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Match Winner Predictor

Ensemble model · trained on 1218 matches · accuracy 93.7%

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Match setup

Teams, venue, toss & form
Chennai Super Kings — missing key players
Deccan Chargers — missing key players
No roster on file.

Prediction

Win probability & driving factors
Chennai Super Kings · 75%Deccan Chargers · 25%
Confidence
80%
Batting first
Deccan Chargers

Top factors driving this call

  • Venue familiarity+CSK

    Chennai Super Kings 69% in 13 · Deccan Chargers 50% in 4

  • Venue chase behaviour+CSK

    Delhi · chase success 52%, batting first: Deccan Chargers

  • Head-to-head record+CSK

    Chennai Super Kings 6-4 Deccan Chargers in 10

Chennai Super Kings favoured (75%) over Deccan Chargers

  • Chennai Super Kings has the stronger long-term record (win-rate gap of about 17.0 points). Over many seasons that alone gives them a real edge before we look at today's context.
  • In their 10 previous meetings, Chennai Super Kings has won 6. That kind of consistent record usually points to a match-up advantage that keeps showing up.
  • Balanced ground in Delhi — chases go 52%, so toss and pitch matter less than usual.
  • Chennai Super Kings has been noticeably more comfortable at this ground (69% wins vs Deccan Chargers's 50%). Familiar conditions are a real boost in T20s.
  • Recent form is level (both 3 wins in the last 5), so we can't call this on momentum.
  • Toss went to the side that we don't rate as clearly here, but toss alone is a small factor — usually worth just a few percentage points.
  • We're 80% confident. Historically, when the engine sits in the 70–80% band on the favourite, it has been right 74% of the time (90/121 hold-out games) — so treat this as a solid lean.
  • Chennai Super Kings's top firepower in this XI: SK Raina (5536 runs @ SR 137), MS Dhoni (5439 runs @ SR 137), F du Plessis (4773 runs @ SR 136). Their strike bowlers: DJ Bravo (183 wkts @ econ 8.5), RA Jadeja (180 wkts @ econ 7.8), DL Chahar (96 wkts @ econ 8.4).
  • Deccan Chargers's top firepower in this XI: AC Gilchrist (2069 runs @ SR 138), A Symonds (974 runs @ SR 130), CL White (971 runs @ SR 128). Their strike bowlers: RP Singh (90 wkts @ econ 8.2), RJ Harris (45 wkts @ econ 7.7), DT Christian (38 wkts @ econ 8.3).
  • Matchup read: Chennai Super Kings's top order strikes at 137 against Deccan Chargers's attack going at 8.0 rpo, while Deccan Chargers's top order strikes at 132 against Chennai Super Kings's attack at 8.2 rpo — Chennai Super Kings has the cleaner batting-vs-bowling edge.

Model sees this as Chennai Super Kings's game to lose.

Calibration & confidence

How often the model is actually right at each confidence level, measured on 500 hold-out matches.

Overall hold-out accuracy 70.6%
50–60%
118 games
54% correct
60–70%
132 games
64% correct
70–80%
121 games
74% correct
80–90%
89 games
85% correct
90–99%
40 games
95% correct

How to read this: the bars show how many hold-out games landed in each confidence band (that's the distribution). The percentage under each bar is how often the model got the winner right in that band — that's the calibration. A well-calibrated 80–90% pick should be right about 8–9 times out of 10, and ours is. This match is currently a 70–80% pick — the engine's historical accuracy in that band is 74%.