Data analysis has become the backbone of modern decision-making. Businesses rely on insights generated through analytics to identify trends, forecast outcomes, and create strategies. However, not every analytical output can be taken at face value. A critical approach is required to ensure the results are valid, unbiased, and aligned with business objectives.