Data is not the same as insight
A recorded event is data. A rate or score is a metric. A chart is a representation. Insight appears only when those elements are interpreted against a meaningful football question.
Metrics need definitions
Two systems can use the same label while measuring different things. Before comparing numbers, readers should know what was counted, the observation window and what the metric does not capture.
Models simplify reality
Every analytical model selects information and leaves other information out. That is not automatically a flaw; it is why transparent interpretation and limitations matter.
Visualisations should answer questions
Radars, heatmaps and rankings are useful when their purpose is clear. They become dangerous when visual impact encourages conclusions the underlying evidence cannot support.
Analytics and scouting work best together
Analytics can help surface players, patterns and questions at scale. Scouting can add tactical, behavioural and contextual interpretation. The combination is stronger than treating either as complete on its own.