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Perfect season calculator: how likely is 20–0, 40–0 or an unbeaten season?

A perfect season needs every game won, and the chances multiply. A team that wins nine games in ten goes 20–0 roughly once in every eight tries, and 162–0 about once in 26 million: the same team, a very different result, purely because of length.

Enter one game’s chance of a win — and of a draw, in sports that have them — and the calculator shows the chance of a perfect season, an unbeaten one, and a season with at most one or two losses. It treats every game as having the same chances and the games as independent of each other, which no real season is; the limits below explain what that leaves out.

By Reign Creative LLCPublished More in the sports hubs

Calculate the chance of a perfect season

Enter one game’s chances as percentages. The same chances apply to every game.

Games in a season; league lengths come from the sources listed below. The NFL No. 1 seed option adds the three playoff games a top seed plays. Choose Custom for any other run — 40 fights, a cup run, a tournament.

Leave at 0 in sports without draws.

Perfect season (20–0)12.2%1 in 8.2

At most one loss
39.2% (1 in 2.6)
At most two losses
67.7%
Average record at these chances
18.0–2.0wins–losses
Win chance for an even chance of 20–0
96.6%a game

The formula

Perfect season, n games

P(n–0) = wn

Unbeaten season (no losses)

P(unbeaten) = (w + d)n

Exactly k losses

P(k) = C(n, k) · lk · (1 − l)n − k

Here w, d and l are one game’s chances of a win, a draw and a loss, adding up to 1, and C(n, k) is the number of ways to choose which k of the n games are lost. The last line is the binomial distribution as NIST’s e-Handbook of Statistical Methods writes it, with a loss as one outcome and anything else as the other; “at most one loss” adds the cases for 0 and 1.

NIST notes that the binomial distribution assumes the chance is fixed for all trials. Here that means the same chances in every game, and a result in one game that tells you nothing about the next.

Worked examples

Illustrative chances, not real teams. The table shows the chance of winning every game for three season lengths and three per-game win chances, with no draws:

Chance of a perfect season
Win chance a game20–082–0162–0
80%1.2% · 1 in 86.7<0.1% · 1 in 88.4 million<0.1% · 1 in 5.01 × 10¹⁵
90%12.2% · 1 in 8.2<0.1% · 1 in 5,650<0.1% · 1 in 25.9 million
95%35.8% · 1 in 2.81.5% · 1 in 67.1<0.1% · 1 in 4,060

At 90% a game, 20–0 happens about once in 8.2 seasons, while 162–0 is 1 in 25.9 million. Moving from 90% to 95% a game turns 162–0 into 1 in 4,060: small per-game edges compound over a long season, and so do small weaknesses. For an even chance of going 162–0 a team would need to win about 99.6% of its games; for 20–0, about 96.6%.

With draws, perfect and unbeaten come apart. In a 38-game season where a side wins 70% of games and draws 20%, winning every game is 1 in 770,000, but losing none is 1.8% · 1 in 54.8: the draws carry most of the unbeaten chance.

Where the season lengths come from

  • 162 games: Major League Baseball’s regular season, from the comment to Rule 9.22(a) of the Official Baseball Rules.
  • 82 games: the NBA’s regular season, from its 2026-27 schedule announcement.
  • 17 games: the NFL’s regular season, from the scheduling formula in its Record & Fact Book.
  • 20 games: the same 17 plus three playoff wins. The Fact Book’s postseason schedule gives the No. 1 seed in each conference the only bye, so a top seed plays three playoff games, the last of them the Super Bowl.
  • 38 games: arithmetic rather than one league’s rule — a 20-team league in which every side plays the other 19 home and away.

Any other length — a 40-fight career, a cup run, a short season — works as a custom number of games.

How to read it, and its limits

  • Opponents differ. A real schedule mixes strong and weak opponents, home and away games, and rest and travel, so one chance for every game is a simplification.
  • Games are not independent. Injuries, form and squad rotation link one game to the next, which the model ignores.
  • A per-game win chance is itself an estimate. Small changes to it move the result a long way over a long season, as the table shows.
  • The result is an illustration of how chances compound, not a forecast of any team’s season and not betting guidance.

For why even a dominant simulated team loses, and how simulators turn ratings into results, read understanding probability in sports simulations.

40-0 MMA & Boxing Fight Draft is built around the same target: forty fights without a loss. Its simulators settle each bout on style, ratings and weight class, so the higher-rated fighter does not always get the nod — which is why getting a stable to 40–0 is the whole challenge.

Reign Creative LLC makes 40-0 MMA & Boxing Fight Draft, so we have a commercial interest in it. It is not affiliated with, or endorsed by, any league, team, players’ association or athlete.

Good to know

Frequently asked questions

How is the chance of a perfect season calculated?
By multiplying the chance of winning each game. With the same chance w in every game and games independent of each other, a perfect season of n games has probability w to the power n. This is the binomial distribution’s chance of n successes in n trials, as set out in NIST’s e-Handbook of Statistical Methods.
What is the difference between a perfect season and an unbeaten one?
A perfect season wins every game; an unbeaten one loses none, so draws are allowed. With a win chance w and a draw chance d per game, an unbeaten season of n games has probability (w + d) to the power n. In sports without draws the two are the same number.
Why does the length of the season matter so much?
Because every extra game is another chance to lose, and the chances compound. At 90% a game, 20–0 happens about once in 8.2 seasons, while 162–0 is about 1 in 25.9 million. Raising the per-game chance to 95% makes 162–0 about 1 in 4,060 — still rare, but thousands of times less so.
What win chance would give an even chance of a perfect season?
The n-th root of one half. For a 20-game season that is about 96.6% a game; for 162 games it is about 99.6%. The calculator shows the figure for the season length you choose.
Is the result a prediction?
No. It shows what one simple model implies: the same chances in every game and no link between one game and the next. Real teams face stronger and weaker opponents, travel, rest and injuries, so treat the result as an illustration of how chances compound — not a forecast, and not betting guidance.

Sources

  1. 1.3.6.6.18. Binomial Distribution — e-Handbook of Statistical Methods (opens in a new tab)NIST/SEMATECH — accessed
  2. Official Baseball Rules, 2026 Edition — Rule 9.22(a) Comment (a 162-game schedule) (opens in a new tab)Major League Baseball — accessed
  3. NBA announces schedule for 2026-27 season (82 games each) (opens in a new tab)NBA.com — accessed
  4. Official 2025 NFL Record & Fact Book — scheduling formula and postseason seeding (opens in a new tab)National Football League — accessed

League, governing-body and team names appear here only to identify the formulas and rules being used. Reign Creative LLC's sports games and calculators are not affiliated with, endorsed by or licensed by any league, team, players' association or athlete, and all names and marks belong to their owners.

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