This thesis gives a construction of group divisible designs with block sizes 3; 4; 5 and 6 respectively. This work is motivated from the decoding of binary quadratic residue codes. Furthermore, we present these results in a table and propose a conjecture for this construction of group divisible designs with larger block sizes.