Trending technologies often raise new and varied moral questions while ethical decision-making helps to identify the challenging issues in both clinical and non-clinical health care settings and in a methodical manner. For example: disclosing or non disclosing of truth centered for debate in compassion theories. With the emergence of Machin Learning, algorithms to perform human tasks to generate knowledge by machine brings ethical questions concerning the values of data itself, misuse of data, privacy, selection bias, hacking, transparency, and rights. Decisions made about the use, sharing, and re-use of big data are complex and laden with values. This conference will table the Ethics Framework and Psychology for Big Data in Health and Research development. The conference will bring out ideas that will address pressing issues such as Ethics in big data. In terms of employing the decision, repositories, precision medicine, healthcare interventions in decision-making, ownership of the data, right of access and conditions of accessing to it, public-private partnerships in healthcare and research, and cross-sectoral big data. It will publish the proceeding pertaining to the conference on the underlying many of these questions. National Conference on Applied Ethics, Behavioral Psychology in Data and Decision Science in Healthcare 2021 is the conference organized by School of Health and Hospital Administration, Terna Global Business School. This conference provides a premier interdisciplinary platform signifying the confluence of healthcare practices ethos, strategies, and latest trends and brings together renowned healthcare experts, speakers, academicians, and educators to present, discuss and educate about numerous innovations and bringing solutions to challenges in the Indian healthcare sector. It’s a great opportunity to interact with prominent subject matter experts and like-minded people. Major Focus Area: Applied Ethics, Applied Behavioral Psychology, Communication, Telemedicine, Decision Science and Moral Philosophy in Health Systems and Health Care Management