In cattle production systems, an intense selection pressure for production traits has resulted in the decline of fertility traits. To optimize an efficient reproduction system, the inclusion of both male and female fertility traits in the selection process is very much essential. RAPD (Random Amplified Polymorphic DNA) was developed as a molecular biology tool and has been extensively used, to study intra- and interspecific genetic diversity. The present study was undertaken to utilize RAPD primers to investigate the association between DNA markers and semen quality traits viz. Sperm concentration, total sperm count ejaculate and initial sperm motility and thereby to identify good/poor semen producers. DNA isolated from the blood samples of healthy bulls was subjected to RAPD-PCR. The multiple regression analysis followed by independent t test was carried out to identify suitable markers. Based on the results, only 12 bands were identified as marker suitable for any of the quality trait. This includes, OPA2 similar to 760, OPA2 similar to 700, OPA6 similar to 1,200, OPA9 similar to 400, OPA9 similar to 380, OPA12 similar to 970, OPA14 similar to 715, OPA14 similar to 605, OPA16 similar to 485, OPA17 similar to 860 and OPA18 similar to 480. Multiple regression analysis selected, OPA2 similar to 760 and OPA2 similar to 1,750 for sperm concentration and OPA2 similar to 760, OPA2 similar to 700, OPA9 similar to 620, OPA4 similar to 670 and OPA18 similar to 1,015 for total sperm count/ejaculate. But the t test revealed a significant association between OPA2 similar to 760 and total sperm count. Further, discriminant function analysis also identified this marker in the first step itself. The results of the present study can be exploited as a low-cost alternative strategy for identification of good /poor semen producers in crossbred bulls at an early age.