Dr. Rinehart grew up and attended school in Worth County, Missouri. After graduating from Worth County, he attended Northwest Missouri State University and received his bachelor's degree. John earned a master's degree and specialist's degree from William Woods University in Fulton, and a doctor of education from the University of Missouri. His wife, Shana, is also a teacher. The couple has two daughters who attend West Platte.