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As healthcare systems increasingly rely on data-driven insights, ensuring ethical and regulatory compliance has become crucial. This article explores how privacy, transparency, and fairness are being embedded into healthcare analytics, drawing on recent work by researcher Venkat Mounish Gundla in the evolving compliance landscape.