Champion Outlook

The top four champion candidates, with simple model explanations for why they rate highly and what could still go wrong.

Live Match Center

Delayed-live score state, scorers, cards, substitutions, and the pre-match model unless a validated in-play updater is added later.

Tournament Story

The latest title-race headlines, generated directly from published forecast artifacts.

Availability Watch

Suspensions, absences, and lineup concerns that could still move the forecast.

Forecast Signals

See how the model compares with reference market probabilities for current-round matches.

Bookmakers aggregate vast amounts of information, including injuries, team news, historical performance, expert opinion, and market activity, into implied probabilities. Rather than copying the market, Kindy Analytics uses it as one of many inputs to independently estimate match outcomes.
These comparisons help highlight where the model agrees with the broader consensus and where it reaches different conclusions. They are provided for research and educational purposes only.
Forecast Signals use the latest successful refresh and may pause when live or reference-market data becomes delayed.

Signal Framing

Conviction reflects the quality and consistency of the evidence supporting a forecast, not the chance that the forecast is correct.

Current-Round Forecasts

Confirmed knockout fixtures with one authoritative estimated score, the latest forecast, and only the changes that matter.

Model vs Market

Where the model is closest to, or furthest from, the reference market right now.

Reference market comparisons are shown for analysis only and should be interpreted with the broader forecast context.
Reference market prices are comparison points, not instructions.

Model Performance

Public-facing evaluation metrics based on officially captured pre-match forecasts only.

Stage Forecast Review

Stage calls are scored against the final forecast published before each decisive result.

Completed Match Review

Official scoring uses the captured original pre-match prediction when available, so you can compare what the model thought before kickoff with what actually happened.

Knockout Map

Select a team to trace its route through the bracket. Winners advance automatically as official results arrive.

Remaining Stage Probabilities

The selected team’s path from here: next stage, deep run, final, and title chances.

Standings Validation

Internal standings are checked against football-data.org tables. Warnings only appear if they disagree.

Champion Probability Chart

Remaining teams only by default, sorted by champion probability. Toggle eliminated contenders when you want the full tournament context.

Diagnostics

A public health summary of the forecast dashboard. Technical implementation details stay hidden by default.

Advanced diagnostics