In today's rapidly changing technological environment, data science and artificial intelligence (AI) have become indispensable in all industries, from medicine to finance and business. However, with increasing trust in data-driven decision-making processes, concerns about ethics and the roles of artificial intelligence also come to the fore. Understanding and addressing these ethical issues is...