New York (CNN Business) JCPenney is trying to reinvent itself again. It's getting rid of appliances and most furniture to return its focus to clothing sales.

The company hasn't turned a profit since 2010, and it forecast several more years of losses. New CEO Jill Soltau pledged "quick action" to put JCPenney on the path to profitability.

Going back to basics makes sense: Appliances were a pet project of former CEO Marvin Ellison, who had previously run Home Depot and left last year to take the helm at Lowe's. Appliances are a low-margin business that requires high sales volume to make up for thin profits. But appliances were not a good fit for a company that never had an identity as a home equipment company.

JCPenney said it would stop selling major appliances on February 28 "to better meet customer expectations, improve financial performance and drive profitable growth." It will continue to sell furniture online and in Puerto Rico stores -- but not anywhere else.

JCPenney will get rid of appliances from its stores.

The company also announced Wednesday it will redesign its stores. It said it will reduce its massive inventory, which has held JCPenney back from offering new fashion trends -- and saddled the company with debt.

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