Archive for Daily Graphings

Before We Discover Where Bryan Reynolds Is Going, We Must Discover What He Is

Albert Cesare/The Enquirer / USA TODAY NETWORK

The one constant this offseason is that Bryan Reynolds is probably going to get traded. We all knew this, because he’s a good player on a bad team that doesn’t look like it’s going anywhere anytime soon. Players like that get traded, or at least they get talked about as trade candidates. In December, Reynolds turned circumstantial evidence into an actual news story by requesting a trade.

A month and a half later, there’s still no movement, which isn’t really a surprise. Reynolds is under team control through 2025, and the Pirates — if they decide to move on from Reynolds at all — shouldn’t be in any rush to get rid of their best player. A couple weeks ago, Jon Heyman cited a rival executive who compared Pittsburgh’s ask for Reynolds to what the Padres gave up for Juan Soto last August.

If you’ve been around baseball, followed it, watched it, or even become generally aware that there’s a sport behind cultural idioms like “ballpark figure” and “getting to second base,” you know how this dance goes. Player requests a trade, team negotiates with rivals both privately and through leaks to reporters, a price is eventually agreed upon, and the trade is executed.

But I find this process particularly intriguing for Reynolds, because it involves determining a public consensus over how good he actually is. Read the rest of this entry »


Further Research In Pursuit of Finding Hitter Breakouts

Peter Aiken-USA TODAY Sports

Earlier this week, I wrote up a side project I’ve been working on recently: looking through exit velocity distributions to find interesting hitters. You can read that if you’d like (obviously, that’s how the internet works), but as a refresher, I looked through 2022 batted ball data for hitters whose 95th-percentile exit velocity was high but whose average exit velocity was low, as well as hitters who hit the ball hard consistently but didn’t have the results to show for it.

With a little more time to monkey around with the data, I’ve come to a few conclusions about this line of analysis. If you just want to read the article for those conclusions, no sweat: just search for the words “phenomenal cosmic power.” It’s been too long since I’ve used an Aladdin reference in an article, so I promise to shoehorn that one in somehow just before I explain my conclusions.

Okay, great, now that we’ve dispensed with the casuals, let’s talk through a bunch of procedure. You nerds (I say this with affection) love the procedure, I know. First things first: I took Baseball Savant data for all batted balls and grouped them by player and season. I skipped 2020 due to sample size issues and last season because we don’t have subsequent-year data. That left me with approximately 3,000 player-seasons of at least 50 batted balls. Read the rest of this entry »


A’s Prospect Zack Gelof Profiles as Another Brick in the Wall

Zack Gelof
Mark J. Rebilas-USA TODAY Sports

Zack Gelof doesn’t profile as a boom-or-bust prospect. Coming off of a season that saw him reach Triple-A at age 22, the University of Virginia product is a near lock to perform on the big stage — not as a headliner, but rather as a solid contributor to a lineup that is currently patched together with Band-Aids. The low-budget Oakland Athletics need all the help they can get, so getting Gelof — ditto the higher-ceilinged Tyler Soderstrom — to the big leagues is an organizational priority.

Drafted 60th overall in 2021, Gelof slashed .270/.352/.463 with 18 home runs this past season, with the bulk of his action coming with Double-A Midland. The right-handed-hitting infielder added three more homers in the Arizona Fall League, and it is his power potential that most stands out for our lead prospect analyst. When I asked Eric Longenhagen for a snapshot scouting report on Gelof, he told me that “it is definitely a power-over-hit profile at this point,” adding that while his 70% contact rate wasn’t great, his “peak power and barrel rates were very encouraging.”

When I asked Gelof for a self-scouting report, he chose not to cite specific strengths, but rather his all-around skillset and desire to get better.

“I’d say I’m a really athletic infielder who likes to compete,” the Delaware native told me during his stint in the AFL. “But I try not to think about who I am and what people scout me to be. I just worry about working on basically every area that I can. I want to perform on the field and be the best player that I can be.” Read the rest of this entry »


Pablo López Has No. 2 Starter Potential in 2023 — If He Can Make a Slight Change

Pablo Lopez
Sam Navarro-USA TODAY Sports

Last week, what felt like months of Pablo López trade rumors finally came to fruition, as he was sent to Minnesota (along with two prospects) for reigning batting champion Luis Arraez. (For an in-depth breakdown of the trade, check out Ben Clemens’ summary here.) In theory, the trade should help both rosters: the Twins needed pitching depth, and the Marlins needed offensive help. For this piece, I’m going to focus on how López can recover the best version of himself that we saw in 2021 before he missed much of that season’s second half.

López established himself as an above-average starting pitcher in the shortened 2020 season, when he threw 57.1 innings with a 3.61 ERA and 3.09 FIP. The main reason for his success: he bought into the idea of throwing your best pitches more often, throwing his four-seamer and changeup over 60% of the time for the first time in his career. That success carried over into 2021, when he threw 102.2 innings with a 3.07 ERA and 3.29 FIP, followed by a hot start to 2022. But from the middle of June through the rest of the season, he kept tossing up clunkers.

López Performance by Month
Month FIP K% BB% Ch Whiff%
April 1.66 27.10 4.70 46.9
May 3.73 26.20 7.60 40.3
June 4.65 22.00 7.30 37.6
July 3.92 24.00 8.50 30.9
August 4.43 19.70 8.50 31.1
September 3.55 23.40 5.80 20.0

The short story is that hitters stopped whiffing at López’s changeup. He had a slight recovery in the final month, but as you can see in that pitch’s whiff rate and his strikeout rate, that wasn’t him at his best. His repertoire hinges on both righties and lefties swinging at and whiffing on changeups. It’s the key to his success, and it will need to be the focus if he hopes to return to his 2021 form.

So why did hitters swing and miss less at López’s changeup as the season went on, and is it directly related to the pitch itself?

To answer that, it’s worth considering first what a changeup is: a deception. And in order to deceive, you have to make the hitter believe something else is coming. To do that, you must throw your complimentary pitch regularly and in an ideal location. In the case of the changeup, you usually pair it with a four-seamer or sinker; for López, it’s the four-seamer. The success of those pitches goes hand in hand; if one is off, then the performance of the other could be in jeopardy. To go into more detail: if the shape of one changes and no longer tunnels as well with the other, then the combination isn’t as deceptive.

That seems to have been the case with López. Below is a table of his four-seamer/changeup metrics from the last few seasons:

López 4-Seamer/Changeup Specs
Year Pitch Active% Measured Axis Inferred Axis
2020 4-seamer 80.5 1:25 12:56
2020 Changeup 85.5 1:59 2:48
2021 4-seamer 80.2 1:32 12:58
2021 Changeup 90.5 2:08 2:50
2022 4-seamer 66.2 1:19 12:31
2022 Changeup 83.7 2:02 2:50
SOURCE: Alex Chamberlain’s Pitch Leaderboard

The difference is jarring. López didn’t have pure backspin on his four-seamer to begin with, but a change in shape from the low-80s in Active% (also known as spin efficiency) to 66.2% completely alters a pitch’s shape and, as a result, its effectiveness. Even though his changeup metrics were relatively the same from 2021, the change in the fastball negatively impacted the entire arsenal. If a hitter can distinguish between those two pitches because of shape and/or location, they are less likely to be fooled by either one.

This negative development for López can be traced directly to an injury suffered when he took a liner right off the right wrist on June 10. After that, his performance was sporadic, and more importantly, his release point and pitch location changed:

López 4-Seamer Release and Location
Month Avg. Horizontal Release Avg. Vertical Release Avg. Horizontal Location
April -2.14 5.5 0.02
May -2.09 5.5 0.05
June -2.06 5.48 -0.05
July -2.13 5.34 -0.01
August -2.15 5.37 0.02
September -2.09 5.48 0.17

During his rough patch in July and August, his release point moved down and closer to third base. This slight change perfectly tracks with a loss in active spin. By getting further around the ball, your finger and seam orientation at release are less on top of the ball and more on the side. To get more backspin, you ideally release the ball closer to the top of your fingertips. A change in grip strength that could be the result of a wrist contusion would have a direct impact on these components and cause compensations that take time to realize and adjust to. And while López felt healthy enough to throw 180 innings last year, that doesn’t mean he wasn’t compensating.

When combing through the video, it’s easier to see the change in release. Below are four total clips; the first two are from April, and the two after are from July and August.

There are a few things I want to address. First, López’s altered release point can be traced back in his delivery to a slight change in the use of his glove side. Comparing his throws in the spring to those in the summer, you can see that he’s altered the way he turns his glove over at peak lead arm extension. Early in the year, he only had a slight quarter turn in his glove; in the second half, he progressed into a full turnover.

That subtle difference creates two different reciprocal movements. A reciprocal movement is one that is a direct result of another; if you throw a ball up, it must come down. The same principle works for the body. A change in direction of the glove turn affects the direction of torso rotation, which then affects the angle or position of the throwing arm at release. (The kinetic chain!) That’s an area where he and his coaches can look at when discussing how he can make the proper mechanical adjustments to recover his fastball shape.

It’s important, too, to note how important that recovery will be for López’s tertiary pitches as well. When you lose one of your primaries, hitters can more easily sit on the pitches that aren’t as effective in the arsenal. For López, that pitch was his cutter. After two seasons with a wOBA under .325, the pitch was wrecked in 2022: a .447 wOBA and .321 batting average against. Its downfall can also be traced to his four-seamer, as the pitch went from the mid-50s in spin efficiency to the mid-30s. He may only throw it 10% of the time, but it was still a huge liability. Hopefully whatever mechanical adjustments López makes to recover his four-seamer can filter down to that pitch as well.

Injuries in general can be tough to overcome in the middle of a season. For a pitcher, that difficulty increases with anything related to their arm. A contusion may not be a long-term health concern, but López’s second half shows how something that looks insignificant can lead to detrimental short-term compensations. Luckily for him, this is the type of thing that shouldn’t take any drastic adjustments to fix, and he already has a blueprint for success from his 2020 and ’21 campaigns. With the help of a new coaching staff in 2023, his two-pitch combo should give him and the Twins an above-average starter for the next couple of seasons.


Michael A. Taylor Is the Second Center Fielder the Twins Needed

Michael A. Taylor
Peter Aiken-USA TODAY Sports

Hello, and welcome to today’s episode of Twins Trade Talk. I’m your host, Ben Clemens, ostensibly a writer at FanGraphs but now an exclusive chronicler of Twin City swaps. Last week, Minnesota traded AL batting champion Luis Arraez in a deal I absolutely loved. If that’s the main course, Monday’s move was dessert:

Let’s start here: I love this trade for both sides. Michael A. Taylor has been a quality contributor when healthy for much of his career, and his last two seasons in Kansas City encapsulate his career well. In a sentence: very good outfield defense is valuable. Taylor hit a paltry .249/.304/.357 in blue and gold, but he was still worth 3.5 WAR (by our calculation, 5.7 per Baseball Reference) over roughly 1,000 plate appearances because he’s one of the best outfield defenders around. Depending on which defensive metric you’re most fond of, he’s either first (DRS), first (UZR), or second by one run (OAA) among all outfielders over the past two years. Read the rest of this entry »


The Bunt Double Is on the Verge of Extinction

Reese McGuire
Timothy T. Ludwig-USA TODAY Sports

Here’s something Joey Votto said while serving as a guest commentator in the Cincinnati broadcast booth in August: “The best in the game are matching the style of the game. The style of the game changes.” He was talking about hitting, but his point lined up with one of my favorite baseball metaphors. I often think of the game as an ecosystem. The players who thrive are the ones who are either built for or can adapt to the current game; changes to the style or the rules will always favor some players at the expense of others.

Changes will also favor some plays over others. As the infield shift rose to prominence, routine groundouts to shallow right field were fruitful and multiplied. Now that the shift has been outlawed, they’ll likely be pushed to the brink of extinction, and they’re taking one of baseball’s most exciting plays with them.

FanGraphs loves bunt doubles. This is a brief history of the bunt double by Jake Mailhot. This is a how-to manual for bunt doubles by the sainted Jeff Sullivan. In fact, he wrote about bunt doubles kind of a lot. As the shifting ecosystem means that bunt doubles are likely going the way of the dodo, it’s time to write the final chapter of their story. Read the rest of this entry »


Some Breakout Hitter Candidates, Courtesy of Exit Velocity Percentiles

Charles LeClaire-USA TODAY Sports

I think I might be on to something. While fiddling around with some 2022 batted ball data in an attempt to improve my programming skills, I created a list of players whose 95th-percentile exit velocity most outstripped their average exit velocity. If you want that in plain English, that’s players who hit the snot out of the ball when they connect, but whose average exit velocity is weighed down by a pile of mishits. Second on this list among players with at least 200 batted balls? Oneil Cruz, a poster child for cartoonish maximums and frequent contact issues.

With Cruz coming in near the top of this list, I thought I might have a bead on something cool. Jo Adell (only 162 batted balls, but still), Michael Harris II, and Pete Alonso are all high up there, and they’re the kind of players I would expect to see. They’re also interesting players from a breakout perspective; if something clicks and they start making more consistent contact, they could turn into monster hitters overnight.

That’s unfair to Alonso, who is already a monster hitter, but there’s even some instructive value there. Alonso and Mookie Betts had strikingly similar lines in 2022 by strikeout rate, walk rate, isolated power, BABIP, and wRC+:

Betts = Alonso??
Player BB% K% ISO BABIP wRC+
Mookie Betts 8.6% 16.3% .264 .272 144
Pete Alonso 9.8% 18.7% .246 .279 143

One category where they weren’t similar? Alonso’s top end exit velocity is far superior to Betts’s. I mean, obviously. Have you seen Mookie Betts? Have you seen Pete Alonso? If Alonso were getting to his power as often as Betts gets to his, he’d be putting up Yordan Alvarez numbers. Indeed, Alvarez and Alonso have nearly identical 95th-percentile exit velocities, but Alvarez hits the ball 5.5 mph harder on average. He’s consistently hitting the ball on the screws, in other words. No wonder, then, that he posted an isolated power 60 points higher than Alonso. Read the rest of this entry »


Sign a Good Free Agent Outfielder, While Supplies Last

Jurickson Profar
Brad Penner-USA TODAY Sports

I am, it brings me great shame to admit, an inveterate procrastinator. Last summer, the air conditioning in my car stopped working, and instead of taking it in to get fixed, I just waited until the weather cooled off and look, now I don’t have to worry about it all winter.

Perhaps you’re the same way. Perhaps you’re the same way and you run the baseball ops department of one of the 30 MLB teams. Need an outfielder? Eh, we’ll figure that out later. Bryce Harper signed his megadeal in March, for cryin’ out loud. There will always be help left on the market, one might reasonably infer.

But that’s not really the case anymore. Two things struck me when I was writing up the Tommy Pham signing last week. First, very few teams only need three competent outfielders. Even the Mets, who signed veteran starters to long-term contracts at all three positions, still had enough of a hole in the lineup to warrant going out to get a top-notch fourth outfielder/platoon DH.

Second, Pham was one of the last good options on the board. Read the rest of this entry »


Patience Is a Virtue for O’s Mountcastle

Brad Penner-USA TODAY Sports

Last season was a fun one for the Baltimore Orioles. Coming off of five straight sub-.500 seasons and a particularly torturous 110-loss campaign, the Birds had a 24-35 record before starting to turn things around in late June. Just before the All-Star break, they went on an improbable 10-game winning streak to jump over .500, and after the break, they kept the momentum moving their way, even making a short-lived run at the third American League Wild Card spot (they ultimately fell just three games short). It started to look like the dawn of a new era in Baltimore, and much of the spark came from a revamped lineup. Adley Rutschman and Gunnar Henderson made their highly anticipated big league debuts and did not disappoint – particularly the former, who turned in one of the finest rookie seasons by a catcher in recent memory. Cedric Mullins followed up his breakout 2021 with another solid season. Anthony Santander set a new career high with a team-leading 33 home runs. And then there was Ryan Mountcastle.

After leading the Orioles with 33 homers and 89 RBI in 2021 in his full-season debut, Mountcastle’s offensive production faded last season. He hit just 22 home runs, while his slugging dropped from .487 to .423, his wOBA from .335 to .316, and his wRC+ from 111 to 106. His defense improved enough to allow him to reach 1.6 WAR, a new career high, but for a player whose calling card is power, his waning surface-level thump was at least indicative of a sophomore slump and at most a cause for concern.

But Mountcastle’s Statcast profile and expected stats tell an entirely different story. In 2021, the slugger was in the middle of the pack, with an average exit velocity of 89.1 mph (45th percentile) and a 39.7% hard-hit rate (41st); his .245 xBA and .326 xwOBA placed him in the 36th and 47th percentiles, respectively. By these measures, his 2022 was one of the better year-over-year improvements in baseball. He added 2.2 mph to his average exit velocity, the seventh-largest increase among players who qualified in both years, and 6.6 percentage points to his hard-hit rate, the sixth-most in that group. Just four hitters added more to their xBAs than his .032 points, and the only hitters who managed to improve their xwOBAs more than his .036-point jump were Yordan Alvarez (.073), Christian Walker (.048), and Aaron Judge (.045). His was one of just 40 player-seasons in the Statcast era with 60-plus barrels. Read the rest of this entry »


Locke St. John and the Lateral Movers

Benny Sieu-USA TODAY Sports

Last week, I wrote about the handful of pitchers who drop their release points significantly when facing same-sided batters. Today I’m going to highlight a few who change their release points by a different method. Before we get to them, I’d like to talk a bit about why anybody would risk messing with their release point in the first place. This is an article about the potentially transformative power of scooching over.

I started thinking about arm angles with a very blunt test. For the last seven years, I pulled every pitcher’s average release point and their wOBA against lefties and righties, then calculated the correlation between them. I also pulled average velocity as a control variable of sorts. The correlation coefficients are small, but they line up with what we’d expect:

Correlation Between Release Point and wOBA
Handedness Velocity Horizontal Release Point Vertical Release Point
Same Side -.15 -.11 .15
Opposite Side -.22 .13 -.01
Minimum 800 pitches against relevant side.

Unsurprisingly, it’s always good to throw the ball hard. Against same-sided batters, pitchers who release the ball lower and wider fare better. Against opposite batters, a wide release point is associated with poor results. Read the rest of this entry »