This book contains two self-contained chapters with critical review on various methods for reduction of dimensionality of models and construction of supersaturated designs. Rests of the chapters are quite contributions to reduction of response surface model and few new methods for the construction of supersaturated designs and yet unpublished results in the edition. It is useful for the experimenters and researchers.