MatchLab XI

Read the pitch. Pick your XI.

Your match-day edge

Aryan's workspace

Single-user app, no sign-in. The demo match is synthetic and kept separate.

Gemini Flash · CricketData · Cricsheet · Open-Meteo

MatchLab XIAryan's workspace

Checking stored predictions and actual points…

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Checking stored predictions and actual points…

Learning Lab

A better process, every match.

Find repeated errors in stored predictions vs actual points, then approve or reject bounded weight changes.

Real efficacy metrics · synthetic data excluded

Reviewed matches

Aryan's real matches

Player results with actuals

MAE n/a pts

Bias (predicted − actual)

n/a

Positive bias = overprediction

Predicted vs actual player points (mean per match)

0 matches · 0 player results

No reviewed matches yet. Save a team, then enter actual points in Match Review.

A group is flagged only with ≥12 results across ≥3 matches, a bias above threshold, and the same direction in ≥60% of matches.

Minimum-evidence gateNot met

0/30 player results · 0/3 matches. 0/30 player results with actual points entered. 0/3 completed matches reviewed.

Bounded change to factor weights / role multipliers. Applies to future matches only.

No pending proposal

Not enough reviewed results to propose any change. Keep entering actual points after matches.