Police say officers pursued the fleeing driver from Eden Prairie to Minnetonka.
It happened in the early hours of Sunday morning.
The 17-year-old was a student at Cambridge-Isanti High School.
She was one of three people fatally shot in Minneapolis in a span of 45 minutes.
The incident was reported early Sunday morning; no arrests have been made.
City streets have increasingly become used by street racers this year.