In a reversal of the federal government's hands-off approach to Internet privacy regulation over the past decade, the Obama administration said Americans should have a "privacy bill of rights" to help regulate the commercial collection of consumer data online.

The administration also proposed the creation of a Privacy Policy Office that would coordinate online privacy issues in the U.S. and abroad.

The...