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Tracking Yandy Díaz’s Bat

Nathan Ray Seebeck-USA TODAY Sports

This is a bounce-back season for Yandy Díaz, and not in a good way. After two straight seasons with a wRC+ above 145, the Rays first baseman is at 106 so far in 2024. When Jay Jaffe checked in on him on June 13, Díaz had just climbed out of a hole. Through May 10, Díaz was running a wRC+ of just 77 with a 90.9 mph average exit velocity. Since that date, he’s been at 128, and his exit velocity has jumped all the way to 93.7 mph. Even more important, he was running a 60.3% groundball rate on May 10, but has run a 53.3% groundball rate after that point. For the season, that still leaves him at 56.4%, highest among all qualified players, but for Díaz, that handful of percentage points has always been the difference between being a good hitter and being one of the best in baseball. When his groundball rate is up, his wRC+ is down, and vice versa. The relationship is plain to see:

MLB’s new bat tracking data put the issue in stark relief. Blasts are a combination of two metrics: fast swings and squared up swings. The official definitions are here, but if you swing hard and you barrel the ball up, you’ll end up with a blast. That’s a good thing, because so far this season, blasts have a wOBA of .731, and a barrel rate of 27.7%. For Díaz, however, those numbers are .423 and 16.0%. He’s tied with Gunnar Henderson for fourth in baseball with 100 blasts, but just five of those blasts have turned into home runs. Of the 260 players who have hit at least 25 blasts this season, that 5.0% home run rate puts him in 248th place. Why? You know why. He has a launch angle of 1 on his blasts, tied for 259th out of 260. On the left, with the infield dirt almost completely obscured by dots, is Díaz’s spray chart on blasts. On the right, with home runs sprinkled liberally on top, is Henderson’s. Read the rest of this entry »


What Do We See When We Watch Baseball?

We’re going to start with a little quiz. Here’s how it works. I’ll show you a short video clip. There’s something weird about the clip. Don’t make it full screen, at least on your first viewing. I just want you to see whether you can spot what exactly that weird thing is. Maybe you’ll catch it the first time you watch. Maybe it’ll take a few more views. Don’t scroll down too far or you’ll see the answer in the paragraph after the video, and that would defeat the point of our little exercise.

Ready? Here we go.

Did you see it? Did you not see it? Am I just vamping for two more paragraphs in order to give you a better chance of watching the video without spoiling the surprise?

Maaaaaybeeeee. Read the rest of this entry »


The Power of a Picture

Baseball is truly a game of goops and gunks. Clubbies prepare pearls with Lena Blackburne Baseball Rubbing Mud. Position players paste their bats with pine tar and pamper their gloves with leather conditioner. Trainers soothe sore muscles with Icy Hot or Tiger Balm, and coaches spray the field with foul streaks of tobacco juice. Between innings, players wolf down caramel-filled stroopwafels specially designed to replenish high-performance athletes while fans slather hot dogs with mustard, ketchup, relish, chili, and blindingly yellow nacho cheese sauce that is, in fact, none of those three things. And of course, pitchers have been known to secret everything from sunscreen to petroleum jelly to Spider Tack on their person. If it defies easy categorization as a solid or a liquid, there’s a place for it at the ballpark.

Rosin sits somewhere in the middle. It’s powdered plant resin that sits on the mound inside not one but two cloth bags, but it doesn’t work its magic in that form. It requires a liquid to coax out its adhesive properties. The only approved liquid is sweat, for which a player might go to their hair or their forearm, but even then, there are limits. David Cone demonstrated the power of rosin after Max Scherzer’s ejection last April. With just a small amount of water and rosin, enough to create only the slightest discoloration on his fingers, Cone could create enough tack to make the baseball defy gravity. Read the rest of this entry »


The Marlins Are Chasing (History)

Jim Rassol-USA TODAY Sports

The Dodgers played their final game in Brooklyn on September 24, 1957. They won 2-0 behind rookie Danny McDevitt, who scattered five singles and never let the Pirates get a runner past second base. They’d finish the season on the road, never to return. Five days after their season ended, the USSR launched Sputnik, the first artificial satellite in human history. With the Braves and Yankees in the midst of a seven-game thriller of a World Series, the 23-inch sphere transmitted adorable beeps down to earth until its batteries died three weeks later, so frightening the public in this country that the government established NASA and embarked on a 12-year sprint to put American boots on the moon. Among other things, the Apollo astronauts studied to become geologists so that they could recognize and bring home samples that would teach us more about the history and composition of both the moon and the earth. They also installed reflective panels for a laser ranging experiment that revealed the moon is moving away from the earth at the rate of 3.8 centimeters per year.

In 1918, before they were in Los Angeles or even officially called the Dodgers, the Brooklyn Robins earned just 212 walks in 126 games for a walk rate of 4.6%. Shortstop Ollie O’Mara managed just seven walks in 450 plate appearances. Since the beginning of the modern era in 1903, that team’s 67 BB%+ is the lowest in AL/NL history. Only one other team, the 1957 Kansas City Athletics, has finished a season below 70. Like the Dodgers, the Athletics would drift away from Kansas City. Like the moon, they would keep on drifting.

The Marlins are running a 5.7% walk rate, worst in baseball this year. Their 67 BB%+ also puts them second from the bottom since 1903, snugly between those Dodgers and Athletics teams. When I started writing this article, they were at the very bottom, but in an uncharacteristic fit of ecstatic restraint, they picked up three whole walks on Monday. It was their 27th game this season with at least three walks. Every other team in baseball has had at least 40 such games. The Marlins have gone without a walk 18 different times. That’s twice as many zero-walk games as 28 of the other 29 teams. In all, the Marlins have walked 164 times in 79 games. Since 1901, only 22 teams have walked less over their first 79 games. Every single one of those teams played more than 100 years ago.

The reason for Miami’s inability to ambulate, at least in a baseball sense, is very simple. Since Sports Info Solutions started tracking these things in 2002, the 2024 Marlins trail only the 2019 Tigers as the most chase-happy team ever recorded. (Once again, they were in first when I pitched this article, and I am taking their ever-so-slightly improved patience very personally.) SIS has those Tigers at 34.3% and this year’s Marlins at 34.0%, while Statcast has the two at 35% and 34.4%, respectively. In all likelihood, the Marlins will spend the rest of the season locked in a very breezy bullfight with that 2019 Detroit team. Read the rest of this entry »


Bat Tracking Shows That Hitting Is Reacting

Isaiah J. Downing-USA TODAY Sports

It’s been five weeks since Major League Baseball unveiled its first trove of bat tracking data. In that time, we’ve learned that Giancarlo Stanton swings hard, Luis Arraez swings quickly, and Juan Soto is a god who walks among us unbound by the irksome laws of physics and physiology. We’ve learned that Jose Altuve really does have the swing of a man twice his size, and that Oneil Cruz has the swing of a slightly less enormous man. Mostly, though, we’ve learned when and where batters swing their hardest. This is my fourth article about bat tracking data, and in gathering data for the previous three, I constantly found myself stuck in one particular part of the process: controlling for variables.

As baseball knowledge has advanced from the time of Henry Chadwick to the time of Tom Tango, we first found better, more descriptive ways to measure results. We went from caring about batting average to caring about OPS. We found better ways to weight the smaller results that add up to big ones, going from ERA to FIP and from OPS to wRC+. Then we got into the process behind those results. We moved to chase rates and whiff rates, and the ratio of fly balls to groundballs. With the advent of Statcast, we’ve been able to get deeper than ever into process. We can look at the physical characteristics of a pitch, just a single pitch, and model how well it will perform. Within a certain sample size, we can look at a rookie’s hardest-hit ball, just that one ball, and predict his future wRC+ more accurately than if we looked at the wRC+ from his entire rookie season.

Similarly, when I looked at average swing speed and exit velocity from the first week of bat tracking, I found that swing speed was more predictive of future exit velocity. Exit velocity is the result of several processes: You can’t hit the ball hard unless you swing hard and square the ball up, and you can’t square the ball up if you pick terrible pitches to hit. Between 2015 and 2023, our database lists 511 qualified batters. I measured the correlation between their average exit velocity and their wRC+ over that period. R = .63 and R-squared = .40. But because bat tracking takes us one more step away from results and toward process, it’s further divorced from overall success at the plate. The day after bat speed data was first released, Ben Clemens ran some correlation coefficients between some overall metrics of success. He found a correlation of .11 between average swing speed and wRC+. Now that we have more data, I re-ran the numbers and found that correlation has increased to .25. That’s a big difference, but over the same period, the correlation between wRC+ and average exit velocity is .47.

If you want to know how hard a batter is swinging, you’ll find that it’s dependent on the count, the type of pitch, the velocity of the pitch, the location of the pitch, the depth of contact, and whether contact takes place at all. As a result, if you want to measure any one factor’s effect on swing speed, you need to control for so, so many others. The more I’ve sorted through the data, the more I’ve come to appreciate the old adage that pitchers control the action. Bat tracking shows us just how right people are when they say that hitting is reactive. It shows us that different pitches essentially require different swings.

When Tess Taruskin started putting together her Visual Scouting Primer series, she asked around for scouting terms and concepts that people had a hard time picturing. Barrel variability was at the top of my list. I know that Eric Longenhagen is giving a glowing compliment when he says that a player can move his barrel all around the zone, but I’ve always had trouble picturing that. Maybe it’s because of the way I played the game when I was younger, but I’ve never really understood the concept of a grooved swing. When I was digging through the bat tracking data, seeing the effect of the pitch type, the location, and where in space the batter has to get the barrel in order to make solid contact, it finally clicked.

There’s obviously a reason that every hitter has a book, a certain way that pitchers try to get them out. I’m just not sure I ever connected it quite so clearly to the physical act of swinging, the flexibility, quickness, strength, and overall athleticism required to execute a competitive swing on different kinds of pitches in different locations. And that’s before we even get to the processing speed, judgment, and reaction time that comes with recognizing the pitch and deciding not just whether to swing, but how to attack the ball. Bat tracking highlights the how.

There are a million ways to succeed at the plate. Derek Jeter used an inside-out swing to send the ball the other way. Isaac Paredes uses an inside-even-further-inside swing, reaching out and hooking everything he can down the line. Chas McCormick and Austin Riley time their swings in order to drive a fastball to the right field gap and pull anything slower toward left. Arraez, like Tony Gwynn before him, stays back and places the ball in the exact spot that he feels like placing it. Ted Williams preached a slightly elevated swing, making him the progenitor of today’s Doug Latta disciples, who try to get on plane with the ball early and meet it out front, where their bat is on an upward trajectory. Some players talk about trying to hit the bottom of the ball in order to create backspin and carry. I could go on and on. But no matter what school of thought batters subscribe to, they’re not the ones who decide what kind of pitch is coming. Bat tracking data show us just how adaptable their swing has to be. Here’s a map of the 13 gameday zones, broken down by the average speed of competitive swings in each zone for right-handed batters.

The batter can bend at the waist and drop his bat head on a low pitch, especially inside. A high pitch requires a flatter swing, and it’s much more about pure rotational speed. An outside pitch requires hitting the ball deeper, where the bat might not have reached full speed yet, but it also allows the batter to get his arms extended. I just described three different skills, and there are plenty more that we could dive into. Because every batter is an individual, each will be better or worse at some of them than others.

At the moment when all this clicked, I thought of Shohei Ohtani. Ohtani hits plenty of balls that are very obviously gone from the second he makes contact. But he also hits some of the most awkward home runs imaginable, swings that end up with his body contorted in some weird way that makes it seem impossible that he managed to hit the ball hard. He looks like he’s stepping in the bucket and spinning off the ball, he looks like he’s simply throwing out his bat to foul off an outside pitch, or he looks like he’s just not swinging very hard, and yet the ball ends up over the fence. Somehow this ball left the bat at 106.4 mph and traveled 406 feet.

It might appear that this swing was all upper body. However, a swing is a little bit like cracking a whip, where you’re working from the bottom up to send all of the energy to the very end of the line. Some hitters are better than others at manipulating their bodies to time that energy transfer perfectly. Here’s another way of looking at this.

On the left are the 26 homers that Cody Bellinger hit in 2023. On the right are Ohtani’s 44 homers. I realize that because Ohtani hit 18 more, his chart looks more robust. But it’s not just about the number of dots. It’s about the spread. I’m not trying to pick on Bellinger. I used him in part because he had a great season. I found his pitch chart by searching for players with the highest percentage of home runs in the very middle of the strike zone. At 46%, Bellinger had the highest rate of anyone who hit 20 home runs. If you make a mistake in the middle of the zone, he’ll destroy it. On the other hand, Ohtani is capable of hitting the ball hard just about anywhere. It’s even clearer if you look at the two players’ heat maps on hard-hit balls from last season.

Bellinger has never been the same player since his 2019 MVP campaign, and it’s generally assumed that the significant injuries that followed affected his swing. He can still do major damage, but on a smaller subset of pitches. This is one of the reasons that scouts focus so much on flexibility and athleticism and take the time to describe the swings of prospects as grooved or adaptable, long or short, rotational or not, top-hand or bottom-hand dominant. These things may not matter much in batting practice, but if there’s any kind of pitch you can’t handle, the game will find it. The best hitters find a way to get off not just their A-swing, but a swing that can succeed against whatever pitch is heading toward them.


Who Is Justin Turner Right Now?

Nick Turchiaro-USA TODAY Sports

You’re surely familiar with the trope of aging sluggers who sell out for pull-side power because they can’t catch up to the fastball like they used to. They need to start gearing up to swing earlier, forcing them to guess what pitch is coming instead of reacting to what they see. They hope that extra homers will offset the extra whiffs that come when they get fooled by slower stuff. The interesting thing about this trope is that its strategy is very similar to the one that swept through the entire baseball world roughly 10 years ago. Justin Turner was a leading light of the launch angle revolution, the movement that emphasized getting on plane early, attacking the ball out front, and pulling it in the air. Essentially, that movement turned the last refuge of an aging slugger into the mainstream way of hitting. At 39, Turner is now an aging slugger himself, with a wRC+ that has fallen in each season since 2020. His swing is already optimized, and now that he’s largely relegated to designated hitter, his 106 wRC+ doesn’t quite cut it.

A cursory look at his stats might tell you that Turner’s been unlucky this season. After all, he’s running his highest xwOBA since 2021 and his highest walk rate since 2018. Meanwhile, his BABIP is the lowest it’s been since 2011, and his wOBA is nearly 30 points below his xwOBA. Unlucky, right? Here’s the problem: Turner’s 30.6% hard-hit rate and 87.1-mph average exit velocity are not just career lows, they’re miles beneath his career averages of 39.6% and 89.8 mph. Turner’s popup rate has also ticked up. If your quality of contact gets drastically worse, luck probably isn’t the thing that’s driving down your BABIP. But there’s still that pesky xwOBA to worry about. Why hasn’t it plummeted along with Turner’s barrel rate? Read the rest of this entry »


Ryan McMahon Steals Home, Ruins Narrative

Isaiah J. Downing-USA TODAY Sports

On Saturday night, I was at a wedding in Washington, DC. The bride was a Nationals fan and the groom was a Phillies fan. The band played “Dancing on My Own,” and the groom’s friends continued to sing the chorus well after the band had stopped playing. I had only met the happy couple a few times, but due to a last-second swap and a quirk of the venue’s layout, I ended up seated immediately in front of the spot from which everyone made their speeches. And I mean immediately in front of it. I was so close that I slouched down in my chair the whole time so that the back of my head wouldn’t ruin all the pictures. I was so close that I had to alternate between looking down at the table and looking past whoever was speaking and out the window, because I honestly thought that making eye contact from that distance would be too distracting for someone trying to deliver a heartfelt message of love. Otherwise, here’s what they would have seen whenever they looked down at their speech:

I’m aware that I bring some awkwardness with me every time I enter a room, but on Saturday, the room really met me halfway.

Not long after the father of the bride tearfully recounted the time, all those years ago, when he was away on a business trip and he called his pregnant wife from a payphone in the Atlanta airport and found out that they were going to have a little girl, I started vibrating. All of a sudden, my phone was blowing up.

Needless to say, I couldn’t exactly reach into my pocket and start scrolling at that moment. I had to wait until all of the wonderful people finished wishing the beautiful couple a long life filled with love, laughter, and happiness. The answer was worth the wait.

On June 5, I wrote about the Kutina Club for Insistently Unsuccessful Basestealers. This exclusive group is named after first baseman Joe Kutina, who stole zero bases on seven attempts in 1912. It welcomes all players who have been caught stealing at least four times in a season without successfully swiping a bag. At the time, McMahon was leading the big leagues with a sparkling 0-for-4 showing that featured one old-fashioned caught stealing, two pickoffs, and one stolen base that was overturned when a replay showed that his cleat came off the bag for a nanosecond. Not only was McMahon in line to join the Kutina Club, he was very nearly on pace to become its record-holder. Joe Coscarart went 0-for-11 in 1936, while McMahon was on pace to get caught 10.8 times.

Even if he didn’t want the record, all he needed to do to get his membership card and cool embroidered jacket was stay put for the rest of the season. Instead, McMahon not only stole his first base of the season, he stole home! That’s the hardest base to steal, since catchers like to squat right behind it on their big haunches, and pitchers like to throw their pitches right to the catchers, and when catchers are attempting to catch would-be basestealers at home plate, they often put up pop times in the neighborhood of 0.00 seconds. The next morning, I saw how McMahon pulled it off: With some help from Pittsburgh catcher Yasmani Grandal. Grandal, it turns out, is something of a soft-tosser.

We already have a term for when the defense concedes a stolen base: defensive indifference. We might need a new category for this play: indifferent defense, which describes when the team out on the field is indifferent not just to the advancement of the runner, but to the very concept of defense itself. Maybe defensive obliviousness would be more accurate, but either way, this is one of the easiest steals of home you’ll ever see. Grandal had been throwing the ball back to the pitcher like this all game. When McMahon reached third, Grandal started taking a quick peek at the runner before tossing it back, but his lollipops were as soft as ever. In fact, I went ahead and timed him.

From the time the ball left Grandal’s hand to the time it hit Jared Jones’s glove, 1.86 seconds elapsed. Even with 19th percentile sprint speed, that was slow enough that McMahon could time him up and waltz home. To be clear, this wasn’t entirely Grandal’s fault. McMahon was able to take an enormous lead with impunity because Ke’Bryan Hayes was shaded way over toward short and never made the slightest pretense of checking in on him. The side angle tells the story quite elegantly. Here’s the moment that the pitch hit Grandal’s mitt.

McMahon was a solid 20 to 25 feet from the bag, but he could have easily ventured much farther. Hayes was so far from the bag that he’s not even in the frame. McMahon’s lead was so enormous that both the home and away broadcasts cut to shots of it before Jones released the fateful pitch, but nobody on the Pirates showed the slightest concern. Maybe someone told them about the Kutina Club, or maybe McMahon just really wanted out of it. McMahon gave the slightest deke back toward third base when Grandal gave his cursory look down the baseline, but perhaps the most embarrassing part of the whole story is that he started running well before Grandal threw the ball. Here’s a still from the moment when it left the catcher’s hand.

McMahon is already in a full sprint. Hayes is walking even farther away from third base. Only the home plate umpire has noticed that the score is about to change.

In terms of effective velocity, ignoring the arc Grandal put on the ball and solely measuring how long it took for it to cover the 60-foot, 6-inch distance from home plate to the mound, it traveled at 22.2 mph. For reference, there have been only nine balls hit between 22 and 23 mph this season, and seven of them were bunts.

From the time Grandal released the ball, it took just McMahon just 2.43 seconds to touch home plate. Jones knew that home plate was McMahon’s long before he caught the world’s saddest successful Hail Mary pass. Here’s a GIF that shows moment of Grandal’s release, the moment the ball reaches its apex, and the moment it hits Jones’ glove. You can’t even call it a tragedy in three acts. It’s a play where the hero gets stabbed in the first act, and then acts two and three just consist of him slowly bleeding to death.

A few minutes later, the Pirates broadcast noted that third base coach Warren Schaeffer had sneaked over to McMahon right before the pitch, presumably to whisper that home plate was wide open. However, when they cut to a replay, he didn’t appear to say anything whatsoever. All the video showed was Schaeffer shuffling over toward McMahon while attempting to chew a wad of gum the size of a Jeep Cherokee.

I’m not sure Schaeffer could have said anything to McMahon if he wanted to. He looked exactly like my little brother did when he was 8 and he stuffed an entire pouch of Big League Chew in his mouth. Maybe Schaeffer’s stroll represented some sort of non-verbal signal — he was wearing a slight smirk at the end of the clip — but if Schaeffer did tip off McMahon by way of speaking, it probably came out something like, “Roo shud sfeel fome.”

The most amazing part of the whole ordeal is that the next time the Rockies got a man in scoring position — which was in the very next inning — Grandal hadn’t learned from his mistake at all. Here he is throwing the ball back to the pitcher. It’s still a lob! The ball still travels so high that it leaves the frame entirely! It’s one inning later! What are we doing here?

With that, McMahon was out of the Kutina club. What’s more, he led a mass exodus. The list below is from my original article on June 5. It shows all five players who had at least two caught stealings and zero steals at the time.

Empty-Handed Thiefs (As of June 5)
Player CS SB Sprint Speed Percentile
Ryan McMahon 4 0 26.0 19
Jeimer Candelario 3 0 27.5 58
Nick Senzel 3 0 27.2 48
Brendan Donovan 2 0 27.9 39
Justin Turner 2 Still 0 25.5 13

Jeimer Candelario stole two bases the very next day. Nick Senzel stole a base the day after that, and Brendan Donovan stole one a week later. That leaves Justin Turner and Nick Martini (who picked up his second caught stealing on Monday) as the last players standing to be caught twice without stealing a base. We’ll have to wait until the end of the year to find out whether they end up joining the club. However, McMahon is now in a club that’s only slightly less exclusive.

I was curious how many players ended the season in McMahon’s position, with their only stolen bases coming on a steal of home. This is a tricky thing to search for, so I reached out to Katie Sharp of Stathead, who graciously ran a query and found 183 players and 189 player seasons that met this criteria. The list includes legends like Joe DiMaggio, Roy Campanella, and Edgar Martinez, but I’ve decided to name this club after pitcher Ray Fisher. Five of the players managed to steal home twice in a season, and five players managed to make the list twice, but only Fisher made it three times, in 1915, 1916, and 1919.

So far this season, only McMahon and Andrew McCutchen are in line to join the Fisher Club of Exclusively Domiciliary Basestealers. McCutchen’s steal of home was even flukier than McMahon’s, only coming to pass because J.T. Realmuto threw the ball into center field when the runner at first took off for second. If either player finishes the season without stealing second or third, they’ll join Yordan Alvarez as the only player to enter the club this decade. If they do end up stealing second or third, I look forward to feeling my phone blow up at the most inopportune time possible.


When Squaring It up Goes Sideways

Benny Sieu-USA TODAY Sports

Well, it’s Friday, and over the past couple weeks, I have crunched so, so many bat tracking numbers. I wrote about them last week and then again on Wednesday, and the effort required to write those two articles has worn me down into a smaller, duller baseball writer than I was back in May. Today, I’d like to look at the lighter side of bat tracking. In particular, I’m interested in the lower limits of squared-up rate. Before we get into it, though, I need to make a detour and speak directly to the industrious baseball savants over at Baseball Savant who made all of this pitch-, ball-, player-, and bat-tracking possible.

Dear Baseball Savant baseball savants,

I love you. You are doing God’s work. You are making known the unknown, shining the light of truth into the dark corners of the world, and I would gladly bake brownies for you any day of the week. However, after a month of bat tracking data, it’s time that we acknowledge a solemn truth: You probably need to shuffle around a few names. Here’s the big one: Squared-Up Rate should actually be called Barrel Rate.

I imagine you would have called it that had you not already given the name away. After all, it’s right in the definition: A squared-up swing “can only happen on the sweet spot of the bat.” That’s the barrel of the bat, though Sweet Spot Rate is taken too. You currently classify a Sweet Spot as any ball hit at an optimal launch angle, whereas a Barrel is a hard-hit ball hit at an optimal combination of velocity and launch angle. But neither of those terms implies a particular trajectory. Sweet Spot Rate should be shifted to Lift Rate and Barrel Rate should be shifted to Launch Rate. That makes them more accurate and allows Squared-Up Rate to shift over to Barrel Rate where it belongs. Everybody wins.

I understand that this would be confusing at first, but that’s ok, baseball savants. We’ll get used to it. We got used to xwOBACON. You just changed Best Speed to EV50 and nobody so much as batted an eye. Besides, it’s not as if you did anything wrong. It was totally reasonable for you to call those balls Barrels a few years ago. How could you have even imagined you’d get to this point, measuring bat speed with cameras that capture 500 frames per second? But now you know better.

Hugs and kisses,

Davy

PS: Please start tracking the sprint speed of turtles (and any other animals) that wander onto the field.

PPS: I was serious about the brownies.

Ok, end of detour. For each batted ball, the respective speeds of the pitch and the bat make for a maximum possible exit velocity. Statcast calculates the squared-up percentage by dividing the actual exit velocity by that maximum possible exit velocity. Ben Clemens published a rough version of the formula on Tuesday:

Squared-Up Percentage = EV / ((Bat Speed x 1.23) + (0.2116 x Pitch Speed))

Because it’s just a percentage, there’s no minimum bat speed or exit velocity required to square up a ball. You can square up a ball even if your bat is barely moving. In theory, you could square up a ball if your bat were moving backward. You can square up a bunt. Here’s Masyn Winn doing just that against the Brewers. Not only did he produce the slowest squared-up ball in recorded history, he also singled and loaded the bases for the Cardinals on the play.

The 94.6-mph pitch contacted Winn’s bat, which was moving at 4.8 mph, resulting in a 20.9-mph batted ball that was 81% squared up. More importantly, after Winn squared up the ball so beautifully, multiple people fell down. First, pitcher Freddy Peralta started to make a diving play, then thought better of it and awkwardly spiked his knee into the turf. He next attempted to snare the ball on a short hop, but with its strange combination of spin and velocity, the seemingly sentient sphere took a perpendicular bounce away from him. Next, Peralta unleashed an off-target throw to first, which understandably frightened first base umpire Alan Porter enough that he toppled backward, only to pop up and make the correct call like a champion.

I watched every squared-up ball that was hit below 70 mph. The best part of that exercise by far was admiring the swings. They are a truly gorgeous collection of excuse-me swings, and as it turns out, they can all be sorted out according to a spectrum. On the left is The Swing That Never Really Got Started. In the middle is The Swing That Got Interrupted Before It Was Finished. And on the right is The Swing That Wasn’t Supposed To Happen in the First Place. Those poles are roughly correlated to spray angle, and in the supercut below, I’ve tried to put them in order as they go from one end of the spectrum to the other.

To be sure, I saw plenty more silly squared-up balls. I’ve seen more players fall down or fire the ball wildly into the stands. I’ve seen a ball bounce off Jonathan India’s bat, then the gloves of two different fielders. I’ve seen Nick Madrigal get credit for squaring the ball up on a 63.6-mph groundout that looked for all the world like every other Nick Madrigal batted ball.

All the same, after watching all these squared-up squibbers and squared-up swinging bunts, I hope you can begin to see the beauty of the statistic that should be called barrels. There’s something moving about the idea that there’s no limit to pure contact. It’s possible to square up the ball perfectly while touching it as lightly as a feather. It’s possible to square up the ball perfectly even if that’s the last thing on earth you want to happen. No matter how mangled your swing, perfection is always attainable.

Sure, squaring up a baseball means Oneil Cruz stress testing a center-cut fastball’s 108 stitches in the most brutal fashion imaginable, and it means Steven Kwan reaching out and slapping a changeup into shallow left field. Why shouldn’t it also mean Patrick Wisdom trying and failing to lay off a high inside pitch from a position player in a 17-0 game, chipping the ball toward the first baseman at 41.7 mph, throwing his head back in frustration, and then trudging off toward first base like a 5-year-old who just got told that if he didn’t march upstairs and take a bath this very instant, then there would be no dessert tonight, mister?

Bunts aside, that is the weakest squared-up ball ever recorded and I love it. Wisdom squared it up at 92% and so, so wished he hadn’t, which just makes it all the more perfect. In this age of seemingly infinite velocity and Edgertronic pitch design, shouldn’t we celebrate anyone who manages to square up the baseball, even if they did so accidentally?


Luke Raley Is Bunt

Steven Bisig-USA TODAY Sports

Luke Raley is a big, strong man. The Seattle outfielder stands 6-foot-4, weighs 235 pounds, and spent much of his childhood in Ohio felling trees with a chainsaw. He’s got a huge arm, and he’s boasted a maximum exit velocity at or above the 90th percentile in three of the last four seasons. Former teammates have called him “a big ball of muscle” and said, “He kind of plays like a monster.” Just last night he launched a moonshot home run that reached an altitude of 104 feet. And yet somehow, if you Google the phrase luke raley feats of strength, this is all that comes up:

First of all, yes, Raley is married. He found out that he got traded to Seattle during his honeymoon, while playing pool volleyball. Second, there’s a pretty good reason that Raley’s strength doesn’t headline his search results: He’s more than just a beef boy. Raley has finesse. In fact, he’s currently tied with Jacob Young for the major league lead with five bunts for a base hit. While Young has a 35.7% success rate on his bunts, Raley is the only player so far this decade to bunt for at least five hits in a season while maintaining a 1.000 batting average on those bunt attempts. Want to guess who’s in second place? That would be 2023 Luke Raley, who went 5-for-6 in his bunt attempts. The big, strong man has a big, strong bunt game. Read the rest of this entry »


Maybe the Launch Angle Revolution Wasn’t Really About Launch Angle

Gary A. Vasquez-USA TODAY Sports

Over the past month, smart people have been deciphering the relationship between swing length and pitch location in MLB’s new bat tracking data. If you’re looking at raw data, it’s hard to know whether someone has a long swing because they like inside pitches (Isaac Paredes) or because their swing is actually long and loopy (Javier Báez). In order to make solid contact with an inside pitch, the barrel needs to meet the ball out in front of the plate, which means that it will take a longer journey to the point of contact than it would to meet a pitch over the middle of the plate. Below is a breakdown of Luis Arraez’s swing length against fastballs. As you can see, even the king of the short swing gets long when he has to reach pitches up-and-in or down-and-away.

Some of this is as old as the game itself. It’s the reason pitchers throw fastballs up and in, where a necessarily longer, slower swing makes them harder to catch up with. Bat tracking has given us numbers to back up another intuitive part of the game: Swing length is positively correlated with bat speed, confirming that players who are short to the ball sacrifice bat speed for bat control and contact ability. Those two correlations, pitch location to swing length and swing length to bat speed, got me thinking about the launch angle revolution.

The launch angle revolution really got its hooks into Major League Baseball in 2015. That’s the year Joey Gallo and Kris Bryant debuted, and the year Justin Turner and Daniel Murphy fully turned themselves from contact hitters into power threats. In The MVP Machine, Ben Lindbergh and Travis Sawchick documented what Turner was thinking in 2013, the very first time he tried out the new approach for which teammate Marlon Byrd had been proselytizing. “I was thinking, I’m just going to try and catch the ball as far out as I can in batting practice,” Turner said.

Catching the ball out front often means pulling it, especially in the air. The league’s overall pull rate is roughly the same as it was in 2011, but as you can see from the chart above, its pull rate on air balls — the line drives and fly balls where hitters do damage — hit an all-time high in 2017 and then again in four of the next five years. The exact approaches can differ. “I’m going to be on the fastball and drive it to right center, and if I’m a little early on the slider I’ll catch it out in front,” Austin Riley told Eno Sarris last year. And as Ben Clemens has noted, hitters have increased their pulled balls in the air simply by choosing to attack pitches that lend themselves to being launched in that direction. But strictly speaking, there isn’t a huge inherent advantage to pulling the baseball. If you’re going to hit a long fly ball, it’s better not to hit it to straightaway center, where the fence is deeper and the fielders are better, but that’s equally true for both pulling the ball and going the opposite way. In a sense, pulling the baseball is just a side effect of catching the ball out in front. Read the rest of this entry »