Widespread embrace of self-driving vehicles could eliminate 90% of all auto accidents in the U.S., prevent up to $190 billion in damages and health-costs annually and save thousands of lives, according to a new report by consulting firm McKinsey & Co.

The study, compiled after interviews with dozens of industry officials, predicts mass adoption of auto-piloted vehicles beginning in about 15 years and initial implementations early next decade.

Autonomous...