The paper briefly introduces the aims and main contents of index data transformation in teaching quality evaluation, discusses statistic distribution problems in data transformation. Based on the comparison among various data transformation methods, it generates a conclusion that standard deviation method would make different original data transform into standardized data which has unified standard normal distribution, it is a scientific and rational data transformation method.