Erämetsä attended Kuopio Lyseo as an undergraduate in 1925.  He continued to study chemistry at the Helsinki University of Technology, where he graduated with a M.Sc. in engineering in 1934 and a Ph.D. in technology in 1938. His Ph.D. work dealt with detection of the presence of indium in Finnish minerals.