A method of manufacturing a reference sample substrate for analyzing a metal contamination level includes coating an organic silica solution including metal impurities on a semiconductor substrate and forming an oxide layer on the semiconductor substrate by thermally treating the semiconductor substrate having the coated organic silica solution. The metal impurities are substantially uniformly distributed in the oxide layer and the metal impurities are positioned at predetermined portions of the oxide layer.