Touchline Intelligence Platform

Football research and decision-support built on StatsBomb Open Data — a relational dataset, a calibrated shot-quality model, and an analyst interface.

Current status

This is an early build. It does not yet contain a shot-quality model, and no performance claim on this site has been evaluated.

Recorded shots — FIFA World Cup 2022

1494 shots shown, 195 of them goals.

Each marker is one recorded shot at its recorded location, attacking towards the right. Filled markers are goals; outlined markers are every other outcome.

All markers are the same size and there is no colour scale. Nothing here is an estimate of chance quality. Marker size and colour gradients are how expected-goals maps encode a model output, and this project has no evaluated model yet.

Conversion rate

10.63% (152 of 1430)

Shots in the public FIFA World Cup 2022 (competition 43, season 106) scope with a known shot type, period and outcome, excluding penalties and penalty-shootout kicks. Shots missing any of those three fields are excluded from both the numerator and the denominator rather than being counted as misses. No filtering by team, player or location.

This is a descriptive summary of the shots currently loaded, not a model and not a prediction. Nothing has been fitted, no split was used, and no performance claim is made. It is also NOT the baseline that models are compared against: that baseline is estimated from the training split alone and scored on validation and holdout rows under the same log loss, Brier score and calibration protocol as every candidate model. Using this full-cohort rate as a prediction on holdout rows would leak those rows' own outcomes into it.