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Katy Dzioba

Head of Data and Insight, United Learning Trust

1 Workshop series one

Ensuring valid inferences: approaches to improving data quality

This session explores the hows and whys of high-quality data for effective predictive and prescriptive analytics in school trusts. We’ll identify which datasets require the most rigorous quality standards and discuss practical steps to improve data accuracy and reliability across trust systems. With a focus on the principle of “junk in, junk out,” attendees will gain insights into building a stronger foundation for data-driven decision-making.