luckadjusted
NFL Week 9 · 2026

Week 1 2022 · September 11, 2022

Browns at Panthers, Week 1 2022: who deserved to win?

The Browns beat the Panthers 26–24, and the replays back it up: with the way both teams actually played, the Browns win 10 of 10. The Panthers had the bounces: fumble bounces alone were worth 17 points of win probability to the Panthers.

An off day for the Panthers: they played far below what the matchup promised. In a fresh game against the Browns they would win 53% of the time; with this day’s form, 3%. The numbers

Before kickoff the Panthers were 57% favorites. The game turned on a luck play (Q4, 0:13 left): C. York made a 58-yard field goal, worth 28 points of win probability to the Browns.

Final

Cleveland Browns 26
Carolina Panthers 24

September 11, 2022 · Bank of America Stadium · Closing line: Panthers −2.5

Luck index +3 Browns about even · −3 Panthers

Each team’s own plays from this game, resampled into new drives 4,000 times: with the way both teams actually played, how often does this performance win? How the replay works

Ten replays. Browns win 10, Panthers win 0.

  1. 1 CLE 52 CAR 16
  2. 2 CLE 30 CAR 0
  3. 3 CLE 32 CAR 7
  4. 4 CLE 29 CAR 7
  5. 5 CLE 33 CAR 14
  6. 6 CLE 33 CAR 17
  7. 7 CLE 26 CAR 14
  8. 8 CLE 17 CAR 7
  9. 9 CLE 28 CAR 21
  10. 10 CLE 13 CAR 10

Three other ways to ask

Each answers a different question, so none of them replaces the replay above.

The closing betting line, turned into a probability. What everyone knew before the game.

The line plus what this game showed, weighted by how much one game can tell. It stays close to the line because one game says little.

Every kick, fumble bounce, drop, conversion and judgment call redrawn; everything else fixed. The narrowest view of luck.

An off day for the Panthers

They played far below what the matchup promised. In a fresh game against the Browns they would win 53% of the time; with this day’s form, 3%.

49 points apart for the Panthers: the gap is how differently this game went from what the two teams usually are.

UnitThis gameUsual levelBetter or worse than usual
Browns offenseEPA per play gained +0.01 +0.12 worse by 0.11
Browns defenseEPA per play allowed +0.07 +0.07 better by 0.00
Panthers offenseEPA per play gained +0.07 +0.05 better by 0.02
Panthers defenseEPA per play allowed +0.01 +0.07 better by 0.06

EPA (expected points added) per play on competitive snaps, turnovers left out because they are valued as luck. Usual level: the team’s earlier games this season plus half of last season, pulled toward the league average. One team’s defense and the other team’s offense are the same snaps, so one game can’t fully say whose day it was; it shows how far this one was from both teams’ norms.

How 4,000 replays ended

Browns win 97% of them, Panthers 3%, counting the 1% still level after regulation as half each. The line is what actually happened: Browns by 2.

Show as a table
Final margin in the replaysShare of replays
Browns by 17+73.9%
Browns by 9–1615.2%
Browns by 1–87.0%
Level after regulation0.8%
Panthers by 1–82.5%
Panthers by 9–160.5%
Panthers by 17+0.1%

Where the luck was

What the luck was worth

Every lucky and unlucky play, weighted by the moment it happened: its swing in win probability, added up by kind. A missed kick in a decided game counts for nothing; the same kick at the end of a tie game can be most of a win.

Swings add up across a game, so in one that went back and forth they can pass 100%. On the scoreboard the same luck was worth +1.7 points to the Panthers: the final margin was Browns by 2, without the luck Browns by 3.7. Luck shares are the fitted ones (how much of each kind is luck).

The kicks

How likely each kicker was to make that kick (his own record, the distance and the weather), and what happened.

  • C. York, 26 yds made · 97% expected
  • C. York, 34 yds made · 93% expected
  • C. York, 36 yds made · 92% expected
  • E. Pineiro, 34 yds made · 93% expected
  • C. York, 58 yds made · 60% expected
Bar: expected chance of a make. Filled dot: made. Open dot: missed or blocked.

Penalties: Browns 9 for 71 yards, Panthers 8 for 96 yards

Every accepted flag, in order, and what it did to the helped team’s chance of winning at that moment, including any play it wiped out (points on the scoreboard in grey). A flag in a decided game is worth nothing; one at the turn of a close game can be worth most of a win. Judgment calls count half toward luck; pre-snap fouls, which repeat, don’t count. How calls are valued

WhenFlagWin probability for
Q1 8:46 Offensive Holding on the Panthers (Ian Thomas), 10 yards, wiping out the play +8% CLE +2.6 pts
Q1 6:45 Offensive Holding on the Browns, 10 yards, wiping out the play +6% CAR +1.8 pts
Q1 5:04 Defensive Holding on the Panthers (Jaycee Horn), 5 yards +5% CLE +1.5 pts
Q1 1:11 Roughing the Passer on the Browns (Taven Bryan), 15 yards +7% CAR +1.8 pts
Q1 1:11 Delay of Game on the Panthers, 5 yards · pre-snap +2% CLE +0.3 pts
Q1 0:35 Unsportsmanlike Conduct on the Panthers, 7 yards +2% CLE +0.6 pts
Q2 11:02 Defensive Pass Interference on the Panthers (C.J. Henderson), 34 yards, wiping out the play +22% CLE +7.4 pts
Q2 1:17 Low Block on the Panthers (Xavier Woods), 15 yards +5% CLE +1.4 pts
Q2 1:17 False Start on the Browns (Amari Cooper), 5 yards · pre-snap +1% CAR +0.4 pts
Q2 0:21 Illegal Formation on the Browns, 5 yards · pre-snap 0% CAR +1.8 pts
Q3 8:51 Delay of Game on the Browns, 5 yards · pre-snap +1% CAR +0.7 pts
Q3 6:59 Defensive Pass Interference on the Browns, 6 yards +3% CAR +1.0 pts
Q3 2:59 Delay of Game on the Browns, 5 yards · pre-snap +1% CAR +0.4 pts
Q4 6:02 Ineligible Downfield Pass on the Browns, 5 yards +7% CAR +1.2 pts
Q4 2:42 Defensive Holding on the Panthers (Jaycee Horn), 5 yards +5% CLE +0.8 pts
Q4 1:36 Horse Collar Tackle on the Browns (John Johnson), 15 yards +14% CAR +1.8 pts
Q4 1:13 Roughing the Passer on the Panthers (Brian Burns), 15 yards +2% CLE +0.6 pts

Browns penalties, every game · Panthers penalties, every game · All teams, 2022

When it happened

Panthers’ chance of winning

As low as 0% and as high as 66%. Numbers mark the biggest luck moments, listed below.

nflfastR’s in-game win probability. It ignores the betting line, so it starts near even. Shaded above the middle while the Panthers were ahead in it, below while the Browns were.
#WhenWhat happenedWin probability forNext drive
1 Q1 9:20 The Browns were stopped on 4th & 33rd & 4th downs · 53% expected +8% CAR CLE: Punt
2 Q1 8:46 Offensive Holding on the Panthers (Ian Thomas), 10 yards, wiping out the playJudgment calls · 6 flags in 1783 snaps before, position avg 1 per 282 +8% CLE CLE: Punt
3 Q2 11:02 Defensive Pass Interference on the Panthers (C.J. Henderson), 34 yards, wiping out the playJudgment calls · 3 flags in 903 snaps before, position avg 1 per 216 +22% CLE CLE: Touchdown
4 Q2 7:49 The Browns converted 3rd & 93rd & 4th downs · 29% expected +7% CLE CLE: Touchdown
5 Q3 14:11 The Browns converted 3rd & 73rd & 4th downs · 34% expected +8% CLE CLE: Field goal
6 Q4 1:36 Horse Collar Tackle on the Browns (John Johnson), 15 yardsJudgment calls · 2 flags in 2655 snaps before, position avg 1 per 548 +14% CAR CAR: Field goal
7 Q4 1:27 The Panthers fumbled and recovered it themselvesFumble bounces · loose balls are close to 50/50 +9% CAR CAR: Field goal
8 Q4 0:13 The game turned hereC. York made a 58-yard field goalKicks · 60% expected for him, 0 of 0 from 45+ before +28% CLE –

Missing players

Key players (usually on the field for half the snaps or more) who missed this game or part of it, valued by position and quality. The same players are missing in every replay, so this counts as luck in points only.

  • Zane Gonzalez (CAR K), out (IR) · 0.3 pts
  • Greedy Williams (CLE CB), out (IR) · 0.3 pts

Adjust the assumptions

Disagree with how much of a fumble bounce or a pass interference call is luck? Change it and the coin-flip replay reruns in your browser.

Only coin-flips re-rolled

Browns 67% · Panthers 33%

Final margin
Browns by 2
Luck in points
1.7 for the Panthers
Luck-adjusted margin
Browns by 3.7
Replay with same day's form
Browns 97% · Panthers 3% unchanged: why
How much of each is luck?

0% treats it as skill, 100% as pure luck. The tick is our fit.

What counts

None by default: our tests measured no carryover after a lucky break. Slide it up to count a break for more than its own swing. Why

Flip a play

Force the other outcome, in this game and in every replay: a made kick becomes a miss, a stop becomes a conversion, a flag goes the other way.

About these numbers

Play-by-play and win probability from nflfastR via nflverse; kicks valued against each kicker’s own record; drops and interception-worthy throws from FTN charting; injuries from snap counts and injury reports.

Methodology and validation · All Week 1 2022 games · Browns · Panthers

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