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Moreover, roof features such as valleys, ridges, and hips also contribute to the shingle estimate. Valleys, where two roof planes meet, typically require additional shingles to ensure effective water runoff. Similarly, hips, where two roof slopes meet, and ridges, the highest points of the roof, also require special attention in estimation due to the need for extra materials to cover these areas adequately.
shingle estimate

Another area where granular loss is critical is data management. With the exponential growth of data in today’s digital landscape, organizations face the challenge of maintaining data integrity. Small data inaccuracies or inconsistencies can lead to poor decision-making and lost opportunities. For example, a slight error in customer information may disrupt targeted marketing campaigns, leading to a significant loss in revenue. Utilizing data validation techniques and employing robust data governance frameworks are essential strategies to combat granular loss in this domain.
granular loss
