The paper describes principles of factorial and fractional factorial design of experiments. The various ways of analysing data obtained by these procedures are shown via four case studies. Yates method was followed in case 1 where the effect of anode type. carbon content of steel. https://wholelatteslovers.shop/product-category/default/