Scranton Stranglers • playoffs • 2020–2025 · 30 postseason games

May the Best
Team Win?

May the best team win is a blessing you say before a game, not a prediction. Put a question mark on it and it becomes a claim you can check — and over six BWAFF postseasons the answer is no, with a reason. Scranton have gone 67–16 across six regular seasons and West Waco 62–21. Between them they have twelve playoff appearances and two titles — exactly as many as two franchises that went a combined 66–100 and qualified once apiece. This is not choking. There is no fantasy defense, so nothing about a dominant team gets worse in January — but ten of its fourteen regular-season games were against franchises that put 41.7 fewer points on the board. Against the teams that actually reach the bracket, the league’s best have won 68.2%, not 78.4%. Compound that over three rounds and it is 31.7%.

By The Desk Staff Written straight. No house style beyond clarity.

60.0%of games won by the higher seed

6champions in six seasons

78.4% → 68.2%win rate overall, then vs playoff teams

18.2PF/wk edge between playoff opponents — against 48.1 of noise

The six champions

The bracket is the same every year: six teams, the top two seeds on a bye, 3v6 and 4v5 in the opening week, semifinals, then a final. The winner is the Ledgerman. In 2020 it ran a week early, and the reason is outside the league entirely: the NFL added a seventeenth game in 2021. BWAFF’s regular season went from thirteen weeks to fourteen with it, and the bracket moved from week 14 to week 15. MFL records that move twice over — the bracket’s own startWeek and the league’s lastRegularSeasonWeek — and the harvester reads both and refuses to run if they ever disagree, because a disagreement would mean the season has changed shape again.

Six seasons, six names. No franchise has defended a title, and only one of the six — the 2023 Silver Swans, sixth in the league in points that year — won it from outside the top three scorers.

The seed is worth something. It is not worth much.

The higher seed has won 18 of 30 playoff games — 60.0%. The team with more regular-season points has won 17 of 30, or 56.7%. Both are better than a coin flip and neither is close to a rule. Fourteen weeks of evidence buys you a three-point edge on a single game.

Read the bottom two rows together, because they are the strangest thing in the table. The 5 seed is 1–6 and has never reached a final. The 6 seed is 6–6 and has reached two. The team seeded one place lower has been six times the threat. Whatever separates the fifth-best team in this league from the sixth-best, the bracket has been finding the opposite of it for six years.

Inside the six-team field the seeding barely orders anything. The rank correlation between a team’s seed and the number of playoff games it goes on to win is 0.095. Regular-season points do no better at 0.077. The one measure with any grip is raw regular-season wins at 0.351, and that is a modest relationship carried by 36 team-seasons.

The dominance trap

This is the part worth sitting with. Two franchises have owned the regular season for six years:

Between them: 129–37 in the regular season, twelve playoff appearances, two titles.

Now the other side of the ledger.

Between them: 66–100 in the regular season, two playoff appearances, two titles. The same haul as Scranton and West Waco, off a third of the regular-season wins and a sixth of the appearances. Every one of those four franchises has exactly one ring.

And the nearly-man belongs in the same frame. Willamette Valley have gone 50–33 and qualified four times, and have never reached a final — 3–4 in the postseason, eliminated every year. San Diego, at the other end, have not qualified once in six seasons.

Why: the record was built against teams that are not in the bracket

First, the check. If opponent quality affected your scoring, it would show up here. It does not:

Your own scoring is essentially flat — and what small gap there is runs about 3.2 standard errors, so it is probably not pure noise, but it cannot be defense, because none exists. It is unexplained and is logged as an open question rather than explained away. What changes, by 41.74 points and roughly 22 standard errors, is the other side of the scoreboard.

So the record was always inflated, and not by anything the dominant team did. Ten of a fourteen-game schedule is played against franchises that miss the bracket, and those franchises put 41.7 fewer points on you. A 12–2 record is mostly a record against teams that will not be there in January.

They were a 68% team against playoff-calibre opposition all along. That is the number that was always going to apply once the bracket started, and it does not survive being compounded: 46.5% to win two games as a top-two seed, 31.7% to win three from a lower one. A team that looked like a 78% juggernaut in November was, against the only opponents that were ever going to matter, a coin flip with a lean.

And the single game is decided by variance

The gap between two playoff teams’ scoring averages 18.19 points a week. A franchise’s own week-to-week standard deviation is 32.99, so a single game’s margin carries a standard deviation of 48.08.

the favourite’s advantage, drawn against the thing that decides the game

That is z = 0.38, which predicts the favourite wins 64.5% of the time. The favourite by regular-season scoring actually won 56.7% — 17 of 30. One standard deviation on a proportion measured over thirty games is about 8.7 points, so the prediction and the outcome agree inside sampling noise. Nothing is left over for choking to explain, or for clutch, or for a flawed bracket.

How good would you have to be?

No team in BWAFF history has ever been dominant enough to be a 75% favourite in a single playoff game. Even the 41.1 points that separate the best teams from the league average — a figure quoted here only as context for how a gaudy record gets built, never as an edge that shrinks — falls short of the 62 needed to be a 90% favourite. Three rounds of a coin flip with a lean is what this format is, and six different champions in six years is what that looks like.

So what decides it: form, not quality

If the favourite is only a z = 0.38 favourite, then the title goes to whoever happens to play above himself in three specific weeks. That is exactly what the record shows, and it is the direct consequence of the section above rather than a separate finding.

One control first, because it is worth points. There are no NFL bye weeks in the fantasy playoffs — verified, not assumed: every playoff week returns sixteen games and all thirty-two teams playing. A regular-season roster is often missing someone, and a bye-free week is worth 15.58 points over one with a hole in it. So a champion’s regular-season baseline is depressed and the swing below is shown both raw and re-based on his bye-free weeks only. The bye-week drag is a bigger story than this footnote and it is told separately — see the-bye-week-tax.

Five of six champions outscored their own regular-season average, by a mean of +14.0 points a week — +11.8 once the bye weeks come out of the baseline. The other teams in those fields averaged −22.6 raw and −20.7 re-based. Champions are not the teams that were best; they are the teams that were hottest, and at this edge-to-noise ratio those are close to independent.

So the bye is worth about a sixth of the champion’s apparent heat, and almost nothing to the comparison between champion and field: the gap moves from +36.5 to +32.5. That is the expected result rather than a lucky one — the same bye drag sits in everyone’s regular-season baseline, so it very largely cancels when two of those baselines are subtracted from each other. It matters for the absolute number and not for the finding.

The bye does not look like an advantage

Seeds 1 and 2 skip the opening week. Coming back from that rest they are 7–5 — and the recent record is worse than the whole. In 2024 and 2025 the four teams returning from byes went 1–3, including both of 2025’s.

Twelve games is far too few to call rust a real effect, and this page will not. What can be said is narrower and still useful: the bye has not been converting into anything measurable. Scranton’s 131.9 in 2022 and West Waco’s 114.4 in 2025 are two of the worst scores any team has posted in a playoff game, both by a top-two seed, both in their first week back.

The upsets, in full

Twelve of the thirty games went to the lower seed. West Waco appear in four of them as the beaten favourite.

2024 and 2025 account for seven of the twelve. Both of those brackets sent a 6 seed to the final, and neither 6 seed won it.

So: may the best team win?

As a benediction it is a wish, and the league grants it about as often as a wish deserves. As a question it has an answer, and the answer is no — and not because anyone chokes.

The best team wins its individual playoff game 56.7% of the time, which is exactly what an 18-point edge against 48 points of noise should produce. Stack three of those and the most dominant regular season on record converts to a title less than a third of the time. Nothing in six years of results needs an explanation beyond that. The format does not ask who is best. It asks who is best over three specific weeks in December, and those are different questions with different answers — which is why six seasons have produced six champions, and why two of them belong to franchises with no other claim to the decade at all.

The practical reading for a roster-builder is narrower than “seeding is meaningless.” The top two seeds still take 7 of the 12 finalist slots and 4 of the 6 titles — being good is worth a great deal. But it buys entry and a shorter path, not the trophy. The marginal value of climbing from the 4 seed to the 2 seed is small next to the marginal value of simply being in the field at all, and every champion in league history is a team that qualified. Build to make the bracket. What happens inside it is a coin with a lean on it.