Mitch Modell, the former CEO of the famed New York sporting goods chain that went belly-up four years ago, wants to buy bankrupt retailers Party City and Big Lots.

Here, the Modell family opened its first store in 1889, making it the second-oldest sporting-goods retailer in the country. Still family owned to this day—it’s passed through four generations ...