Archive for Daily Graphings

Tim Anderson’s High-Wire Act

Tim Anderson is a befuddling player. Over the last two-plus seasons, he has posted a 133 wRC+ despite a minuscule walk rate (3.3%) that is the third lowest among all players with at least 500 plate appearances, ahead of only slap hitters José Iglesias and Hanser Alberto. That puts a lot of pressure on his ability to produce on contact. So far, so good: In that same time frame, he has a .390 BABIP, tops among all hitters and a full eight points above the next closest player (coincidently, his teammate, Yoán Moncada). The normal expectation is that a BABIP figure that high is unsustainable, and the projection systems tend to agree. The FanGraphs Depth Charts pegged Anderson for a .336 BABIP in 2021 and, correspondingly, a batting line just three percent better than league average.

If Anderson is going to be a productive hitter, then, one of two things needs to happen: He sustains a BABIP that is not just 100 points above the league average but also one of the best figures of all-time; or he improves in plate appearances that do not end with a ball in play. So how likely is either?

Let’s start with the BABIP. Anderson does not hit the ball especially hard. In the last two seasons, he ranked in the 33rd and 40th percentile, respectively, in hard hit rate, according to Baseball Savant. Last season he almost doubled his barrel rate, going from 5.1% in 2019 (23rd percentile) to a career-high 10.1% (65th), but that 2020 figure constituted all of 16 batted balls. Nor has he shown too much selectivity in his career or discriminated against pitches within or near the strike zone, as you can see in the sea of red below.

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April Baseball Is Back! Now Please Don’t Go Anywhere

Last April, the familiar sensations of spring still came around. Birds chirped at their full-throated volume, flowers bloomed, and pollen never stopped making me sneeze. One thing was noticeably absent though, enough so to make me question whether I actually knew what month it was. An April without baseball cast a strange and ill-fitting emptiness on an already bleak situation. No games to watch, no checking the schedule, and no bus rides downtown, surrounded by similarly clad folk, all of us on our way to watch the hometown nine.

This April, conversations of “getting back to normal” are dominating the zeitgeist. With an end table full of masks, a dry social calendar, and boxes upon boxes of takeout still piling up, I didn’t totally feel like we were getting back to normal until Opening Day. The yearly tradition of waking up on the season’s first day, staring at the slate of games with pulsating heart eyes, and settling in for the first 10 AM game on the West Coast, is something I cherish more than my own birthday. As many people can likely attest, missing out on that made it feel like last year didn’t even count.

It’s not just the act of watching baseball that delivered recognizable comfort, though. It’s also the minutiae of the broadcasts. Chuckling at Keith Hernandez saying “fundies”, or screaming “Ronald Torreyes!” at the Yankees’ in-game trivia question, is to remember what it was like to live our lives before they were halted. Sure, we eventually got those things last year, but to have them back on schedule, they way they always used to be, was the sweetest balm baseball could provide. Read the rest of this entry »


Trevor Williams Is Staging a Comeback

This is Chet’s first piece as a FanGraphs contributor. He believes data is the most compelling storyteller and loves using analytics to attempt to demystify the game of baseball. He previously covered the Colorado Rockies for Purple Row. A graduate of Georgia Tech, he had the opportunity to participate in Danny Hall’s walk-on tryout in 2003, though he apparently failed to blow the legendary coach away with his 76 mph fastball. Chet lives in Lakewood, Colorado with his wife and two children, all of whom tolerate way too much baseball talk at the dinner table.

Trevor Williams headed into spring training at a pivotal moment in his career. Following two solid seasons of work in the Pirates’ rotation, he experienced a somewhat delayed sophomore slump in 2019. His performance declined significantly. He finished the season with an ERA of 5.38 and a FIP of 5.12 both more than a run higher than the average from the previous two seasons. His campaign to bounce back in 2020 never took off and he ended up on the wrong side of the small sample coin flip, ending the year with a 6.30 FIP and -0.4 WAR, career lows. He was designated for assignment in November.

Fresh off trading their former ace, Yu Darvish, the Chicago Cubs scooped Williams up on a low-risk, one-year deal for $2.5 million. From the Cubs’ point of view, the upside is clear. While Williams has had an awful go of it recently, he is only 28 years old and was once a capable fixture in a major league rotation. Williams (in the parlance of our times) shoved throughout spring training and earned himself the position as No. 4 starter in the Cubs’ rotation, but the question remains as to whether or not he can perform as he once did in 2017 and ’18.

Let’s rewind the tape a bit. Williams had a brief cup of coffee (one start and 12.2 total innings) in 2016 before starting the ’17 season in Pittsburgh’s bullpen. In the season lead-up, our own Eric Longenhagen had this to say of Williams:

“A lead-armed sinkerballer who dominated the International League with a low-90s fastball/sinker combo that he’d run up to 94, Williams made too many mistakes in the zone with that fastball and below-average changeup in his few big-league innings. He has an above-average slider and that pitch, down and in, is his best weapon against lefties. The command is going to need to come here if Williams is going to be more than a fifth- or sixth-starter type of arm.”

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A Conversation With Houston Astros Pitching Prospect Hunter Brown

Hunter Brown has helium. Under the radar until recently, the 22-year-old right-hander raised eyebrows during Fall Instructional League, and he continued to do so this spring with the Astros. A power arsenal is the reason why. Houston’s No. 3 prospect according to MLB Pipeline (our own rankings are forthcoming; he was ninth on last year’s list), Brown features a four-pitch mix that includes an explosive mid-90s heater and a hammer curveball.

His background befits the low profile he brought with him to pro ball. A Detroit native, Brown played collegiately at Division II Wayne State University, and he lasted until the penultimate pick of the fifth round of the 2019 draft. That he didn’t hear his name called earlier is yet another part of his underdog story.

Brown — currently at Houston’s alternate site awaiting the start of the minor-league campaign — addressed the path he’s taken, and the plus pitches that promise to take him to the top, shortly before the Astros broke camp to start the major-league season.

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Laurila: You played at Wayne State. How did that come to be?

Hunter Brown: “I had the opportunity to do a little bit of catching, and hopefully pitch, at Eastern Michigan as well. But I was told by coach Ryan Kelley, over at Wayne State, that I’d be able to come in and play as a freshman. I knew I wasn’t going to get that opportunity at Eastern Michigan — I’d probably be catching bullpens and redshirting my freshman year — and I kind of wanted to go somewhere and play right away. I also probably would have gone to Wayne State for academics if I wasn’t going to end up playing college baseball, so it all worked out. I really liked downtown Detroit, so it was a great fit for me.”

Laurila: When did you start realizing you had a legitimate shot to play pro ball?

Brown: “Well, I wanted to play pro ball from as young as I can remember, but probably my sophomore-year summer when I was with the Bethesda Big Train in the Cal Ripken Summer League. That’s when I started really believing, because I played with some guys from the SEC, and power-five schools, and had a pretty good summer. That’s where I thought I made that jump and would be able to play pro ball someday.”

Laurila: What clicked for you? Read the rest of this entry »


Julian Merryweather Had an Exciting Opening Weekend

Just a few weeks ago, Julian Merryweather was fighting for a spot on the Blue Jays Opening Day roster. A back injury suffered early in spring training pushed his Grapefruit League debut back to mid-March and he struggled to get up to speed in such a compressed timeframe. But then Kirby Yates went down with an elbow injury that would require Tommy John, a couple of other pitchers were sidelined to start the season, and Merryweather just barely snuck onto Toronto’s 26-man roster on March 31.

The very next day, he was pitching in the 10th inning in Yankee Stadium, trying to hold a one-run lead on Opening Day. He came one pitch away from throwing an immaculate inning and ended up striking out the side to secure the win. Three days later, he was thrown into the fire again, this time being asked to protect a two-run lead in the bottom of the ninth. He recorded two more strikeouts in that outing and earned the second save of his career.

When I wrote about what the Blue Jays bullpen might look like without Yates a few weeks ago, Merryweather wasn’t even on my radar. Jordan Romano and Rafael Dolis have definitely been in the mix for high-leverage work — they threw in the eighth and ninth of that Opening Day victory paving the way for Merryweather’s appearance in the 10th. The quality of Merryweather’s stuff has been a revelation and has helped him emphatically declare his spot in the bullpen pecking order.

Merryweather was acquired by the Blue Jays in August of 2018 when Toronto traded Josh Donaldson to Cleveland right before the waiver trade deadline. It was viewed as a light return at the time since Merryweather had blown out his arm during the previous season and was in the middle of rehabbing from Tommy John surgery. He got back on the mound in 2019 but another arm injury limited him to just six minor league innings. Last season, he made his major league debut in September, showing impressive velocity and a starter’s repertoire out of the bullpen, but another elbow issue cut his season short after just 13 innings. Read the rest of this entry »


The Obvious Vladimir Guerrero Jr. Tweak

This is Carmen’s first piece as a FanGraphs contributor. Carmen is an engineer living in the Bay Area. Born and raised in Connecticut, his inherited Yankees fandom (yes, he can hear all of your grumbles) and curiosity about math and science combined to foster a fascination with how players contribute to run scoring and prevention, as did growing up reading the venerable pages of sabermetric havens such as FanGraphs, Baseball Prospectus, and Beyond the Boxscore. The accessibility of pitch-by-pitch Statcast data has allowed him to dig deeper into player and team tendencies and examine how each approaches the opposition, which he has written about at his own website, Sabermetric Musings. He hopes to use his skills and interests to contribute to the baseball discourse at large, as well as the website that played such a big part in making him the baseball observer he is today.

Vladimir Guerrero Jr. is a supremely talented hitter. In this season’s early going, he has already hit a ball 114.1 mph, swatted a home run, and has a couple of RBI to his name. Prior to his call-up in 2019, Eric Longenhagen and Kiley McDaniel rated him as the best prospect in baseball with a 70 Future Value. If you go to The Board, only five other players since 2017 have received such a grade: Wander Franco (now an 80), MacKenzie Gore, Gavin Lux, Yoán Moncada, and Shohei Ohtani. His specific combination of future tool grades, consisting of a 70 hit tool, 70 game power, and 80 raw power, is unrivaled in the dataset, a unique blend of elite bat-to-ball skills and game-changing power. At 19, he posted a 203 wRC+ in Double-A and a 175 wRC+ in Triple-A. The latter is especially impressive given that the average age of a Triple-A player is 28.

With those things in mind, you might say that what we have seen from the young phenom thus far is a bit disappointing. In 757 plate appearances through his age-21 season, Guerrero has posted a 107 wRC+. That places him 112th amongst all hitters since 2019 (for players with at least 500 plate appearances), sandwiched between the aging Robinson Canó and Omar Narváez. But I would note that context is key. Guerrero is one of only 10 players to receive 500 plate appearances through age 21. On that list, he ranks seventh in wRC+ behind Juan Soto, Fernando Tatis Jr., Cody Bellinger, Ronald Acuña Jr., and Carlos Correa. One could argue that four of those guys are on a Hall of Fame trajectory while the fifth (Correa) has been one of the top talents in the sport when he is not struggling with injury.

Guerrero is in rare company given the amount of big-league time he has logged at such a young age; that is an accomplishment in and of itself. But we are still left wanting more. How can he unlock his generational tools and become the hitter we hope he can be? I would argue the most glaring potential adjustment is to his swing plane. In 2019 and ’20, Guerrero posted groundball rates of 50.4% and 54.6%, respectively. The following represents his rolling average groundball rate in 25 groundball samples:

A whopping 68.5% of these samples yielded groundball rates above the major league average. Over the past two seasons, major league hitters have produced a .218 wOBA and .244 BABIP on groundballs compared to a .500 wOBA and .344 BABIP on batted balls in the air. Among the group of players with 500 plate appearances the past two seasons, Guerrero ranks 15th out of 226 players in the cohort. The frustrating part of this phenomenon is that he hits the ball exceptionally hard, to the point where if he put the ball in the air at closer to league average rates he would be a candidate to place amongst the league leaders in home runs and overall production.

To get a better idea of how Guerrero compares to sluggers with his prodigious power, I pulled the batted ball data from Baseball Savant (via Bill Petti’s baseballR package) for a select few right-handed hitters who posted comparable maximum exit velocities to Guerrero in ’19 and 2020. This list includes the following:

Top Right-Handed Sluggers 2019-20
Player Max EV 2019 Max EV 2020
Aaron Judge 118.1 113.1
Fernando Tatis Jr. 115.9 115.6
Gary Sánchez 119.1 117.5
Giancarlo Stanton 120.6 121.3
José Abreu 117.9 114.0
Marcell Ozuna 115.9 115.6
Mike Trout 116.6 112.9
Nelson Cruz 117.0 114.4
Pete Alonso 118.3 118.4
Ronald Acuña Jr. 115.9 114.8
SOURCE: MLB Advanced Media

Max exit velocity is our best indication of a player’s raw power. We do not have to worry about a sufficient sample of plate appearances to see how that power plays in the game; all we care about is how hard the player can put the ball in play if he makes optimal contact. You, the reader, might gripe that it is difficult to use max exit velocity to gauge a player’s power. How do we know this is truly the hardest he can hit the ball? To that I say, yes, smart reader we definitely do not know if a player’s maximum exit velocity is actually the hardest he will hit the ball. But, I will say, we can reasonably confident that we are in range fairly quickly, based on research from Alex Chamberlain.

The main comparison I am interested in is the differences in approximate attack angle between these players. The concept was outlined in great detail by Jason Ochart at Driveline in this 2018 post, but the TLDR is it is the vertical angle (which is associated with the launch angle of a batted ball) of the bat as it goes to impact the baseball. Hitters can measure it with bat sensors or by parsing video.

Unfortunately, we do not have this information for major league hitters in games because they do not walk up to the plate with sensors on their bats. Instead of throwing our collective hands up, however, we can approximate attack angle with the data we do have access to. And fortunately, that has already been done. Back in 2017, David Marshall wrote an amazing piece on the Community Research blog here at FanGraphs reverse engineering attack angle from Statcast data. He concluded his post with an elegant linear equation approximating attack angle based on the launch angle of the top 20% of a player’s hardest hit batted balls. Anthony Shattell has also posted about data of this nature in the past, and I would highly-recommend scrolling through his feed for some batted ball related visuals; he uses the top 10% of hardest hit balls for his attack angle approximations. For this analysis, I arbitrarily took the top 5%. One might quibble with such a choice, but I think it gets the same point across.

Here are the estimated attack angles for the hitters in the table above based on my filtering criteria:

Attack Angle of Vlad EV Comparables
Player Attack Angle
Pete Alonso 15.62
Aaron Judge 9.86
Giancarlo Stanton 8.74
Nelson Cruz 14.85
José Abreu 11.26
Mike Trout 16.94
Gary Sánchez 16.11
Marcell Ozuna 15.23
Ronald Acuña Jr. 17.86
Fernando Tatis Jr. 15.25
SOURCE: MLB Advanced Media

Stanton has the flattest swing in this group with an estimated attack angle of 8.74 degrees. Guerrero is even lower at 8.71 degrees. Stanton and Judge stick out in that they hit a ton of home runs but have noticeably flatter swings then the rest of the group. They make up for those flat swings by hitting the ball harder than anybody else in baseball. In the Statcast era (since 2015), Stanton has hit 28 balls over 118 mph, the most in the majors. Judge sits second with 10 (he was not a full-time regular until 2017). Third, despite his lack of experience in the big leagues, is Guerrero. If you just look at 2019 and ’20, Vlad is tied for the most with Stanton. Guerrero and his power are in rare company. What’s more, Stanton and Judge have career strikeout rates of 28.1% and 31.4%. Guerrero’s sits at just 17.0%. Even though he doesn’t have quite the same amount of juice on contact as the Yankees outfielders, he makes up for it by putting the ball in play much more often, albeit on the ground. Stanton and Judge have career groundball rates of 42.2% and 38.5%, respectively, with the former about league average and the latter about a standard deviation below it.

Guerrero is still a step behind Stanton and Judge with regards to power, so any large increase in extra base hits (where he has been slightly above league average in terms of the percentage of his total plate appearances) will have to come from either hitting the ball harder or putting more balls in the air. In my own research, I found that maximum exit velocity peaks around age 26 and average exit velocity on balls in the air peaks around 30. So maybe there is some power Guerrero can still squeeze out of his bat. Given that he is already inside the top 1% in raw power, however, I am dubious of how much room for growth there is in that department. What about swing plane? There is precedence for young hitters changing their distribution of batted balls.

More often than not, these young talented hitters saw performance boosts when putting the ball in the air more. That is not to say Guerrero will definitely see a bump in production if he focuses on hitting the ball in the air. It could mess with his swing for all I know. But I do believe that there is room for him to add some loft in his swing, even at the expense of more whiffs. His strikeout rate is close to six percentage points below the league average. There is a trade-off to be had there that can make him the fearsome hitter we all believe he can be.

Guerrero is still very young and has a lot of room to grow as a hitter. The projection systems seem to agree. The FanGraphs Depth Charts projections see him putting up a .360 wOBA in 2021, 23rd in baseball. THE BAT X, which to my knowledge most explicitly leverages existing Statcast data, is even more optimistic. It sees a .376 wOBA in Vlad’s future, placing him 11th in the league and sandwiching him in between Yordan Alvarez and Judge.

When you consider his pedigree coming into the majors, his high-end bat control (as evidenced by his strikeout rate), and his nearly unmatched power, I still think these projection systems are a little light on what to expect from Vlad Jr. going forward. His combination of skills should put him in the conversation to be among the best hitters in baseball, the type who is in the MVP conversation throughout his 20s. Let’s hope he can make the necessary adjustments and grow into that kind of player starting this season.


Makeshift Nationals Enjoy Dramatic Comeback Victory on Belated Opening Day

If you had Jonathan Lucroy driving in the first runs of the Nationals’ 2021 season, take your ticket to the window and claim your winnings. Due to a COVID-19 outbreak that forced the team to sideline nine players, the 34-year-old backstop, who was unemployed as of last week, suddenly became Max Scherzer’s batterymate for the Nationals’ season opener against the Braves. Things didn’t go well at the outset, but in his first major league plate appearance in about a year and a half, Lucroy helped the Nationals’ ace dig out of an early 3-0 hole with a two-run double.

In their first game in front of fans since winning the 2019 World Series — albeit just 4,801 fans, with Nationals Park only allowed to be filled to about 12% capacity — the Nationals completed a dramatic comeback via Juan Soto’s walk-off single in the ninth for a belated Opening Day win under very strange circumstances.

The situation was the culmination of a sequence of events that served to remind Major League Baseball that yes, there’s still a pandemic going on. Despite just 25 players out of a total of more than 2,000 testing positive for COVID-19 either on intake or during spring training, MLB made it exactly zero days into the regular season before having to deal with its first outbreak. The marquee Opening Day matchup between Scherzer and the Met’s Jacob deGrom was postponed after the test of a Washington player from Monday, the final day of spring training, came back positive. The remainder of the three-game series was scrubbed once the total number of positives climbed to four, with nine other players quarantined following contact tracing. Read the rest of this entry »


Fun With Small Samples: Joey Gallo, BABIP God?

Joey Gallo is a walking archetype. You know the rough outlines: strikeouts like you wouldn’t believe, gobsmacking power, and the walks that accompany those two. When he’s good, he’s blasting his way to success; the park almost doesn’t matter when he gets into one, so titanic is his power.

If you knew only that about Gallo — and to be clear, it’s the most important thing — what would you think about his BABIP? It could be sky-high; he whiffs quite a lot, but that doesn’t matter for BABIP, and when he makes contact, it’s the loudest contact there is. He’s barreled up a fifth of his batted balls, and hit 50% of them 95 mph or harder. That makes it easier to find a hole — or make one.

It could be low, though! Many of those hard hit balls leave the park. What might be doubles in the gap or smoked line drive singles for another player might be home runs for Gallo, and singles and doubles are the bedrock of BABIP. Grounders and pop ups are no good; the real juice is in line drives and low fly balls, and he might simply hit his too hard to keep them in the field of play.

The answer is depressingly pedestrian. Gallo’s career BABIP stood at .270 entering this year, below average but not atrocious. That’s 40th-worst in baseball over that time period, in the same general area as many homer-happy sluggers. Mike Moustakas, Kyle Schwarber, Rhys Hoskins, Chris Davis — basically, hitters who get a disproportionate amount of their value by putting the ball in the air and over the fence. Read the rest of this entry »


Akil Baddoo, Where He Belongs

You can see, if you want, the teenager who signed with the Minnesota Twins in 2016: a second-round pick from Salem High School in Georgia, leaving an offer from the University of Kentucky to make a go of it in the minors. You can see, in fact, his pre-draft workout for the Twins. It’s right here on YouTube, with a modest thousand views: not the best quality, not the best angle, but he’s there, swinging away, his face turned away from the camera. The video was uploaded by John Baddoo, his dad, whose channel features just one other video — again, starring his son Akil, this time going up to bat in Puerto Rico. From behind the dugout in the sparsely-populated stands — so far that, at first, it’s unclear who is being filmed — the phone camera slowly focuses on Akil as he takes his warm-up swings. Its shaky zoom follows him to the plate. When he puts the ball in play, the video ends abruptly. We don’t know what happened to that ball, whether it was a hit or an out, but it doesn’t matter: We saw his patience, his swing. When this video was uploaded in 2015, he was only 17 years old.

Now, Akil Baddoo is 22. He is, as of last week, a major leaguer. And his debut week has been unlike any other. He made his first appearance on Sunday. His parents were there at Comerica Park, watching, just as they had been when their son was in high school. And on the very first pitch Baddoo saw in the majors, he homered.

That, in itself, is some incredible magic — of all the players who’ve debuted in the major leagues, a number that is currently approaching 20,000, only 31 have done what Baddoo did — seen one pitch and sent it out of the ballpark. But it didn’t stop there. The next day, Baddoo hit another home run: a grand slam, in fact. Read the rest of this entry »


Pitchers Keep Pumping Heat, but Context Is Key

This is Tess’ first piece as a FanGraphs contributor. She grew up playing youth baseball just outside of Oakland during the Moneyball Era, which sparked an early curiosity about the intersection of inclusion and innovation in the sport. With a master’s degree in Computing and Digital Media, she has worked for several years as a sports video editor, creating thousands of highlight videos for high school athletes with college ambitions. She is excited to apply her technical background to prospect evaluation and the amateur draft, and further explore the ways video and data continue to evolve baseball at every level. She lives in Chicago with her husband, dog, and cat.

Now that the regular season is upon us, spring training is starting to feel like something we all imagined. That’s true to an extent every season; the smaller stadiums and less familiar faces all dwell somewhere in the uncanny valley of what we recognize as professional baseball. But this year felt particularly dreamlike, with its ties and needless bottoms of the ninth. Despite these quirks, the Grapefruit and Cactus Leagues did provide the opportunity for several young pitching prospects to pitch their way onto major league rosters, solidify the roles they earned in 2020, or simply show fans what the future of their favorite club might look like.

I combed through Baseball Savant’s pitch velocities from the games played at Statcast-friendly spring training facilities and compared them to those recorded during the 2020 major league season. I then incorporated reports from last season’s alternate sites and other outside sources in order to understand what these spring velocities might mean for these prospects moving forward. So, before we forget the rolled innings that ended with fewer than three outs and convince ourselves that spring training was some sort of shared hallucination, let’s take a look at some of the guys who threw harder this past month and see what that might tell us about the season ahead.

Casey Mize entered the spring after a less than stellar debut season. In 2020, his ERA and FIP were both over 6.00, and he struggled with his command as he went 0-3 over six starts for Detroit. A brief look at his numbers coming out of camp might not reassure Tigers fans who focus their attention on his 7.23 ERA or the 11 walks he issued over 18.2 innings. But there is hope to be mined from Mize’s spring, especially in terms of the velocity he showcased. In 2020, Mize threw a total of 543 pitches, only five of which clocked in at 96 mph or faster, with his fastball averaging 93.7 mph. This spring, in his March 19 start against the Blue Jays alone, Mize topped 96 mph a whopping 37 times, more than half of his pitches thrown that day. Read the rest of this entry »