Vehicles sit parked in front of a Kohl's department store in Ashland, Ky.

Thursday was not a good day for retail stocks.

The SPDR S&P Retail ETF (XRT) dropped more than 3 percent, weighed down by sharp losses from Macy's and Kohl's, which shed 13.8 percent and 20 percent, respectively.