Those Goshdarn Marlins and/or Orioles Are at it Again

Look at the top of the leaguewide standings and you’ll find both types of elite teams: First, the Braves, an all-conquering, all-chewing-up-and-spitting-out combine harvester that sits atop the standings. After them: an Orioles club that’s outplaying its Pythagorean record by eight games.
That’s not to take anything away from the Orioles, who are dogwalking the hardest division in baseball thanks to a dizzying collection of talented young hitters and the best bullpen in the sport. Besides, they don’t ask how — they ask how many. But this is yet another reboot of a classic from the generation prior; in 2012, the O’s romped to the playoffs with a 93–69 record and the run differential of an 82–80 team. Now they’re doing the same thing, with Félix Bautista as Jim Johnson, Gunnar Henderson as Manny Machado, and Kyle Bradish as… Wei-Yin Chen, I guess?
It’s not just the Orioles: the Marlins (minus-37 run differential) are beating the Cubs (plus-62) to the last Wild Card spot. The Brewers are 10 games over .500 with the run differential of a .500 team. Every year, it seems like a low-payroll team with a good bullpen smashes its expected record to smithereens and barges into the playoffs. Is there an actual pattern here, or is this just trivia?
Since 2001, 83 teams have outplayed their Pythagorean record by five wins or more. Nobody did it last year, but it’s happened in every other season of the sample, including 2020, when the Marlins beat their run differential by five wins in a 60-game season, and this year, as the Orioles are up by eight, the Marlins by six, and the Brewers by five. (All stats are current through Tuesday.) Sure enough, all three teams are recidivists; the 2018 and ’20 Marlins, the ’12 and ’16 Orioles, and the ’11, ’18, and ’19 Brewers all appear on the list. These three franchises account for 12% of the list and nearly a quarter of the entries since ’11.
We tend to think of these teams as flukes, and sometimes that’s true. Other times, as is the case with the 2001 Mariners or 2004 Cardinals, beating the run differential elevates an already great team to another level.
How do you get more wins than your run differential would predict? Well, you have to make the runs scored count for more. The first place to look is a lopsided record in one-run games; indeed, this year’s Orioles, Marlins, and Brewers all have better records in one-run games than they do overall. The Marlins are on a 115-win pace in one-run games and a 70-win pace otherwise. Of the 83 teams to go plus-five wins in the past 23 seasons, 77 have had a .500 record or better in one-run games.
It’s not just about breaking even in one-run games, though; it’s about getting further over break-even than in other games. But while there is a correlation between a high win percentage in one-run games and a team overperforming its run differential, at least in this biased sample, that correlation isn’t particularly strong:

Going through the 83-team sample manually, the thing that sticks out, from a remembering-some-guys perspective, is that so many of these teams are identified with great bullpens or even great individual closers. The killer mid-2010s Royals bullpens show up here. Six Mariano Rivera teams are on the list. The Twins beat their run differential by five runs or more three years running from 2002 to ’04, when their closers were Eddie Guardado and Joe Nathan. Overall, of the 83 teams in the sample, 43 had bullpens that were top 10 in the league in WAR as a unit.
WAR, however, is a context-independent stat, and beating the team’s run differential isn’t about accumulating value; it’s about distributing it in the right places. Since 2001, the team with the best bullpen in baseball (according to WAR) has beaten its expected record by five wins or more three times. The no. 2 bullpen has done it six times, the no. 3 team has done it seven times. But if you measure by win probability added, the no. 1 bullpen in baseball has gone plus-five over its expected record 13 times. By WPA, 38 of the 83 teams in this sample had top-five bullpens in the league.
What these teams tended to have in common was that they ranked higher in WPA than in WAR. Fifty-four of the 83 teams had a better league ranking in bullpen WPA than bullpen WAR. And while relief pitchers chalk up WPA in the highest-leverage spots — i.e., where one run counts the most — the ratio is almost exactly the same for position players: 55 out of 83 teams had a better position player WPA than WAR.
| Team | Bullpen WAR | Bullpen WPA | Pos. Player WAR | Pos. Player WPA |
|---|---|---|---|---|
| MIL | 17 | 1 | 19 | 24 |
| BAL | 1 | 4 | 14 | 5 |
| MIA | 10 | 16 | 22 | 15 |
The Orioles are following the most obvious path to beating their run differential: an outstanding bullpen and a position player group that’s always decent but especially good in the clutch. The Brewers, hilariously, have a below-average bullpen overall but the no. 1 bullpen WPA in baseball. Having Devin Williams and Joel Payamps, along with a decent idea of who your mop-up guys are, will have that effect.
With that said, I have absolutely no idea how the Marlins are doing what they’re doing. Good luck to them.
Whether a team outperforms its run differential is a matter of trivia. It only matters if the team in question makes the playoffs. And because a discrepancy between record and run differential can happen anywhere in the standings, that isn’t always the case. Out of the 80 teams on the list whose fates have already been determined, 18 made the playoffs because they outperformed their run differential:
| Real Life | Using Pythagorean Record | ||
|---|---|---|---|
| Made Playoffs | Missed Playoffs | Made Playoffs | Missed Playoffs |
| 48 | 32 | 30 | 50 |
This can lead to some bad beats in the playoff race. In 2005, the best run differential in the AL belonged to Cleveland, who missed the playoffs when three of the four spots available went to teams that beat their Pythagorean record by five wins or more. Amazingly, if the 82–80 Padres had played down to their run differential, they still would’ve earned a one-game playoff with the second-place Diamondbacks, who finished 77–85. Or how about this one: the Mariners are responsible for the biggest overperformance of a run differential since 2001 (14 games in 2021), three of the 10 biggest overperformances, and four of the biggest 15. None of those overperformances resulted in the Mariners making the playoffs.
A couple of surplus wins can also have a deleterious effect on the franchise. Last decade, three teams in a row — the 2015 Braves, the 2016 Phillies, and the 2017 Padres — had a run differential bad enough to give them the worst record in baseball, and by extension the top pick in the following year’s draft. But all three teams were so lucky and/or clutch that they played themselves out of that pick. The Padres were 12 games better than their run differential in 2017, dropping them from first in the draft all the way to seventh. (The Padres are currently underperforming their run differential by a league-high nine games. If they could use their Pythagorean record, they’d be in the first NL Wild Card spot.)
Not that that’s any consolation to the Padres, who are getting the wrong end of run differential variance for the second time in six seasons. Maybe they should look into trading for the Marlins’ luck.
Michael is a writer at FanGraphs. Previously, he was a staff writer at The Ringer and D1Baseball, and his work has appeared at Grantland, Baseball Prospectus, The Atlantic, ESPN.com, and various ill-remembered Phillies blogs. Follow him on Twitter, if you must, @MichaelBaumann.
In high leverage situations in the 7th ,8th, and 9th innings: Orioles hitters have the 3rd highest wOBA (MIA is first) and Orioles pitchers have the lowest wOBA allowed (MIA is the 10th highest).
for the fun of it, I looked at the Nats bullpen. Once you get beyond Strasburg and Corbin, they fit the low budget model. While overall they’re tied for having the second worse record in the NL, they’ve had a pretty good run since 6/24 (26-20). During that stretch, they’ve been outscored 613 – 527. While their season-long bullpen is is -1.96 in WPA, over the stretch from 6/24, their WPA is 3rd highest in baseball, at 2.07. I’ve not checked the post-ASB numbers, but that corresponds to most of that over-.500 stretch. Apologies if I’ve goofed at manipulating screens – I have FG open in 3 tabs!
I don’t think they’ve scored 527 runs in 46 games, while giving up 613.
Is that for their entire season? (Sorry if that’s what you meant – I read it as in those 46 games they score 527 runs to 613 allowed)
that is what I meant, trying to set the dates at 6/24/23 to present, but those do look like full-season numbers. Wish I could redo the post or pull it. Sorry to all. 219-234 looks better. When I shift windows, I needed to hit the splits again and update.
Another great article!
Interestingly, on the flip side the three best offenses this season (ATL, LAD, and TEX) are a combined 39-41 in 1 run games, though it should be noted that Atl and LA are both slightly above .500. It seems maybe? like this stems from the great teams and offenses win most of their games by large amounts and only lose closely. This is an anecdote but Atl is 8-3 over their last 11 but 1-2 in 1 run games and those two losses were only because atl scored runs late in the game to make it a 1 run loss. The braves have 11 wins in august and only 1 is by 1 run.
Unrelated, this also reminds me vaguely of an argument on twitter a couple years ago about 4th Quarter comebacks for QB’s. The best in the game at comebacks are Matt Stafford, Matt Ryan and Russel Wilson. Someone else points out yes thats because their teams are always in close games(for various reasons some more related to the QB play than others) while Aron Rodgers and Tom Brady were never leading in that stat(4th Q comebacks) because they were too busy winning games by multiple TDs and never are losing in any point the 4th quarter.
Funny enough i just looked up and Tom brady in his last season had his 2nd most 4th quarter comebacks in a season that was one of his worst played overall.
90% random variance, 10% having a bullpen that’s strong at the front but weak at the back.
To add some nuance to this, I don’t like to say that the Orioles (for example) have been “lucky” or don’t deserve the record they have. They got the hits and made the pitches in the most important spots.
However, I don’t believe that there’s something about the team or the players that’s going to allow them to continue to perform better in the highest leverage spots than they do overall, and that’s been studied extensively.
There are several reasons why the Padres are underperforming their Pythagorean win record.
The most important among them (certainly the most easily addressable) is the fact that the best reliever in the league, Josh Hader, has somehow faced more batters in low leverage situation (63) than in high leverage situations (50) thanks to Melvin’s staunch refusal to use Hader anytime before the 9th inning.
Compare this to the top 5 relievers in fwar
Bautista (105 high / 47 low)
Bednar (98 high / 52 low)
Chapman (55 high / 43 low)
Scott (86 high / 58 low)
Doval (93 high / 54 low)
Too many games, Padres find themselves in a high leverage situation in 8th inning, where Bautista would come out for a 1.1 inning save, only for the bullpen to blow the lead and Hader would get another day of rest.
Im not sure if that’s all on Melvin. Could very well be that Hader is dictating some of his usage.
I’d seriously doubt that considering that before this year 44% of his career innings were in innings before the 9th.
Since 2020 (and losing an arbitration battle), Hader has since adhered to a one-inning routine, citing health and optimal performance.
He’s willing to do more in the playoffs, but there’s no payoff to him for going multiple inning in the regular season.
Interesting read. So the outdated arbitration system made Hader care more about saves relative to actually maximizing the probability of his own team winning.
And by deciding to save his bullets
Eh, not sure an outdated arbitration system is to blame so much as bad faith arbitration arguments. “But he only had 30 saves!!!”
If that’s really true then they could have used Aroldis Chapman or Jordan Hicks.
Our “outstanding bullpen” is really just Félix Bautista being ridiculous. Yennier Cano fell off a cliff after an outstanding April & May, while I don’t know how much longer Danny Coulombe can keep getting away with through a slider 63% of the time. I really wish that the O’s had added some bullpen arms at the deadline, because Bautista is fast approach his career high for innings pitched.
They did get Fujinami and could bring up DL Hall and his 1.23 xFIP. Colonel Perez isn’t bad. Who was traded at the deadline that would be worth the cost? Jordan Hicks? Kendall Graveman? I can understand the Orioles not topping the Blue Jays and Astros offers. I could also see the argument for doing so.
It’s really hard to find a reliever that’s great year after year. Preseason ZiPS projected 8 relievers under 3.00 ERA, 2 of whom were Edwin Diaz and Liam Hendriks. The best projected ERA to move via trade or FA were Jordan Hicks 3.21, Joe Kelly 3.27 and Aroldis Chapman 3.46. None of these is anything close to a sure thing.
Personally, I ascribe the Marlins’ success to their hidden home field advantage (opposing players more frequently hungover than anywhere else)