Twenty years ago, there was one exchange-traded fund. Last year, 178 new ETFs were created. This year, 28 have been rolled out. The total number of ETFs listed in the United States now: 1,441, according to Lipper.

"They're coming out fast and furious," said Tom Roseen, head of research services at Lipper.

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