Stories tagged with Shivani explore how modern data teams are evolving, and what that means for the quality, reliability and impact of data across an organisation. Through clear, practical explanations, Shivani examines the roles that make up today’s data function, how they fit together, and why their collaboration is essential for trustworthy reporting and successful AI initiatives.

By reading Shivani’s work, you can expect grounded insights into team structures, emerging specialist positions and the everyday challenges of poor data quality. These stories are useful for anyone looking to design or refine a data team, improve decision-making with better data, or understand how people, processes and technology combine to unlock the value of analytics and AI.