Artificial intelligence (AI) currently acts solo or as a human companion in decisions made in several sensitive domains, such as healthcare, finance, and law. AI systems, even those carefully designed to be fair, have been heavily criticized for delivering misjudged and discriminatory outcomes against individuals and groups of people. The continuous unfair and unjust AI outcomes indicate that the significant impact of human and societal factors on AI biases is currently being overlooked. It is n