Thermoelectric materials have been the competent source for the production of energy in present decades. The most important and potential parameter required for material to have beter thermoelectric characteristics is the Seebeck coefficient. In this work, ultra high molecular weight polyethylene (UHMWPE) and graphene oxide (GO) nanocomposites was prepared with mechanical mixing by containing 10000ppm, 50000ppm, 70000ppm, 100000ppm, 150000ppm, and 200000ppm loadings of graphene oxide. Due to intrinsic insulating nature of UHMWPE, the value of Seebeck for pristine UHMWPE and its nanocomposites with 10000ppm, & 50000ppm of GO concentration was too low to be detected. However, the Seebeck coefficient for composites with 70000ppm, 100000ppm, 150000ppm, and 200000ppm loadings of GO was found to be 180, 206, 230 and 235 µV/K, respectively. These higher values of Seebeck coefficients were attributed to superior thermal insulating nature of UHMWPE and conductive network induced by the GO within the UHMWPE insulating matrix. Although, values of figure of merit and power factor were negligibly small due to lower concentration of charge carriers in UHMWPE/GO nanocomposites but still reported results are extremely hopeful for considering the composite as the potential candidate for thermoelectric applications.