International Journal of Neutrosophic Science IJNS 2690-6805 2692-6148 10.54216/IJNS https://www.americaspg.com/journals/show/2828 2020 2020 Assistant Professor, Department of Statistics, Madras Christian College, East Tambaram - 600 059, Chengalpattu, Tamilnadu, India Abdul Abdul Assistant Professor (Selection Grade), Department of Mathematics, Nirmala College for Women, Red Fields, Coimbatore - 641 015, Tamilnadu, India K. Mohana Assistant Professor, CHRIST (Deemed to be University), Bangalore - 560 029, Karnataka, India David Winster Praveenraj Devanayan Assistant Professor, CHRIST (Deemed to be University), Bangalore - 560 029, Karnataka, India Ajitha Krishnaprasad Assistant Professor, CHRIST (Deemed to be University), Bangalore - 560 029, Karnataka, India D. Sandhya Assistant Professor, CHRIST (Deemed to be University), Bangalore - 560 029, Karnataka, India Pradeep Kumar SV The study of neutrosophy offers a fresh approach for handling uncertain data with adaptability. This article explores the application of neutrosophic probability distribution in constructing a transmuted neutrosophic framework. Specifically, it introduces a generalized transmuted neutrosophic distribution. Building upon this generalization, quadratic and cubic transmuted distributions are developed and examined alongside certain lifetime distributions serving as foundational neutrosophic models. Additionally, an empirical investigation is conducted to assess the practicality and versatility of these distributions in real-world contexts. 2024 2024 201 219 10.54216/IJNS.240318 https://www.americaspg.com/articleinfo/21/show/2828