David Bote and the Maximum Swing
There are certain highlights in baseball you like to watch, but most people don’t care about. Baseball really is a regional game, or a tribal game, and, more often than not, people in Denver don’t care much about what happens in Boston. But then there’s the rare highlight that transcends the tribalism, that sends chills down the spine of anyone who chooses to look it up. You don’t have to like the Cubs to enjoy watching David Bote’s walk-off grand slam. Rian Watt already wrote about Bote a few hours ago, but for the second time on today’s front page, let’s see the clip in all of its glory:
I’m sure you hate that if you’re a Nationals fan. I’m sure you hate that if you’re a fan of the Cardinals, or a fan of the Brewers. But, most baseball fans are none of those things. Most baseball fans can simply appreciate the latest ultimate grand slam — a two-out, walk-off grand slam to erase a three-run deficit. Bote hit exactly the home run every kid dreams about hitting. The only difference, I suppose, is that Bote didn’t win the World Series. (Yet.)
In recorded history, there have been 15 walk-off grand slams, with two outs, to erase a three-run deficit. Before Bote, the most recent had been hit by Ryan Roberts, in September of 2011. For the same reasons I embedded the Bote clip above, I’ll embed the Roberts clip below:
Everyone should be able to enjoy that one — even Dodgers fans, by now, given the passage of time. A walk-off grand slam basically sells itself. You don’t need to get bogged down in the details to understand why that’s one of the coolest things that can ever happen on a baseball field. But, what the hell, this is FanGraphs. Let’s get bogged down in some details anyway.
This is a link to our win expectancy glossary page. Unlike a walk-off grand slam, win expectancy isn’t always the easiest sell, in part just because “expectancy” is an awfully clunky word in a sentence. The idea, though, is really quite simple, and intuitive, and — dare I say — fun! Using math, and what’s happened in baseball in the past, it’s possible to estimate a given team’s odds of winning at any point in any game. From there, it’s hardly a leap from win expectancy to win probability added. Say a batter comes up when his team’s odds of winning are 50%. He singles, and the odds go up to 60%. The batter’s win probability added, for that at-bat, is +10%. In the end, it gives you an idea of who did the most to contribute to a win (or a loss).
The actual math behind win expectancy is kind of complicated. But the output should be familiar to anyone who’s read FanGraphs for any length of time. Here is the win-expectancy graph for Sunday’s Nationals/Cubs game:
Here’s the win-expectancy graph for that 2011 game between the Dodgers and Diamondbacks:
This follows what you’d expect. This explains what makes the Bote and Roberts grand slams so electrifying in the first place. With one swing of the bat, a team goes from an almost-sure loser to a sudden winner. It’s just putting in words, or in graph form, what any observer feels in their heart. Bote and Roberts swung the win expectancies about 90%. You couldn’t really ask for more from any swing. It’s about the maximum swing that could exist.
Here is our WPA Inquirer. It’s an under-utilized tool, and I can say that because I’ve worked here for years and I’d never even seen it before. Let’s plug some situations into that tool, using the standard 4.5 run environment. According to those numbers, here are the biggest possible swings of the bat, and swings of win expectancy as a consequence:
| Event | Deficit | Base(s) | WPA |
|---|---|---|---|
| Walk-off HR | Down 2 | 12- | 91.0% |
| Walk-off HR | Down 3 | 123 | 90.4% |
| Walk-off HR | Down 2 | 1-3 | 90.3% |
| Walk-off HR | Down 1 | 1– | 90.2% |
The ultimate grand slam is actually a somewhat surprising second. Realistically, though, these differences are more or less negligible. They’re all within a single percentage point, and these are just mathematical estimates. Still, if the numbers are our guide, the actual biggest swing is a walk-off three-run homer with two outs and runners on first and second, in a two-run ballgame. Let’s file that away for a minute.
And let’s return to the Bote grand slam. It turns out Bote faced an even higher degree of difficulty. See, win expectancy is calculated and published on the per-plate-appearance level. It assumes certain chances of outcomes from the plate appearances. But, of course, it can get more granular than that. Bote fouled off the first pitch he saw. He took the second pitch, which was close, but which was called a ball. He took the third pitch, too. This was called a strike:
At that point, after the borderline call, Bote was behind 1-and-2. The next pitch was low, evening the count at 2-and-2. Now, 2-and-2 is certainly more hitter-friendly than 1-and-2, but at the same time, 2-and-2 is still a pitcher-friendly count. Here are the league-average wOBAs this season through each of the 12 possible counts:
Bote was in the fourth-worst count possible. Even though we don’t have the numbers, that means the Cubs’ chances of winning would’ve been even lower than they were when Bote first came up. Roberts’ grand slam was great, but that came against the first pitch. Bote was down to the last strike. The 2-and-2 pitch wasn’t even that bad; Bote simply made perfect contact:
That’s how the Cubs won the game. There is a limit as to how much of a difference is ever possible to make with one swing of the bat. Bote just approached that limit. He achieved the event with the second-highest win-expectancy swing, and he did it in a pitcher-friendly count, which only makes it all the more remarkable. Baseball can hardly get more extreme, more dramatic than what Bote just did. Maybe that goes just as well without saying, but by saying it, at least we all get to sit and think about it longer.
Now, in closing, let’s leave Bote behind. Here’s a win-expectancy chart from April of 2007:
As per the earlier table, the only possible play bigger than the ultimate grand slam is the two-out, walk-off three-run homer to erase a two-run deficit. And as per the earlier plot, of course, a count doesn’t get more pitcher-friendly than 0-and-2. Count data only exists going back to 1988, so I can’t speak to the whole of baseball history, but on July 10, 1994, Tony Phillips hit that exact three-run walk-off homer off Tom Henke in an 0-and-2 count. And then on April 15, 2007, Marco Scutaro did the same. With the A’s trailing the Yankees 4-2 in the bottom of the ninth, Scutaro came up with two outs and runners on first and second. Scutaro quickly found himself in an 0-and-2 hole. The opposing pitcher: Mariano Rivera.
I don’t know if it can get more amazing than that. Just on a single-game basis, forgetting about seasonal context, that might be the most that win expectancy has swung on one play. David Bote didn’t get all the way there, but he came close enough. It’s a highlight he’ll remember for as long as he lives, because it’s almost literally impossible for a single-play highlight to be more dramatic.
Jeff made Lookout Landing a thing, but he does not still write there about the Mariners. He does write here, sometimes about the Mariners, but usually not.






Marco!
SCUTARO!!!!
Polo!
https://www.youtube.com/watch?v=_MbCj_MEaoA
I’m sure that this feeling is wrong, but all year I’ve felt like there haven’t been a ton of 3-run leads blown in the ninth, which only made this more exciting for me.
Note: I’m sure there’s probably +/- the same amount of blown saves as always, but the last 2/3 years it feels like the ninth has become much less exciting.
More teams playing 9th inning matchups than just trusting “the guy” in the 9th?
Actually the opposite. The ‘stuff’ of closers these days is just ridiculously unhittable.
I had totally forgotten about Ryan “Tatt-man” Reynolds!
Apparently
Lol, my short term memory could not even hold “Roberts” long enough to finish the comment! Well played.
Unless i’m misreading his expression, Scutaro was smiling before an 0-2/2 outs/losing/bottom of the 9th pitch from the best relief pitcher we’ve seen. Maybe he was happy he’d get to go home soon.
He knew he was throwing a cutter.
I am having a hard time figuring out the reason why the 3 run home run down 2 with runners on 1 and 2 would be a higher WPA than a Grand Slam down 3. Just thinking about possible outcomes of the at-bat they are practically the same. A hit that scores the runner from first ties the game in both cases. A walk and the bases are loaded and the team is down 2.
The only conclusion I can make is its not purely outcome based, and it’s easier to hit with the bases loaded because pitchers have a tendency to throw over the plate to avoid the walk.
I think (and someone please correct me if i’m wrong) that it’s due to what WPA actually is. Namely, a probability based on every situation that has occured in the history of baseball. Specifically, it’s the difference in the chance that the team would win going into the situation, and the chance that they would win after the result has occurred.
So, bottom 9, two outs, down 3, bases 123 the home team historically only wins those games 9.6% of the time. After the slam it becomes 100%. So the WPA is 90.4%
But bottom 9, two outs, down 2, bases 12-, the home team historically wins those games exactly 9% of the time. After the 3rHR it becomes 100%, so the WPA is 91%
For whatever reason, the first scenario has resulted in more wins historically, so the WPA is less.
oh no, the spirit of the stupid “2 goal lead is the most dangerous lead” hockey trope is true for baseball in this one outlier situation!
So, I agree that it’s probably just a sample fluke, but I have a guess if there actually is signal here. Could be that the bases being loaded signals that the opposing team’s pitcher isn’t particularly good, so you’ve got a better chance of scoring the tying run from first against that pitcher than against one who only allowed 2 baserunners in the inning.
That effect wouldn’t apply to a one-run game with a man on first though, because the runner could steal his way into scoring position without being blocked by the guy on second.
I think you’re onto it. Odds are probability for divided by probability against. In this case, the probability of a losing outcome is probably a little higher with third base open than it is with the bases loaded, because a walk doesn’t improve your odds as much by giving you a run…and it makes the next scenario bases loaded, down 2 instead of bases loaded, down 3.
Another possibility: Down 3 with the bases loaded, there have been some plays where the batter hit a swinging bunt and there was a force at the plate. Same hits became infield singles down 2 with runners on first and second.
Oh, I think this this is right. The category of “not HR” in the 12- situation is just more likely to end in failure because the BB is worth so much less.
One way to look at it is, would the batting team send the runner on third home on a wild pitch where he can 100% make it? Or would they say no, cashing in that runner would hurt our win expectancy?
Seems like scoring that runner cannot be bad (am I missing a scenario?) so this must be an empirical glitch.
I’m deleting my comment.
Ah, but this is the is-ought problem in baseball form. The question is not what managers would do, it’s what they *ought* to do. (mostly kidding)
It could also have to do with fielder positioning. With the bases loaded, the 3B can play deeper in a no-doubles alignment because he doesn’t need to protect the bag in case of a double steal.
And does it mean that if starting in the bases-loaded situation, if the runner on third steals home, he gets -0.6% WPA?
Has there ever been an instance where the away team has been winning by 1 run in the bottom of the 9th (or extras) with the bases loaded and nobody out and gotten a walk-off triple play? (I was just thinking of other extremely high WPA events, but I’m not sure this has every happened).
Phillie’s Eric Bruntlett turned a walkoff unassisted triple play with a 2-run lead and 2 runners aboard to end this victory at the Mets.
https://www.youtube.com/watch?v=DviV7CYrc-E
WPA of 0.32 according to:
https://www.baseball-reference.com/boxes/NYN/NYN200908230.shtml
But what was his -wpa for the back to back errors he committed on the two batters prior to put them on base in the first place?
Best thing about that clip is how he keeps telling everyone that it was a triple play.
This was his second dramatic 9th inning homer in the last 3 weeks. It’s a disturbing trend for Cubs opponents. You might say it doesn’t Bote well for them.
I’ll see myself out.
It took me some time, but after careful consideration of your theory, I have Bote into it.
I promise I won’t rock the Bote.
Too bad it’s pronounced BO-dee.
Sincerely,
“That Guy”
Yep, BO-dee. Unfortunately, I can’t get anyone to join my campaign to nickname him “Cheyenne.” There just aren’t enough folks who remember Cheyenne Bodie.
There’s probably more who remember Preston Broadus.
In any case he’s already amassed an impressive Bote of work.
Out of all the “golden” or “ultimate” grand slams, was this the first one: 1) with 2 strikes, 2) with all of the winning team’s runs coming on the last swing of the game (an 0-3 deficit) and 3) by a pinch hitter? And a rookie no less. Also pretty remarkable that the ball didn’t even leave the infield prior to this to load the bases (even on the 2 outs).
I think it was the second walk off grand slam that made the final score 4-3, and the other wasn’t even with 2 outs.
Ryan McMahon of the Colorado Rockies hit a 3 run walk off on Saturday night v the Dodgers. I think his wpa was .761
Not just a walk-off 3-run HR, but the Rockies were down by 2 with 2 outs. Runners were on 2nd and 3rd though, which is a situation that doesn’t show up in Jeff’s table in the article.
His WPA for the whole game was 76.4%, but his WPA for that play by itself was 87.2%. Having the tying run in scoring position kept that situation from producing the ~90% WPA of the “maximum swings” but its still pretty cool that these happened so close to each other.
wRC+
David Bote – 154
Kris Bryant – 129
How many teams have their wunderkind superstar go down and have a replacement outhit him even after ~100 PA
Or put up as much bref WAR as Rizzo has all season in the same time frame
For Scutaro’s walkoff blast, if you plug in a 3-run environment into the WPA Inquirer to account for Mariano Rivera, the WPA swing goes up to 93.1%
Bless our Jeff. And the Bote Event, which is solid gold for us freak-stat nerds.
Gotta get in a plug for HALL OF FAMER Alan Trammell, who hit the only other one of these slams *known* to have come with 2 strikes (per the B-R Play Index), albeit 3-and-2 — against the Yankees, off Cecilio Guante, on June 21, 1988 … capping a 6-run rally that included 3 walks, 2 of them with 2 out to force in runs. Baseball!
I know I know David Bote is not Kris Bryant, but they certainly need to find a place for his bat as he is very likely a better hitter.
Only sort of kidding. They are two different type of hitters to be fair, Bryant is well below average in avg EV, Max EV, Barrels, etc, where as Bote is literally tops in the entire MLB (albeit in a small sample size) . Bryant has been well below average in most power related departments for his position for over 1100 at bats. Bryant clearly has the capability to morph back into what he was when he came to the mlb, but it seems clear that he made a conscious effort to be a punch and judy hitter.
“Here is our WPA Inquirer. It’s an under-utilized tool, and I can say that because I’ve worked here for years and I’d never even seen it before. ”
Oh Jeff, how I love thee.
Two David Bote articles? Cool and all, but I’d love to see one of y’all unpack how Cole Hamels seems to have dialed back the clock bu four to five years.
Check out http://jewishcoffeehouse.com/5-pennant-races-appreciating-baseballs-wild-card-game-and-cole-hamels-is-far-from-finished/ at about the 23:30 minute mark. The podcast is from before Hamels’s first start for the Cubs.
On the 52nd anniversary of the Art Shamsky Game!
Why is runners at the corners down 2 a better win probability than runners at 1st and 2nd? The position of the first runner shouldn’t matter. Does it just come down to having a force out at 3rd?
I am glad I was working and missed this game.
Not bad. Still waiting for the ultimate…
Down by 3 – check
Pinch-hit – check
Grand-slam – check
Walk-off – check
Inside-the-park – …
I don’t think I could handle this.
+ didn’t require a blatant screwup by a defender to allow the ITPHR
(I enjoy the heck out of an ITPHR, but for this exercise we’re looking to load maximum goodness onto the batter, and so often an ITPHR is only partially creditable to the batter.)
Down 0-2 against the best relief pitcher of all-time, in the most unlikely situation to be able to win the game with one swing. And he wins it with one swing. And of course it’s known power hitter Marco Scutaro.
Marco v. Mariano really may be the best ever. It would be fun to compute the WPA within the run environment of the batter plus the pitcher.
… though for our purposes it has to be a HR, so maybe the batter’s expected HR% versus that pitcher is the only input?
Ben Revere up against… peak Maddux? I’m assuming sending Ben Revere back through a time portal to face Walter Johnson throwing a 1910 ball is not sporting.
Im a cardinals fan and I really enjoyed Botes grand slam … maybe not all of the posts about it on fb (I live in north central illinois), but the moment was a great baseball moment. Throw in a young player aspect and its even better.
I lot of people are tired of hearing about swing paths, launch angles, and things of that nature. To those folks I say look at the location of that pitch.
What’s the WPA if a team is down by two runs with the bases loaded and the batter HAS ALREADY STRUCK OUT?
https://www.youtube.com/watch?v=nmwk7iT0QcA&feature=youtu.be
The Wisconsin Timber Rattlers won on a 3-run walk-off dropped-strike-three last week.
Wow, that was something special!