Federal prosecutors in New Jersey are investigating whether numerous smartphone applications illegally obtained or transmitted information about their users without proper disclosures, according to a person familiar with the matter.

The criminal investigation is examining whether the app makers fully described to users the types of data they collected and why they needed the information—such as a user's location or a unique identifier for the phone—the person familiar with the matter said. Collecting information about a...