Question: In very brief what will be the reply on the following response: Addressing the opposition requires acknowledging legitimate risks. Poorly designed systems, biased data, or

In very brief what will be the reply on the following response: "Addressing the opposition requires acknowledging legitimate risks. Poorly designed systems, biased data, or lack of transparency can lead to unfair or mechanical decisions. To counter these risks, organizations must ensure explainability and accountability in their analytical systems. Implementing clear data-governance policies, regular audits, and workforce upskilling ensures that analytics remain a tool for empowerment rather than control. Managers should also maintain open communication with employees about how data is used to supportnot monitorthem. Through participatory dialogue and ethical oversight, analytics become an extension of managerial empathy and not its substitute. In conclusion, analytics do not dehumanize managerial activities; they redefine them. When combined with transparency, ethical governance, and empathy, analytics elevate the quality of human decision-making. Instead of diminishing the manager's role, data-driven insights free leaders to engage in what humans do bestinnovating, inspiring, and leading with purpose. Properly managed, analytics make organizations not less human, but more humane

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