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This paper attracts on the insight of forty imagined leaders from across academic disciplines, business sectors, and civil modern society corporations who participated in a person of two roundtables.8 Roundtable participants actively debated principles associated to algorithmic layout, accountability, and fairness, as perfectly as the technological and social trade-offs affiliated with different approaches to bias detection and mitigation.