Burlington sells everything from women’s clothing, menswear and shoes to home decor and beauty products. The chain also carries accessories including purses, handbags, earrings and necklaces.

The news sent its pre-market stock up nearly 12% and reversed much of the dip since the start of the year, as Burlington’s out-performance brought some much-needed light relief to a retail ...