Dear KurBremser                     Thank you so Much. Yes, SAS Data Quality Server is the best option for me to solve this problem. Actually there are two ways to overcome this problem 1)Scoring method, 2) Fuzzy matching using SAS Data Quality Server. I have attached a pdf that explains these two ways very well. It was very helpful for me.    Kind regards, FA1 ... View more