Game Five Was as Weird as It Felt
As illustrated by basically all the win-probability graphs featured here on any given night of the season, the average baseball game tends to be composed mostly of plays that, individually, have little influence on the outcome but which, when taken collectively, push the game towards one conclusion or the other.
This graph from the Brewers-Cardinals game on the last day of the season illustrates the point:

You can see Brett Phillips‘ home run annotated here. That one play shifted the probability of victory about 20% in Milwaukee’s direction. Other than that one event, however, the game is defined mostly by a series of small ups and downs before it flatlines in favor of the Brewers in the ninth.
This is the how these win-probability graphs typically work. There aren’t often moments where, based on one play, you tell yourself, This game is over — or, alternatively, Wait a second, this changes everything. There’s usually some build-up, an accumulation of smaller moments leading to a bigger one.
This World Series, however, has abandoned the slow burn. It continues to produce big moments at an unprecedented rate.
If we define a “big moment” as the sort of play the produces a win-probability change of 25% or greater — that is, a play that brings a club back from precipice of defeat or, alternatively, appears to render a tight battle over — we find that 96 of the 113 World Series played since 1903 have featured four or fewer “big moments” over the course of an entire series. This year’s World Series matchup between the Los Angeles Dodgers and the Houston Astros has beaten that number this series… in a single game… twice.
*Setting the bar at .25 is admittedly somewhat arbitrary, but going too much higher increases the rarity of something that doesn’t occur all that often. Even using the threshold of .33, for example, would reduce the number of instances by half. Similarly, lowering the bar to .18 would double the amount of plays. Although slightly haphazard, .25 seems to set a decent balance.
When the Dodgers and Astros combined for five game-changing plays in Game 2 of this series, it was unprecedented, and I wrote about it at length. To briefly recap: prior to Game 2, there were just three World Series games with four plays featuring a WPA of at least .25. Only 11 other World Series games had even had three such moments. Game 2 had five of those big, single-plays that change a game.Sunday’s night’s Game 5 matched that number and produced an even wilder result than we saw just last week.
As I did after Game 2 to provide some context, here are the biggest plays of this year’s postseason by WPA, with Sunday night’s game now included.
| GameDate | Inning | Outs | PlayDesc | HomeTeam | AwayTeam | WPA |
|---|---|---|---|---|---|---|
| 10/25/2017 | 10 | 2 | Enrique Hernandez singled to right (Grounder). Logan Forsythe scored. Enrique Hernandez advanced to 2B. | Dodgers | Astros | .468 |
| 10/15/2017 | 9 | 2 | Justin Turner homered (Fly). Yasiel Puig scored. Chris Taylor scored. | Dodgers | Cubs | .394 |
| 10/29/2017 | 10 | 2 | Alex Bregman singled to left (Fliner (Liner)). Derek Fisher scored. George Springer advanced to 2B. | Astros | Dodgers | .391 |
| 10/7/2017 | 8 | 1 | Bryce Harper homered (Fly). Victor Robles scored. | Nationals | Cubs | .388 |
| 10/14/2017 | 9 | 1 | Carlos Correa doubled to right (Fliner (Liner)). Jose Altuve scored. | Astros | Yankees | .369 |
| 10/25/2017 | 9 | 0 | Marwin Gonzalez homered (Fliner (Fly)). | Dodgers | Astros | .350 |
| 10/25/2017 | 10 | 0 | Jose Altuve homered (Fliner (Fly)). | Dodgers | Astros | .350 |
| 10/29/2017 | 5 | 2 | Jose Altuve homered (Fly). George Springer scored. Alex Bregman scored. | Astros | Dodgers | .340 |
| 10/29/2017 | 9 | 2 | Chris Taylor singled to center (Grounder). Austin Barnes scored. | Astros | Dodgers | .306 |
| 10/24/2017 | 6 | 2 | Justin Turner homered (Fly). Chris Taylor scored. | Dodgers | Astros | .306 |
| 10/25/2017 | 6 | 2 | Corey Seager homered (Fly). Chris Taylor scored. | Dodgers | Astros | .306 |
| 10/7/2017 | 8 | 1 | Ryan Zimmerman homered (Fly). Anthony Rendon scored. Daniel Murphy scored. | Nationals | Cubs | .300 |
| 10/6/2017 | 8 | 0 | Jay Bruce homered (Fly). | Indians | Yankees | .298 |
| 10/29/2017 | 5 | 1 | Cody Bellinger homered (Fliner (Fly)). Corey Seager scored. Justin Turner scored. | Astros | Dodgers | .284 |
| 10/6/2017 | 3 | 2 | Aaron Hicks homered (Fliner (Fly)). Starlin Castro scored. Gregory Bird scored. | Indians | Yankees | .278 |
| 10/12/2017 | 5 | 2 | Addison Russell doubled to left (Grounder). Willson Contreras scored. Ben Zobrist scored. | Nationals | Cubs | .271 |
| 10/25/2017 | 11 | 0 | George Springer homered (Fliner (Fly)). Cameron Maybin scored. | Dodgers | Astros | .261 |
| 10/9/2017 | 8 | 3 | Anthony Rizzo singled to center (Fliner (Fly)). Leonys Martin scored. Anthony Rizzo out. | Cubs | Nationals | .259 |
| 10/29/2017 | 7 | 1 | Cody Bellinger tripled to left (Fliner (Liner)). Enrique Hernandez scored. | Astros | Dodgers | .258 |
| 10/16/2017 | 2 | 2 | Todd Frazier homered (Fliner (Fly)). Starlin Castro scored. Aaron Hicks scored. | Yankees | Astros | .258 |
| 10/9/2017 | 8 | 2 | Josh Reddick singled to left (Grounder). Cameron Maybin scored. George Springer advanced to 3B. | Red Sox | Astros | .253 |
| 10/9/2017 | 5 | 1 | Andrew Benintendi homered (Fly). Xander Bogaerts scored. | Red Sox | Astros | .253 |
| 10/6/2017 | 6 | 2 | Francisco Lindor homered (Fliner (Fly)). Carlos Santana scored. Yan Gomes scored. Lonnie Chisenhall scored. | Indians | Yankees | .251 |
Blue = Game 5
Of the 11 biggest plays in this year’s playoffs, eight have come during the World Series. The fact that it’s the World Series doesn’t make these plays more likely. Any individual game can produce dramatic swings — only one in three actually do have plays with a WPA of at least .25 — but this matchup has produced more dramatic moments than we’ve seen throughout the rest of the playoffs. Individual plays aren’t the end-all-be-all of excitement. In the bottom of the seventh inning on Sunday, for example, the Astros increased their win expectancy from 35% at the beginning of the inning to 93% by the end due to multiple plays of significance, but no single play did as much damage as the plays in the chart above.
When we consider the sheer number of plays we’ve seen in this World Series that have changed win probability by 25%, it blows away every other series we’ve seen, as the graph below shows.

The World Series of 1912, which went eight games due to a tie in Game 2, featured eight big moments. Fred Merkle, who is known mostly for his “boner” in the 1908 series, very well could have been the hero in Game 8 after recording an RBI single off of Smoky Joe Wood in the top of the 10th that put the New York Giants ahead 2-1. He didn’t receive the distinction, however, as Tris Speaker produced an RBI single off of Christy Mathewson to tie the game and then a bases loaded sacrifice fly ended the series.
The 1975 World Series, perhaps most famous for Carlton Fisk’s Game 6 homer, also had eight big moments, including an RBI single by Joe Morgan in the top of the ninth of Game 7 that broke a 3-3 tie with two outs. This year, the Dodgers and Astros tied the record in Game 5 when Jose Altuve’s three-run homer tied the game at 7, and the two teams broke it three times before the game ended. Here are some of those same numbers from the graph above, but only showing the leaders.

All the years of the World Series omitted from the chart above — and there are number of them — featured fewer game-changing moments over the entirety of the series than occurred in Game 2 and Game 5 of this year’s Dodgers-Astros matchup alone. More than one-third of all series had either one or zero moments of that magnitude. They weren’t necessarily boring, but they might have lacked for some particularly big moments.
We’ve had eras off good and bad pitching and eras with a lot of homers, but we’ve never had a World Series quite like this one. Maybe the ball is juiced and slippery and maybe the teams and the bullpens are worn down because of the long season and increased usage of late, and maybe everybody is trying to hit it out of the park, but we aren’t just talking about homers here. Three of the five biggest plays on Sunday night were on batted balls that stayed in the park. Two were singles. Because we haven’t looked at it yet, here’s the win-expectancy graph from Sunday.

When looking at Game 2, I couldn’t help but compare it to probably the craziest World Series game anyone has ever seen: Game 6 in 2011. While Game 2 this year had five “big moments,” the moments back in 2011 were bigger at the top, and there was a lot more depth in terms of tension and moments. Game 5 comes a lot closer to matching up with Game 6, which, as an elimination game, carried a bit more weight in terms seasonal leverage.
Here are the top-20 plays in terms of WPA for each game:
| Game 6, 2011 | Game 5, 2017 | ||||
|---|---|---|---|---|---|
| Play | LI | WPA | WPA | LI | Play |
| David Freese tripled to right (Fliner (Fly)). Albert Pujols scored. Lance Berkman scored. | 3.33 | .538 | .391 | 4.34 | Alex Bregman singled to left (Fliner (Liner)). Derek Fisher scored. George Springer advanced to 2B. |
| Lance Berkman singled to center (Fliner (Liner)). Jon Jay scored. Albert Pujols advanced to 3B. | 6.42 | .471 | .340 | 1.84 | Jose Altuve homered (Fly). George Springer scored. Alex Bregman scored. |
| Josh Hamilton homered (Fly). Elvis Andrus scored. | 2.95 | .428 | .306 | 4.56 | Chris Taylor singled to center (Grounder). Austin Barnes scored. |
| David Freese homered (Fly). | 2.19 | .376 | .284 | 2.61 | Cody Bellinger homered (Fliner (Fly)). Corey Seager scored. Justin Turner scored. |
| Lance Berkman homered (Fly). Skip Schumaker scored. | 0.84 | .217 | .258 | 2.05 | Cody Bellinger tripled to left (Fliner (Liner)). Enrique Hernandez scored. |
| Adrian Beltre homered (Fliner (Fly)). | 1.53 | .213 | .234 | 1.91 | George Springer homered (Fly). |
| Michael Young doubled to left (Fliner (Liner)). Josh Hamilton scored. | 2.02 | .172 | .233 | 1.92 | Yulieski Gurriel homered (Fly). Jose Altuve scored. Carlos Correa scored. |
| Yadier Molina walked. Lance Berkman scored. Matt Holliday advanced to 3B. David Freese advanced to 2B. | 4.75 | .162 | .205 | 2.36 | Jose Altuve doubled to left (Fliner (Liner)). Alex Bregman scored. |
| Jon Jay singled to left (Fliner (Fly)). Daniel Descalso advanced to 2B. | 3.31 | .140 | .170 | 2.87 | Logan Forsythe singled to left (Liner). Chris Taylor scored. Justin Turner scored. Enrique Hernandez advanced to 3B. |
| Nelson Cruz homered (Fly). | 0.9 | .125 | .164 | 2.27 | Corey Seager doubled to left (Fliner (Liner)). Joc Pederson scored. Chris Taylor advanced to 3B. |
| Ian Kinsler hit a ground rule double (Fliner (Liner)). Craig Gentry scored. | 1.26 | .117 | .136 | 2.07 | Austin Barnes doubled to center (Fliner (Liner)). |
| David Freese walked. Lance Berkman advanced to 3B. Matt Holliday advanced to 2B. | 3.61 | .109 | .130 | 1.79 | Carlos Correa doubled to left (Liner). George Springer scored. Jose Altuve advanced to 3B. |
| Elvis Andrus singled to left (Fliner (Liner)). Ian Kinsler advanced to 3B. | 1.52 | .096 | .110 | 1.54 | Justin Turner doubled to center (Fliner (Fly)). |
| Mike Napoli singled to right (Liner). Nelson Cruz scored. | 1.59 | .095 | .072 | 1.96 | Justin Turner walked. Corey Seager advanced to 2B. |
| Josh Hamilton singled to right (Grounder). Ian Kinsler scored. Elvis Andrus advanced to 3B. | 1.76 | .091 | .072 | 1.35 | Yulieski Gurriel doubled to left (Fliner (Fly)). |
| Daniel Descalso singled to right (Liner). | 1.64 | .086 | .070 | 1.34 | Yasiel Puig advanced on a stolen base. Logan Forsythe advanced to 2B on error. Error by Yulieski Gurriel. |
| Matt Holliday walked. Lance Berkman advanced to 2B. | 2.1 | .079 | .066 | 0.77 | Carlos Correa homered (Fly). Jose Altuve scored. |
| Nelson Cruz reached on error to left (Fly). Nelson Cruz advanced to 2B. Error by Matt Holliday. | 1.08 | .079 | .060 | 1.96 | Enrique Hernandez walked. Chris Taylor advanced to 3B. Justin Turner advanced to 2B. |
| Ian Kinsler singled to center (Grounder). Derek Holland scored. Ian Kinsler advanced to 2B. | 0.78 | .077 | .060 | 0.69 | Austin Barnes singled to left (Fliner (Liner)). Logan Forsythe scored. |
| Lance Berkman walked. | 2.4 | .075 | .059 | 1.76 | Andre Ethier singled to left (Grounder). |
Ultimately, even the games from the current World Series — objectively crazy as they’ve been — can’t compete with Game 6 from 2011, which featured three win-probability changes of at least 40%. Where Sunday night’s contest can match up with 2011 is the significance of the plays after the top three. If we simply average the top-10 plays, it comes to 28% for 2011 and 26% for Sunday night. If we go down to the top-20 plays, the averages are 19% and 17%, respectively.
While we might not remember it with all the hits, Sunday’s game also had its share of big outs. In Game 2, there were just two plays where the pitcher’s team increased its chances of winning by at least 10%; on Sunday, there were four. That doesn’t quite measure up to the seven from Game 6 in 2011, but it isn’t too far off. Game 6 also has the 11 plays with a leverage index greater than 4.0, compared to just one in Game 2 and three in Game 5.
Game 2 was crazy. Game 5 was even crazier. We aren’t guaranteed more of the same in the next contest (or two), and odds are actually against it. It felt surreal watching Sunday’s game go back and forth. The numbers support that feeling. Removing emotion from the equation reveals just as crazy an outcome as it felt watching — which for me, enhances my already great appreciation for the game.
Craig Edwards can be found on twitter @craigjedwards.
Wondering how it would all look if, instead of setting a bar at 25%, you just added up all the positive WPA events for a single game? That’s obviously going to favor high scoring and extra inning games, but we’re looking for “crazy”, not pitching duels.
This exists, and supports the notion that both Games 2 and 5 were some of the craziest of all-time. Game 5 is the craziest World Series game of 10 innings or fewer ever played, by a long shot!
http://www.thebaseballgauge.com/post.php?tab=all_games&first=min&last=max&round=WS&gm=All&BestOf=All&invTm=All&awTm=All&hmTm=All&park=All&inning=All&WPA=game&results=50&page=1&sort=tWPA_a#metric
https://www.fangraphs.com/tht/the-wps-index-part-two/
Interesting that 2005 had 6 of these plays, since it was a sweep. I believe all the other “exciting series” in recent memory went 7 games .
The rest days in the WS were originally created so that teams riding on trains could travel from one city to the other. But now I can see another useful purpose for them. After Game 2, and even more so after Game 5, I think we all needed an extra day to digest and marvel at exactly what happened before watching another game.
This is a really cool piece. I started watching baseball in the late 60’s and of all the World Series that I’ve seen, this one most resembles the 1975 series. Most baseball games you can look away for a moment or two and be reasonably assured you’re not going to miss much, but this series and the 1975 series stand out as ones where you need to pay attention or you’ll miss a lot.
There’s another resemblance between this series and 1975, other than the high number of WP-changing plays. Through the first five games, the home team has won all the odd numbered games.
I would note that, by only looking at WPA values .250 or higher, you are missing out on a significant portion of the most important plays in a game or series. You really need to bring in outcomes -.250 and worse to bring in great defensive/pitching plays.
Of course, it is harder for a single pitching result to exceed -.250, but it can be done: game-ending outs with tying/go-ahead runs on, double plays to end late innings, etc.
FWIW, there have only been 26 of those plays in the World Series and 20 were double plays. There haven’t been any since 2000. I should note that there were three in that 1912 series and one in the 1975 series.
Given the way this series has gone, the Win Probabilities at any point in a game should now be adjusted to be closer to the 50% line, because a team with a 3-run lead going into the 9th doesn’t feel like they have a ~95% chance of winning anymore as would be the case normally!
THIS SITE WAS SO IN LOVE WITH GRANDAL! NOT SEEING MANY ARTICLES ABOUT HIS PITCH-FRAMING IN THE PLAYOFFS WHEN IT MATTERS MOST! The Dodgers won’t let Grandal on the field…can anyone create a crap narrative why?? this should be good…
Because Austin Barnes is also an elite framer and can also hit?
Grandal hit like crap for 2 months, pretty sure he has some kind of injury going on.
Grandal was the 4th-best framer on a per-pitch basis in baseball ..
Austin Barnes was the best.
The word you’re looking for is ‘Upgrade’.
“In Game 2, there were just two plays where the pitcher’s team increased its chances of winning; on Sunday, there were four.”
I think that this sentence must be missing a qualifier along the lines of “by more than x%”. Because obviously – by both logic and looking at the win expectancy graph – even a game such as Game 5 or Game 2 still has lots of plays along the lines of “batter comes to the plate and makes an out”, increasing the pitcher’s team’s chances of winning, even if only by a small amount.
that should be 10%.
Thanks
One sobering thought: no matter how crazy Game 6 might turn out to be, the blunt fact is that the odds of the Dodgers winning–which are what’s necessary for an epic 7th game–is still roughly 50%. Statistics tell us that 6 and 7 game series are more favored than four and five and game series. But when you get to game 6, it’s a crapshoot whether you move on to game 7.