It happened Saturday afternoon at a home near Road 22 and Santa Fe Drive, just east of Chowchilla.
The Madera County Sheriff's office says the woman was airlifted to the hospital.
Her current condition is not known.
Deputies are still searching for the shooter.
Anyone with information is urged to contact the Madera County Sheriff's Office.