Gemperline completed both undergraduate and graduate studies at Cleveland State University (CSU), graduating with a Bachelor of Science in Chemistry in 1978 and a Ph.D. in Analytical Chemistry in 1982. His dissertation was titled, "The Design of the Laboratory Network DISNET."
In 2014 CSU recognized Gemperline as a distinguished alumnus.