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In this monologue, Shanli Liu argues that dialogue—especially healthy debate—outperforms raw data when it comes to making good business decisions. She claims dialogue is six times more effective because data can be skewed, mis‑interpreted, and filtered through personal biases. By contrast, dialogue forces participants to challenge each other's assumptions, explore multiple solution paths, and converge on a consensus that reflects a broader range of perspectives. Liu emphasizes that many decisions must be made with limited or incomplete data, and the best remedy is to broaden the conversation: involve frontline staff, customers, and any relevant stakeholders to surface insights that data alone cannot provide. The overall message is a call to prioritize inclusive, critical discussion over an over‑reliance on quantitative evidence.

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