WATCH: Kognia Q&A on data analysis in an academy environment
- Feb 26
- 1 min read
A new long‑form conversation on our YouTube channel brings academy data work into sharp focus. In this Q&A, Ryan DeFreitas, with more than a decade of experience across Leicester City’s academy and Manchester City, breaks down how youth environments can build a sustainable, impactful analysis culture.
What the session covers
The discussion is structured around three pillars:
Benchmarking: How academies can define clear reference points for player development, create meaningful comparisons and use data to support long‑term progression rather than short‑term judgement
First‑team transition: Practical insights into preparing young players for the demands of senior football, and how data can help bridge the gap between academy and first team
Implementation & adoption: The realities of embedding data processes in an academy: workflows, communication, staff alignment, and building a culture where data becomes part of everyday decision‑making
Why it’s worth watching
The conversation provides an honest look at what actually works inside elite academies: how to structure analysis teams, how to communicate insights effectively and how to ensure data genuinely supports coaches and players.
For clubs looking to modernise their development pathway, it’s a rare window into proven practice from someone who has lived it at the highest level.
For more information on how Kognia can support your academy, please get in touch: info@kogniasports.com




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