luckadjusted
NFL Week 9 · 2026

Week 2 2023 · September 17, 2023

Bears at Buccaneers, Week 2 2023: who deserved to win?

The Buccaneers beat the Bears 27–17, and the replays back it up: with the way both teams actually played, the Buccaneers win 10 of 10. The Bears had the bounces: kicks alone were worth 25 points of win probability to the Bears.

An off day for the Bears: they played far below what the matchup promised. In a fresh game against the Buccaneers they would win 35% of the time; with this day’s form, 5%. The numbers

Before kickoff the Buccaneers were 57% favorites. The biggest swing (Q4, 2:12 left): Return touchdown by the Buccaneers, worth 23 points of win probability to the Buccaneers.

Final

Chicago Bears 17
Tampa Bay Buccaneers 27

September 17, 2023 · Raymond James Stadium · Closing line: Buccaneers −2.5

Luck index +5 Buccaneers about even · −5 Bears

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. Bears win 0, Buccaneers win 10.

  1. 1 CHI 23 TB 26
  2. 2 CHI 20 TB 26
  3. 3 CHI 17 TB 27
  4. 4 CHI 14 TB 25
  5. 5 CHI 17 TB 30
  6. 6 CHI 10 TB 26
  7. 7 CHI 0 TB 19
  8. 8 CHI 23 TB 45
  9. 9 CHI 0 TB 25
  10. 10 CHI 0 TB 30

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 Bears

They played far below what the matchup promised. In a fresh game against the Buccaneers they would win 35% of the time; with this day’s form, 5%.

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

UnitThis gameUsual levelBetter or worse than usual
Bears offenseEPA per play gained +0.07 +0.07 worse by 0.01
Bears defenseEPA per play allowed +0.23 +0.19 worse by 0.05
Buccaneers offenseEPA per play gained +0.23 +0.04 better by 0.19
Buccaneers defenseEPA per play allowed +0.07 +0.09 better by 0.02

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

Bears win 5% of them, Buccaneers 95%, counting the 1% still level after regulation as half each. The line is what actually happened: Buccaneers by 10.

Show as a table
Final margin in the replaysShare of replays
Bears by 17+0.1%
Bears by 9–160.7%
Bears by 1–83.2%
Level after regulation1.1%
Buccaneers by 1–88.6%
Buccaneers by 9–1620.1%
Buccaneers by 17+66.2%

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 +7.4 points to the Bears: the final margin was Buccaneers by 10, without the luck Buccaneers by 17.4. 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. McLaughlin, 26 yds made · 97% expected
  • C. McLaughlin, 40 yds blocked · 87% expected
  • C. Santos, 52 yds made · 66% expected
  • C. McLaughlin, 25 yds made · 97% expected
Bar: expected chance of a make. Filled dot: made. Open dot: missed or blocked.

Penalties: Bears 5 for 28 yards, Buccaneers 7 for 54 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 11:58 Offensive Holding on the Buccaneers, 10 yards +10% CHI +2.2 pts
Q1 0:19 False Start on the Buccaneers, 5 yards · pre-snap +3% CHI +1.0 pts
Q2 9:19 Offensive Holding on the Buccaneers, 9 yards, wiping out the play +5% CHI +1.8 pts
Q2 4:57 False Start on the Bears, 5 yards · pre-snap +4% TB +0.7 pts
Q2 0:22 Unnecessary Roughness on the Bears (Greg Stroman), 7 yards +3% TB +1.0 pts
Q3 13:18 False Start on the Bears, 5 yards · pre-snap +3% TB +0.6 pts
Q3 11:42 Offensive Holding on the Buccaneers (Josh Hayes), 10 yards +3% CHI +0.9 pts
Q3 11:31 Defensive Offside on the Bears (Yannick Ngakoue), 5 yards · pre-snap 0% TB +0.7 pts
Q4 12:05 Offensive Holding on the Buccaneers (Mike Evans), 10 yards +2% CHI +0.8 pts
Q4 3:27 False Start on the Buccaneers, 5 yards · pre-snap +1% CHI +0.6 pts
Q4 2:24 Defensive Offside on the Buccaneers, 5 yards · pre-snap +2% CHI +0.3 pts
Q4 2:18 Offensive Pass Interference on the Bears (Chase Claypool), 6 yards, wiping out the play +13% TB +1.0 pts

Bears penalties, every game · Buccaneers penalties, every game · All teams, 2023

When it happened

Buccaneers’ chance of winning

As low as 29% and as high as 100%. 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 Buccaneers were ahead in it, below while the Bears were.
#WhenWhat happenedWin probability forNext drive
1 Q1 14:31 The Buccaneers converted 3rd & 83rd & 4th downs · 32% expected +8% TB TB: Field goal
2 Q1 11:58 Offensive Holding on the Buccaneers, 10 yardsJudgment calls +10% CHI CHI: Touchdown
3 Q1 11:37 The Buccaneers converted 3rd & 113rd & 4th downs · 27% expected +11% TB TB: Field goal
4 Q2 14:56 C. McLaughlin had a 40-yard field goal blockedKicks · 87% expected for him +15% CHI TB: Touchdown
5 Q2 0:31 The Buccaneers converted 3rd & 33rd & 4th downs · 53% expected +9% TB TB: Field goal
6 Q3 4:14 The Buccaneers converted 3rd & 143rd & 4th downs · 23% expected +8% TB TB: Touchdown
7 Q4 2:18 Offensive Pass Interference on the Bears (Chase Claypool), 6 yards, wiping out the playJudgment calls · 10 flags in 2485 snaps before, position avg 1 per 420 +13% TB TB: Opp touchdown
8 Q4 2:12 The Bears threw an interception-worthy pass, and it was pickedInterceptions · defenses catch 49% of interception-worthy throwsReturn touchdown by the BuccaneersSpecial teams +23% TB CHI: Turnover

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.

  • Carlton Davis (TB CB), out · 0.8 pts
  • Russell Gage (TB WR), out (IR) · 0.3 pts
  • Kyler Gordon (CHI CB), out (IR) · 0.6 pts
  • Teven Jenkins (CHI T), out (IR) · 0.4 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

Bears 0% · Buccaneers 100%

Final margin
Buccaneers by 10
Luck in points
7.4 for the Bears
Luck-adjusted margin
Buccaneers by 17.4
Replay with same day's form
Bears 5% · Buccaneers 95% 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 2 2023 games · Bears · Buccaneers

More from Week 2 2023