Dr. Shakeel Ahmed, Dawar Awan, *Muhammad Adil, & Aftab Ahmad. (2025). Ethics and Transparency in AI, Transparency, and Accountability in Higher Education. Social Science Review Archives, 3(4), 2729–2741. https://doi.org/10.70670/sra.v3i4.1371