Detailed Explanation:
The correct answer is B. Analysis of gathered data.
Management by fact means making decisions based on data, measurement, evidence, and analysis, rather than on assumption, opinion, or intuition alone. In the Baldrige performance excellence framework, this concept emphasizes collecting meaningful information and analyzing it to support organizational decision-making and improvement.
The key idea is not just having data, but analyzing gathered data so that leadership and management can:
Why the other options are incorrect:
A. Logistics planning
This may involve data, but it is a functional activity, not the core meaning of management by fact.
C. Reports on customer preferences
Customer reports may be one source of information, but management by fact is broader and centered on systematic analysis of data.
D. Employee suggestion output
Employee suggestions may support improvement, but they do not by themselves represent fact-based management.
Quality Management Excellence reference basis:
This answer reflects Quality Management Excellence principles that emphasize:
evidence-based management,
analytical thinking,
use of data for decision-making,
and disciplined evaluation of organizational performance.
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