Nordstrom could go private. It would be the latest big retail recalibration amid weaker clothing demand.

Shares of Nordstrom Inc. rallied on Tuesday following a report that the department-store chain was looking to go private — the latest effort by a retailer to shake up business after two years of weaker clothing demand.