Abstract: The existing literature of fuzzy divergence measures provides a variety of such measures scoring one over the other and even having certain drawbacks. The main objective of the present communication is to remove such drawbacks and propose a modified fuzzy divergence measure along with the study of its detailed properties. The applications of this modified version of fuzzy divergence measure have been provided to the fields of medical diagnosis and multi-criteria decision making (MCDM) problem. Numerical verification has been illustrated to demonstrate the proposed method under fuzzy environment.