Which approach emphasizes data-driven analysis to diagnose problems and justify change?

• A. Analytical approach
• B. Collaborative approach
• C. Facilitation approach
• D. Design approach

Answer: (A)

Data-driven problem diagnosis and justification for change is the analytical approach. This method centers on gathering and analyzing relevant data—performance metrics, process measurements, root-cause analysis—to understand what isn’t working and to demonstrate, with evidence, why a change is needed. This objective, data-backed reasoning helps build a solid case for change rather than relying on opinions or discussions alone. The other approaches focus on different dynamics: collaborative approaches emphasize stakeholder input and consensus, facilitation guides group discussions and decision-making, and design focuses on creative solution development and prototyping. Because it foregrounds data and evidence to diagnose issues and justify change, this approach fits best.