal investigation into former Countrywide Financial Corp. chief executive Angelo Mozilo without filing charges, according to people familiar with the matter.

The move had been expected for some time by observers of the case. The Securities and Exchange Commission had filed civil fraud charges against Mr. Mozilo and two other former top Countrywide executives.

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