Common bacterial diseases in the olive flounder Paralichthys olivaceus, a commercially important fish species, are caused by Streptococcus spp., Vibrio spp., and Edwardsiella piscicida, which cause significant economic losses in aquaculture. Antibiotics are mainly used to treat bacterial diseases. However, continued use of antibiotics causes bacterial resistance, which may lead to the transfer of antibiotic resistance genes. In our study, we isolated bacteria from the livers of cultured olive flounder from 34 farms on Jeju Island, South Korea. A total of 611 bacteria were isolated, of which 296 (48%) were Streptococcus parauberis by polymerase chain reaction (PCR) analysis. The isolates were tested for antibiotic susceptibility to 17 disks (including ampicillin, amoxicillin, erythromycin, tetracycline, oxytetracycline, and doxycycline) using disk diffusion. In addition, 13 antibiotic resistance genes were tested, including 9 tetracycline resistance genes (including tet(B) and tet(M)) and 4 macrolide resistance genes (including erm(B)). Data analysis of resistance levels were analyzed using normalized resistance interpretation (NRI) and multiple antibiotic resistance (MAR) index based on inhibition zones derived from the disk diffusion method. Antibiotic resistance genes were detected in all 296 isolates of S. parauberis. Tetracycline resistance genes were detected in 116 strains (39%) and macrolide resistance genes were identified in 96 strains (32%). The analysis of NRI resulted in COwt values for 13 antibiotics, excluding the COwt values for the four antibiotics sulfadiazine, oxolinic acid, nalidixic acid, and flumequine, which did not exhibit a normal distribution due to the dominance of non-wild types. Analysis of the multiple antibiotic resistance (MAR) showed that 39.9% of S. parauberis isolates had an MAR index of 0.22. The cut-off values presented in this study can be used as reference values for the disk diffusion method results because the experiment was performed on many S. parauberis. Future studies on antibiotic resistance of various fish pathogens should be conducted, with emphasis on alternate treatments.