The modified likelihood ratio test for homogeneity was developed to improve data analysis procedures under mixture models. By adjusting the likelihood ratio test and introducing a penalty term, researchers addressed issues of partial non-identifiability, making the test more effective. This modification helps restore regularity and provides a detailed analysis of the test's limiting distribution in Chapter 11.