<ul><li>Data publishing remains a challenge despite advancements in technology, requiring context, consistency, and clarity to transform raw numbers into actionable insights.</li><li>Ravish Mishra of Angel One discussed the importance of data storytelling during a session at the DES 2025 summit, urging companies to move towards meaningful narrative-driven data architectures.</li><li>Mishra emphasized the significance of data value and veracity, highlighting the challenges posed by the increasing volume of data and the presence of noise such as quality, semantic, temporal, and structural inconsistencies.</li><li>He proposed a framework for decision-driven data systems focusing on stability, immutability, fixed contracts, SLAs, and semantic clarity to transform data from noise to narrative, emphasizing the encoding of decisions within data models.</li></ul>

What Every Business Must Know About the Peril of Data Noise

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