Discover Financial Services said Tuesday that it plans to close its home loans business to focus instead on direct banking accounts, which it says provide greater opportunities for growth.

"The business is not projected to meet our financial expectations due to ongoing challenges to our home loans operating model, so we made the difficult decision to exit," said Carlos Minetti, Discover's president of consumer banking.

Discover, best known for its consumer credit cards, started offering home loans in mid-2012. It will accept loans until July 31 in its Louisville, Ky., office. After August, AmeriSave Mortgage Corp. will process the remaining applications, establish an office in Louisville and offer jobs to about 125 Discover employees.

Discover's Irvine, Calif. location will stop accepting applications immediately.

Charges related to exiting the mortgage origination business will be about four cents a share. As a result of the closure, the company will offer severance packages to about 460 employees.

In the latest quarter, Illinois-based Discover said its profit fell from year-ago levels as expenses rose and the company set aside more money to cover future potential losses in its growing loan portfolio.

Shares of Discover have declined 11% this year through Tuesday's close.

Write to Angela Chen at angela.chen@dowjones.com

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