Fischer graduated from the University of Economics, Prague in 1974 in statistics and econometrics. He completed postgraduate studies there in 1985, earning his Candidate of Sciences degree in economic statistics. He was a member of the Communist Party of Czechoslovakia from 1980 till the collapse of the Communist regime in 1989.