Quality factors of Big Data Analytics (BDA) have been moderately studied; however, few have examined the effect of BDA quality factors in the organizational context; yet, there is a lack of research in the healthcare domain. Healthcare organizations have been concerned about the BDA quality factors in ensuring an effective BDA system and application in healthcare. To that purpose, this study has a dual objective. Firstly, to identify the BDA quality factors that enhance organizational performance. Second, this work contributes to the body of knowledge in the information system (IS) domain by concentrating on BDA quality factors. This review has revealed nine prominent BDA quality factors that may affect organizational performance in our study on healthcare organizational performance. Thus, this study will contribute to the practice and research of BDA and its effectiveness in enhancing organizational performance, based on the twenty-three papers chosen.