Sportsbook tools

Poisson Calculator: Goal Odds and Scorelines

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Quick answer

Goals in low-scoring sports are often modeled as Poisson counts: the chance a team scores k goals is e^(−λ) × λ^k ÷ k!, where λ is its expected goals. Multiply the two teams' chances for each scoreline, then add up the scorelines for each result.

Key facts

  • The Poisson distribution gives the probability of a given number of events with a known average rate (Wikipedia, Poisson distribution).
  • P(k goals) = e^(−λ) × λ^k ÷ k! for expected goals λ.
  • Treating the two teams as independent Poisson counts is the standard simple model for soccer scores.

If you know roughly how many goals each team is expected to score, the Poisson model turns that into a full set of probabilities: who wins, how likely a draw is, how many goals to expect and which scorelines come up most. It's the standard first model for soccer and other low-scoring games. It runs in your browser, sends nothing anywhere and forgets your numbers when you close the page.

Poisson goals calculator

Turn on JavaScript to use the calculator. The worked example below shows the same math by hand.

What you enter and what you get

You enter

You get

How the calculator works

  1. For each team, the chance of k goals is e^(−λ) × λ^k ÷ k!.
  2. Multiply the two teams' chances to get each exact scoreline.
  3. Add the scorelines where home > away, equal, or home < away for the three results.
  4. Add the scorelines above the line for the over, and where both teams score for BTTS.

A worked example

Expected goals of 1.6 for the home team and 1.1 for the away team, with a 2.5 goal line.

Item Result
Home / draw / away 49% / 25% / 26%
Over 2.5 goals 50.6%
Under 2.5 goals 49.4%
Both teams score 53.2%
Most likely score 1-1 (11.8%)
Second 1-0 (10.8%)
Third 2-1 (9.5%)
Fair odds home / draw / away +104 / +302 / +282

What the calculator leaves out

How we checked it

Before it went on the page we checked it against a case worked by hand: two equal teams have to get equal win chances and the draw chance the model gives for that scoring rate. The calculator is also run against thousands of odd entries such as blanks, zeros and huge numbers, so a bad entry shows a plain prompt and never a wrong number. The worked example above comes from the same code the calculator runs.

At a sweepstakes sportsbook

Soccer markets at a sweepstakes sportsbook are priced by that site, so you can compare its prices with the fair odds this model produces. The model's output is a probability, not a recommendation. See Sweepstakes vs Social vs Real-Money Casinos for how these sites differ from regulated sportsbooks.

Betting math is not betting advice. Only play with money you can afford to lose, and if gambling stops being fun, call or text 1-800-GAMBLER.

Frequently asked questions

What are expected goals?

The average number of goals a team is expected to score in the match, from your own model or a published estimate.

Why do draws look higher in real matches?

Real matches have some dependence between the teams' goals. Adjusted models correct for it, and this simple one doesn't.

Can I use it for hockey?

Yes, for a rough view, using each team's expected goals. Hockey has more scoring, so check how well it fits your data.

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ReloadRush editorial team

Written by the ReloadRush editorial team with the help of AI writing tools, and reviewed by a person before it goes live.

Sources

  1. Poisson distribution, Wikipedia (read 2026-10-05)
  2. Probability, Wikipedia (read 2026-10-05)

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