Without revealing the magnitude of the new layoffs, the home goods retailer said in a statement:

"As our strategic direction changes and we streamline our operations, it is necessary to right-size our organization to ensure we are equipped for the future."

Last year, company executives said its corporate and supply chain workforce would be slashed by about 20%.

Early Tuesday, Bed Bath & Beyond reported a third-quarter loss of $393 million and said it has started cost reductions of about $80 million to $100 million across its corporate business, including overhead expenses and headcount.

Shares of the company shot up close to 30% in Tuesday trading as retail investors speculated it could be a potential acquisition target.