Statistics and Genetics are two different fields, which are like oceans by themselves. Any field, in its development, will be incomplete without Statistics, since evidence is needed for proof and validation, which is obtained by performing standard statistical procedures. In this monograph, we try to bridge the gap between Statistics and Genetics, thereby, hoping to give some significant ideas and guidelines to the researchers in the field of Statistical Genetics.