Player form & fatigue.

Two ways in, pick yours.

The signal, in full.

Pass the match state; receive a complete, model-backed read.

1. 01

   Form rating

   Recent scoring (exponentially weighted) against the player's own career baseline, labelled red-hot, in-form, steady, cold, or out-of-form.

   formform_ratio

2. 02

   Fatigue flag

   Recent bowling workload over the last few appearances, flagged low, moderate, or high, a heavily-worked bowler is a fade signal.

   bowl_fatigue

3. 03

   Gated to real players

   Restricted to 502 established IPL players with stable histories, so ratings surface genuine stars rather than small-sample noise.

   career_avggames

Measured against each player's baseline.

Fit on a large archive of completed professional matches, then validated on unseen games. The intelligence lives in the model.

• Established-player gate

  Only 502 IPL players with 15+ games and a stable baseline, deliberately excludes minnow-league noise.

  gated

• Exponentially-weighted form

  Recent innings weighted more heavily, divided by career average.

  proprietary methodology

• Workload tracking

  Bowling balls over the last three appearances, bucketed low/moderate/high.

  feature-engineered

• Real career baselines

  Every rating is relative to the player's own history, not a league average.

  per-player

What comes back.

{
  "player": "Ishan Kishan",
  "form": "in-form",
  "form_ratio": 1.1,
  "bowl_fatigue": "low",
  "career_avg": 37.5
}

Use cases.