This article presents a literature review on the domain of dance research that exploits ontology artifacts to manage their domain knowledge. Any dance form around the world is rich in knowledge because of its historical and geographical diversity, movement rules, and interpretive aspects. Researchers found various approaches to manage this knowledge base, among which the ontology development process is preferred by most people owing to its superficial and easy-to-manage characteristics. However, the heterogenic use of ontology in different dance research aspects demands an organized study to understand its contributions to the domain. Our survey approach towards this objective starts with a systematic literature selection and further grouping them into four categories based on ontology involvement. Second, we discuss each group of articles by their contributions and the level of ontology involvement. Third, a novel evaluation framework is proposed, which assesses each selected article based on nineteen attributes from ontology quality, development, and applications perspectives. We rank each article into three qualitative measures, i.e., High(H), Medium(M), and Low(L), for our attribute set based on our understanding. Finally, We comprehensively analyze the outcomes of our qualitative assessment to present the current research status and their limitations in the candidate domain. This review aspires to be a cornerstone resource, enlightening researchers about the current landscape and future prospects of ontological involvement in dance research.