U.S. stocks jumped on Thursday, with Visa helping lift the Dow industrials into the green for October, after data showed the U.S. economy grew more than expected last quarter.

"Investors were looking at the GDP number as favorable and confirmation the economy is doing well, or well enough that the Fed should be stepping back," Paul Nolte, senior portfolio manager at Kingsview Asset Management, said of data from the Commerce Department, which found gross domestic product grew at a 3.5 percent annual rate in the third quarter, bolstered by a smaller trade deficit and a rise in defense spending.