Drábová was born in 1961 in Prague. She went to school in Říčany, before studying at the Czech Technical University in Prague. She studied at their Faculty of Nuclear and Physical Engineering, specialising in dosimetry and the application of radiation. She gained the title of "Ing." after she completed her thesis on the Measurement of neutrons and determining the dose from neutrons using microdosimetry.