How Taktig estimates matches
A transparent statistical model — not an "AI confidence score". Here's exactly what it does, and how well it has performed.
The Poisson goal model
- League baseline. From completed matches in the same competition we compute average home goals (H) and away goals (A). The gap between them is the home advantage.
- Team strengths. Each team's attack = goals scored ÷ goals expected from the league average; defence = goals conceded ÷ goals expected. Recent matches count more (180-day half-life), and each rating is pulled towards average by a prior worth four matches, so a few freak results don't dominate.
- Expected goals. Home xG = H × home attack × away defence; away xG = A × away attack × home defence.
- Scorelines. Goals for each side are modelled as Poisson distributions. We compute every scoreline from 0–0 to 10–10, then sum them into home win, draw, away win, over/under 2.5 goals and both teams to score. The three outcomes are normalised to exactly 100%.
- Uncertainty. Each estimate shows a data-quality label (how many matches back it) and, for Premium, an approximate range from rating uncertainty. With fewer than three completed matches per team, we show no estimate at all.
Known limitations: the model does not know about injuries, suspensions, lineups, transfers, weather or motivation, and assumes goals are independent. Cup competitions use only matches within that cup.
Historical validation
Walk-forward backtest: every match is predicted using only results available before it kicked off, then compared with what happened. "Baseline" simply uses how often home wins, draws and away wins happened before. Lower Brier score and log loss are better.
Live tracking
Every estimate published before kickoff is stored and scored once the result is in.
Not enough finished matches with stored pre-match estimates yet. Results appear here as matches are played.
Forecasts are statistical estimates, not predictions of certainty and not guarantees of any result or profit. Football is uncertain — even strong favourites often fail to win. Taktig does not take bets. 18+ only. Responsible gambling