She was rushed to Kings County Hospital in stable condition.
Police were searching a man, wearing green camouflage fatigues and a black mask, who fled on foot.
They searched the area around the woman's SUV, parked in the driveway.
The shooting startled the quiet Brooklyin neighborhood.