Black entrepreneurs have largely missed out on a rebound in federal small-business lending since the financial crisis ended.

More than four years into the nation's economic recovery, African-Americans looking for loans are struggling to overcome deeper financial distress, tighter lending standards and cutbacks by some lenders.

U.S. financial...