Jonathan Stoop

The next generation of football analysts will learn to understand the complex and dynamic reality of the game rather than accepting reductive oversimplifications. Technical skill is only a fraction of each player interaction. Evaluating players solely based on what is visible reduces individuals with unique perceptions and intentions to singular components that can be added or subtracted from a larger integrated system. This rigid schematic lens fails to account for the real levers of football performance - shared sense-making, self-organization, co-regulation. Analysts who can apply an ecological lens will articulate a much richer interpretation of player and game context. Scouting becomes less about a "measurement" of technical ability and more about how unique individuals respond and adapt within the game's active dynamics.

Eghbali asked a Director at an elite club how he uses data, he said data is his eyes, no data. Likely Luis Campos at PSG, but this clown thinks he's doing wrong and should use data. Which is why Chelsea sign players like Garnacho, now El Mala, no real scouting. It's his model.

Is a data-driven competitive advantage possible anymore at PL level? Too saturated now. Unless you have access to unique datasets (Brighton). This is more about not being left behind. Pushing ahead of the competition requires differentiation, not being "as good as" other teams.

I've listened to this 3 times in the past year. Each time I take something different with me, it's intensely potent with insights. This is like a user manual for living life like a work of art.

Khusanov's USP. Context-independent skill: speed in large spaces, instant deceleration Context-dependent skill: direction of speed, timing of deceleration, angle of body shape Elite potential = elite context-independent skills + conditions to develop context-dependent skills.

I've listened to this 3 times in the past year. Each time I take something different with me, it's intensely potent with insights. This is like a user manual for living life like a work of art.

New research on head coach recruitment at MCO groups surfaces the limitations of data-driven approaches for scouting coaches. Relying on performance metrics biases the search towards established names. Young, talented coaches don't have head coach data because they have yet to become one. Filtering by head coach data filters them out. The better search method is human-oriented. Speaking to people who've worked with them. Listening to press conferences. Personality is a higher-order indicator than tactical acumen. Coaching succession planning is as consequential as player succession planning. MCOs have a structural advantage: multiple contexts. Single clubs hyper-specify roles because they only have one job in one context to fill. MCOs can find the best people and build roles around them - the role specs adjust to the coaching profile, not the other way around. The idealized coaching pipeline mirrors the player pipeline: > Build a talent pool > Place them in the right context > Develop > Promote

New research on head coach recruitment at MCO groups surfaces the limitations of data-driven approaches for scouting coaches. Relying on performance metrics biases the search towards established names. Young, talented coaches don't have head coach data because they have yet to become one. Filtering by head coach data filters them out. The better search method is human-oriented. Speaking to people who've worked with them. Listening to press conferences. Personality is a higher-order indicator than tactical acumen. Coaching succession planning is as consequential as player succession planning. MCOs have a structural advantage: multiple contexts. Single clubs hyper-specify roles because they only have one job in one context to fill. MCOs can find the best people and build roles around them - the role specs adjust to the coaching profile, not the other way around. The idealized coaching pipeline mirrors the player pipeline: > Build a talent pool > Place them in the right context > Develop > Promote