Archive for World Series

An Extra Inning Runner Study

The 2020 season brought unprecedented rule changes, one of the most puzzling among them being the “extra inning runner.” Ostensibly in an effort to reduce the spread of COVID-19 and speed up play, commissioner Rob Manfred decreed that once a game progresses past the ninth inning, a runner would be placed at second base to begin the frame.

Manfred’s blatantly obvious motives turned baseball fans — a demographic notorious for their acceptance of changes to the national pastime — against it. If there is any defense to be made for the addition of the extraneous runner, it’s that shorter games helped save pitchers’ arms in what’s already been an utterly brutal season for pitcher injuries.

This seismic rule change also created a correspondingly large shift in how teams strategized after a game surpassed nine innings. Teams, even the more sabermetrically inclined among them, began to employ traditional tactics. In order to determine how clubs played with a free runner, I charted every extra inning of the 2020 season. Read the rest of this entry »


Cody Bellinger’s Ability to Be Great

Cody Bellinger was called up by the Dodgers to the big leagues on April 25th of this year. Coming in at only 21 years of age, Bellinger was looking to make a name for himself. Toward the beginning of the season he would split starts between left field and first base. Eventually Adrian Gonzalez would go down to injury, giving Bellinger the opportunity of being an everyday first baseman. Bellinger rose to the occasion, cementing himself in the history books, as he will be the National League Rookie of the Year. Not only will he achieve this award, but he helped bring his team to the World Series. Before Bellinger’s arrival to the team, the Dodgers were 9 for their first 20 games. The Dodgers would go on to win 104 of their 162 games.

During the course of the season, Bellinger put up incredible numbers. He played in 132 games throughout the year, driving in 97 runs, scoring 87 times, and belting an astonishing 39 home runs, finishing only behind the powerful Giancarlo Stanton (with 59). Bellinger had a respectable .267 batting average while maintaining a .352 on-base percentage and .581 slugging percentage. He was a force at the plate, putting fear into the eyes of many pitchers. Although he didn’t walk so much — only 11.7% of the time — he still managed to have a wOBA of .380, staying in the top 30 for the MLB. On average, he would draw a walk for about every two strikeouts; not the best, but still better than most players belting over 30 homers. His plate discipline was above average for power hitters throughout the season, but come postseason, this would all change.

Throughout much of the postseason, most people were reflecting on Aaron Judge’s struggles, after having himself a historic season at the plate. Judge would break the record for strikeouts in a postseason until Bellinger would then beat this unfavorable record with 29. Through Bellinger’s 15 postseason games, he would belt three home runs, driving in nine runs and scoring 10 times while walking only three times. Most of these statistics happened during the NLDS and NLCS. His wOBA would fall to .295, with a .219 batting average, walking 4.5% of the time, while striking out in an astounding 43.3% of his plate appearances. In fact, in the World Series alone, he would achieve 17 of his 29 strikeouts. Bellinger would struggle immensely at the plate throughout the World Series, with the exceptions of Games 4 and 5.

During the series, the Astros pitching staff would focus on beating Bellinger in on the hands with curveballs falling out of the zone, and with fastballs tailing up and away. Amazingly, Bellinger during the regular season only chased pitches out of the zone 29.7% of the time. This would change immensely as the Astros pitching staff’s effective deception would often pull Bellinger’s bat out of the zone.

In Game 4, Bellinger would face Astros pitcher Charlie Morton in the top of the 5th with no outs in a 1-2 count. Bellinger’s stance is in a more upright position with his bat also in a vertical position. This makes creating torque through his hands a little more awkward, as he rolls his hands into a hitting position. When this curveball begins to spin further in on his hands, it becomes too difficult to bring his hands in further, leading to this awful swing and follow-through shown. His approach on this pitch looks as if he’s trying to hit the ball 500 feet over the right-field wall; not an optimal mindset in a 1-2 count when you know the curveball is coming. His head was nowhere near the zone; he may as well have swung with his eyes closed. This is the position we often saw Bellinger in throughout the World Series when thrown an inside curveball. However, Bellinger would use this at-bat for his next plate appearance.

Now we see later in the game Bellinger is in a 1-1 count facing Morton in the top of the 7th. He knows he’s going to see a curveball in on his hands and adjusts accordingly. His body is in a lower position with his bat in a more angled approach, with his hands staying back, anticipating curveball, looking to stay in on the ball with his hands and drive it to right field. Bellinger manages to fight this pitch off, fouling it back, showing his adjustment helped. His follow-through is also in a significantly better position, with his head staying back looking at the ball, and his body stays in a more balanced stance. This approach, showing that he’s able to make even a small adjustment to making contact with the low and in curveball, led pitchers to start targeting the outside upper half of the zone with the fastball again.

Here we see in Game 4, Bellinger faces Astros pitcher Charlie Morton with a 1-1 count and 0 outs in the top of the 5th. Bellinger’s body is not in an effective hitting position for hitting this outside fastball. His body is falling out away from the zone, his pivot foot is not providing any power, and his hands reach out from his body too far. Bellinger would acknowledge this issue and had this to say before Game 4:

“I hit every ball in BP today to the left side of the infield,” Bellinger said. “I’ve never done that before in my life. Usually I try to lift. I needed to make an adjustment and saw some results today. I’m pulling off everything. Usually in BP I just try to lift, have fun in BP. But today I tried to make an adjustment. I needed to make an adjustment, and so I decided I’m hitting every ball to left field today.”

This is exactly what Bellinger would do.

In the top of the 9th in Game 4 with a 1-0 count and no outs, Bellinger faces Astros closer Ken Giles with runners on. Bellinger has his eyes locked in on the ball as he’s seen this pitch before. He’s using his approach from batting practice earlier to drill this ball into the gap. He keeps his body in an athletic hitting position, keeping his hands in and generating all his power through his lower half, creating torque through his strong hands. We see him drive this ball into the left-center gap, keeping his eyes on the ball the whole way and maintaining a strong follow-through. Bellinger did exactly what he said he would do and helped his team win this game. He would then carry on this adjustment into Game 5, showing people why he will be this year’s NL RoY.

Although Bellinger would fall into his old habits in Games 6 and 7, his ability to recognize where the problem is and the ability he has to adjust is what makes him an effective hitter. Through this, Bellinger will only continue to become better and will continue to become one of the most feared hitters in the league this next season. At only 22 years old now, Bellinger will become the next big star in this great sport we call Baseball.


Hitting Wins Championships(?)

Over the past week or so, there have been baseball playoffs. And, like you, I have heard so many different opinions about what it takes to win a World Series Championship. Usually you hear “pitching wins championships”. This year, it’s “destiny”, “shut down bullpens”, and being a member of the San Francisco Giants. But what about hitting? Why is everyone so down on hitting? Isn’t it weird that the part of baseball people marvel at is brushed aside when trying to explain success in the postseason? Why have we never heard this?

Since I mostly despise the people that exclaim “THEY JUST KNOW HOW TO PLAY IN THE POSTSEASON” without any regard to statistics, I went back and looked at the World Series winners since 2002. I only went to 2002 because some data isn’t available on FanGraphs for the stats that I wanted to use.

The stats I used for this article

Starting Pitching and Relief Pitching

I used Wins, Saves, and Beard Length GB%, K%-BB%, and WAR because these are generally the three most looked at stats in terms of success for starting pitchers. I also felt it would give me a broader picture of the staff instead of just looking at WAR and being done with it.

Hitting

I used Runs, RBI, Bunts wRC+ instead of WAR because I wanted to isolate what the player did at the plate. We’ll look at defense and base running later. I also used K%, BB%, BB/K, ISO, and O-Contact%. I used the percentage and ratio stats to see if good discipline or free swinging mattered most. ISO is a better indicator of power than SLG and home runs. Using O-Contact%, however was a niche of mine that I threw in because I’ve always been scared of guys that have a bigger strike zone than others. It was also inspired by this Ken Arneson series of tweets. In theory, guys with higher O-Contact% rates are also harder to strike out, are more prone to BABIP luck, and also “put more pressure on the defense.”

Baserunning

I used BsR to measure both the weight in stolen bases and base running performance.

Defense

Even though it is far from perfect, I used UZR to quantify defense. Inspired by the Kansas City Royals, I also included outfielder UZR for this exercise.

Methodology

I picked out every WS winner since 2002 and wrote down the number of each stat mentioned above, and the league rank that went along with it. Here is my Excel spreadsheet, if you’re interested. I picked out the importance of each statistic based on top-5 and top-10 rank, and, to mirror the successes, bottom-10 and bottom-5 rank.

Results

If you looked at the spreadsheet that I linked to, you’ll notice that the statistic with the most top-5 rankings, the fewest bottom-10 rankings, AND the highest average ranking is wRC+. In fact, four of the top five stats with the highest average rank were hitting statistics. The top-5 with average rank: wRC+ 7.58, BB/K 9.17, SP WAR 10.17, ISO 10.25, O-Contact% 10.42. I’m not trying to say nothing else matters, but the data seems to suggest that teams need a better offense more than they do starting pitching, if only slightly so.

On the flip side of things, the statistic with the most bottom-10 ranks, and lowest overall ranking (K% would be lowest, but remember, lower is better with K%) is GB% for starting pitchers. Only the ’04 and ’11 Cardinals had a top-5 GB% while also getting league average (Rank > or = to 15) WAR from their starting pitchers. Six out of the 12 teams listed here posted bottom-10 ranks in GB%, which is incredibly interesting, given the theories behind ground ball pitchers that are so commonly found on the web nowadays. Does this mean ground balls are not important? Well, no. But it does mean that they may not be as important as they once were thought to be.

Base running didn’t end up being as big of a factor as I thought it would be, the Cardinals apparently care not for good defense, but look at O-Contact%! It was the fifth most important stat by average rank, and finished with only one team (’04 Red Sox) in the bottom ten, as opposed to six top ten placements. Furthermore, the rate at which teams struck out mattered more than how often they walked, but BB/K is the peripheral that seems to be the most telling.

We’ll probably never hear about how an offense won a team a World Series. In fact, we’ll probably instead hear it spun as a pitcher blowing the game. But at least now we have statistical evidence (even if it is only the past 12 years) that offense IS a major player in deciding who wins the World Series. We also have evidence to suggest that maybe hitters who expand the strike zone to their advantage are more valuable than has been discussed recently. Admittedly, this would take another article to deduce. Any takers?


Would Charlie Root Really have Beaned Babe Ruth?

I’m speaking about one instance in general, the famous or infamous alleged “called shot” by Babe Ruth at Game 3 of the 1932 World Series.

Stimulated by ESPN Chicago NOT calling that the No. 1 moment in Wrigley Field’s 100-year history (more on that later), I got curious.

The “called shot” game from the 1932 World Series has the mythos of whether or not Ruth did point at center field while at bat in the fifth inning, after making some sort of gesture before that, it seems, at Cubs pitcher Charlie Root (sic, per Baseball-Reference, Wikipedia and elsewhere; FanGraphs’ “Charley” is much less attested) after he got 2 strikes on him.

To me, this is the No. 1 event not just because of gray-area questions about what Ruth did and did not do, but also from Root’s vociferous denial that Ruth was calling anything, claiming he would have beaned him if he was.

Really? Let’s first look at quotes from the Wikipedia link above on the “called shot.”

  • “Don’t let anybody tell you differently. Babe definitely pointed.” — Cubs public address announcer Pat Pieper (As public address announcer Pieper sat next to the wall separating the field from the stands, between home plate and third base. In 1966 he spoke with the Chicago Tribune “In the Wake of the News” sports columnist David Condon: “Pat remembers sitting on the third base side and hearing [Cubs’ pitcher] Guy Bush chide Ruth, who had taken two strikes. According to Pat, Ruth told Bush: ‘That’s strike two, all right. But watch this.’ ‘Then Ruth pointed to center field, and hit his homer,’ Pat continues. ‘You bet your life Babe Ruth called it.'”)
  • “My dad took me to see the World Series, and we were sitting behind third base, not too far back…. Ruth did point to the center-field scoreboard. And he did hit the ball out of the park after he pointed with his bat. So it really happened.” Associate Justice John Paul Stevens, United States Supreme Court
  • “What do you think of the nerve of that big monkey. Imagine the guy calling his shot and getting away with it.” – Lou Gehrig
  • The Commissioner of Baseball, Kenesaw Mountain Landis, attended the game with his young nephew, and both had a clear view of the action at home plate. Landis himself never commented on whether he believed Ruth called the shot, but his nephew believes that Ruth did not call it
  • Washington Post legendary columnist Shirley Povich, detailed in an interview with Hall of Fame catcher Bill Dickey. “Ruth was just mad about that quick pitch, Dickey explained. He was pointing at Root, not at the centerfield stands. He called him a couple of names and said, “Don’t do that to me anymore, you blankety-blank.”

So, hard to say, but it adds to the mystique, right? And, of the collected quotes, three say he called the shot, and the others are kind of ambivalent.

So, can we explore further?

Relatively recently discovered footage leans more toward the idea of Ruth pointing his bat at the Cubs dugout, Wikipedia claims. That said, even that and him reportedly holding two fingers up to Root, or pointing at him, would have been something halfway like saying “here it comes.” In other words, short of Ruth pointing to the centerfield scoreboard, Root arguably had reason to bean him anyway. Beyond the above, Ruth had already homered off him earlier in the game.

And speaking of …

Let’s look at Baseball-Reference’s play index for that game, to further question Root’s claim.

First, the game was tied 4-4 entering the top of the fifth. Root wouldn’t want to jeopardize that lead. And, beaning Ruth with 1 out would have brought up Lou Gehrig who, like Ruth, had already hit one homer in the game and by this point was a more dangerous batter than Ruth.

So, especially with two strikes on Ruth, from quick-pitching or whatever, no Root wouldn’t have beaned him. He would have tried to strike him out. Beaning him with a two-strike count to know he would face Gehrig next in a tie game would have been stupid. Root needed the out. The Cubs needed the win. A strikeout of Ruth would have given the bench-jockeying Cubs dugout more ammunition, too.

In actuality, Root didn’t and couldn’t strike out Ruth. Gehrig then hit another homer too, at which point Root got yanked.

So, Root may be right, but I kind of doubted it. He had reasons for his statement, of course. Root’s not a HOFer, but he is arguably a member of the Hall of Very Good, winning more than 200 games and posting nearly 40 career WAR. And he’d like to be remembered for that rather than for getting shown up, getting “faced,” by Babe Ruth. Who wouldn’t?

Beyond that, as I talk about in more detail at my blog, about the history of Wrigley, besides the “called shot” dethroning the Bartman game from the top spot, I’m not even sure I’d rank that game at No. 2 on Wrigley’s Top 100. That’s in large part because I’m not a Cubs fan, I know.