Archive for Daily Graphings

The Struggles of Jurickson Profar

As the Padres were transitioning from upstart to powerhouse over the offseason, they signed Jurickson Profar to a three year deal. It was a relatively quiet move for a team that did some big things over the winter, but a three year deal for a fourth outfielder, or super-utility man, is bold. It was a signing that signified the importance of depth for a team competing in the same division as the godfather of depth, the Dodgers. Profar, a former number one overall prospect, spent the early days of his career suffering through shoulder injuries and poor performance before finally breaking out in 2018 as an average hitter who can play everywhere competently. His 2020 was spent doing just that for the Padres as he covered five different positions, played nearly everyday and put up a career high 111 wRC+. That’s how you get yourself a three year deal without being the prototypical everyday starter.

Turns out the Padres were right to spend a little money on depth. Like seemingly every team, they’ve had a lot of injuries. Profar has played five different positions this season and is fifth on the Padres in plate appearances. That’s really the only part of the signing that has gone to plan, however, as the performance in those plate appearances has really cratered. In a lot of ways, he’s back to his pre-2018 breakout. He’s hitting the ball more softly and his fly balls aren’t leaving the yard.

The 2021 Slump
Season PA wRC+ Barrel% Avg. EV WAR/600 PA
2018-2020 1314 101 4.8% 87.0 2.51
2021 244 74 1.2% 85.1 -1.48

Even at his best, Profar wasn’t one to roast the ball. His career best exit velocity in 2018 was only good for the 25th percentile. This season, he’s down to the second percentile. Profar became an average hitter by hitting a decent number of line drives and pulled fly balls while also having a well above average strikeout rate. We’ll touch on the plate discipline a bit later but it’s been the fly balls that are the big issue for him. Read the rest of this entry »


What’s Up With Nolan Arenado’s Defense?

Heading into 2021, the question that loomed over Nolan Arenado concerned his bat. Could he remain productive outside of Coors Field? Roughly 40% into the season, the answer seems to be yes. Although his on-base and slugging percentage are down, handy wRC+ tells us that Arenado’s offensive output relative to the environment he’s in has remained consistent. On this front, he has been the star the Cardinals had hoped for.

On the other hand, I’m willing to bet good money that nobody was worried about Arenado’s glove. Altitude doesn’t affect one’s footwork or agility. We expected him to continue his life as one of the league’s best third basemen. And all things considered, he still is one of the league’s best third basemen. What follows isn’t the sound of panic, but rather a fact to keep in mind. Consider Arenado’s defensive numbers this season:

Arenado’s Defensive Numbers, 2016-21
Year Innings DRS UZR OAA
2016 1377.1 13 3.3 14
2017 1343.1 17 6.7 9
2018 1328.1 12 5.8 11
2019 1319.2 24 10.3 21
2020 417.1 11 8.5 7
2021 600.0 3 1.0 0

They’re… okay. Huh. That being average elicits this sort of reaction is a paean to Areando’s talent. When the three big defensive metrics all agree that his defense has taken a step back, though, you have to wonder – what’s going on? He’s no pumpkin at the hot corner, but he’s also not the superstar we’ve become accustomed to. Prorate his 2021 DRS to his 2019 workload in terms of innings fielded, and you’d wind up with 7 DRS after rounding up. That would represent the lowest mark of his career. Defensive metrics are imperfect and noisy, sure, but confronted with these changes, there’s probably some signal worth analyzing.

For this article, I’ll be focusing on Baseball Savant’s Outs Above Average. Our in-house metric is UZR, but it unfortunately doesn’t account for infield shifts, which will become relevant later on. Read the rest of this entry »


Resurgent Brothers a Key Contributor in Cubs’ Bullpen

The bullpen can be a weird place. While lineups and rotations across the big leagues have some degree of stability (albeit one threatened by recent spikes in injury rates), the amount of roster turnover in bullpens varies greatly. It’s a place where former failed starters and pitchers trying to get one last chance at the big leagues often find a home. Tyler Matzek and Daniel Bard were the latest reclamation projects turned into high-leverage relief pitchers when they returned to form last season. For Bard, it had been a full seven seasons since his last appearances in a big league game (2013 with the Red Sox). His performance earned him 2020 Comeback Player of the Year honors in the National League and a $2.9 million one-year deal to return in 2021 as the Rockies’ closer.

Is this unusual? Bard’s story certainly is, but it’s pretty typical for teams to pan for gold via non-roster invitees to spring training. Spring training rosters are limited to 75 players; teams will almost always fill this with the entirety of their 40-man roster supplemented by minor league players close to big league action and a handful of NRIs competing for a spot on the roster. Most NRIs don’t pan out and are either released or end up in the minor leagues, but occasionally they suit up for Opening Day.

Rex Brothers falls into this category. Now in his third attempt to recapture his form as the Rockies’ setup man and closer from 2011-15, Brothers looks like he’s figured some things out with the Cubs. Heading into yesterday, he’d made 28 appearances for a total of 24.1 innings (all stats are as of June 23). Those figures are the highest totals for Brothers since the 2014 season. In those innings he’s struck out 40 batters, leading to a career-best 38.5 K% and K-BB% of 25%. That K-BB% is good for 31st out of 200 relievers with at least 20 innings pitched. So far it certainly reads like a success story for the Cubs.

Brothers is no spring chicken (2021 is his age-33 season) but he has logged relatively few innings (293.2 total at the major league level and only 51.1 over the last five seasons), which may inspire some optimism that he has more left in the tank than his age would suggest. But the question remains as to whether he has staying power in the Cubs’ bullpen. I made mention of Bard and Matzek earlier. Matzek reappeared last season as a reliever for the Braves after a brief stint as a starting pitcher for the Rockies (the team that drafted him) back in 2014-15. His performance has regressed from his resurgent 2020, but Matzek has managed to keep his successful run going with an ERA of 3.33 and a FIP of 2.98 in ‘21. Bard has similarly maintained form. Matzek and Bard represent the high point for these kinds of reclamation projects. While unlikely, it’s far from unprecedented.

But let’s get back to Brothers. A reliever his whole career, he has relied primarily on a two-pitch mix of a four-seam fastball and a slider. His best pitch is his four-seamer, which he uses about two-thirds of the time; it tops out around 97. According to Sahadev Sharma of The Athletic, Brothers played through shoulder pain in Colorado, which he admits was a mistake. The shoulder ailment eventually led to surgery following his 2016 release from the Cubs, who had acquired him from the Rockies in ‘15. His road back to the majors has taken time. As is the case for many pitchers who go through injuries, his mechanics took a turn for the worse as his body compensated for the weak throwing shoulder. His first crack at a comeback was granted by the Atlanta Braves where he bounced back and forth between the majors and the Braves’ Double- and Triple-A affiliates. Never a strength for Brothers, his lack of control was at the heart of his struggles to get back to baseball’s highest level. He put it together briefly in 2017 when he pitched 23.2 innings for a 3.66 FIP but an awful 7.23 ERA. In 2018, however, Brothers walked 44 batters in 40.2 innings, including a whopping 17 wild pitches during that span. He faced a mere two batters at the major league level and walked both of them.

Another opportunity in 2019 with the Yankees followed by time with the Cubs in ‘20 yielded similar results: Brothers could not throw strikes consistently enough. He credits time working on his mechanics at the alternate site last season for his improved control. Look at the following GIFs. The first one is from 2020 and the second from ‘21. Notice how last season he was reaching his throwing arm down below his waist; this season his arm action is much shorter and more compact in comparison.

In his interview with The Athletic, Brothers expressed the impact his arm action also had on his lower half, stating, “My knee started caving towards home plate, which was forcing me down the mound way too soon. It was an inconsistent release point, and I was just feeling bad.”

Statcast captures pitcher release points with every pitch. Looking at Brothers’ pitch data from the last two seasons, there’s evidence that the improvements in his delivery have helped him find consistency in his release point. The chart below shows pitch release locations for the 2020 and ‘21 seasons.

The release point distribution is quite different for the two seasons. The standard deviation for release point of his pitches in 2020 was 0.266 feet in the X direction and 0.103 feet in the Z direction; in ‘21, the standard deviation decreased significantly to .186 and .076. This holds true for both fastballs and sliders. He’s thrown over five times as many pitches this season, but even taking a random sample of data of the same size (74 pitches) as his data from 2020 the improvement in consistency is still evident.

Let’s be clear, Brothers still carries a BB/9 rate in excess of 5.00, but his propensity for strikeouts makes that number more palatable. Improving his release point seems to have allowed him to regain enough control to effectively leverage his strikeout ability. Brothers has thrown 36.6% of his pitches in the strike zone this season, tied for 12th lowest among relievers with at least 20 innings pitched. During his most effective seasons in Colorado (2011-13), he threw 44.9% of his pitches in the strike zone. He’s also allowing way more fly balls now (46.8% this season) than his days in Colorado (average of 32.6% from 2011-13), which has been detrimental to his home run rate (1.11 HR/9 allowed this season) although he’s right around league average. This season’s version of Brothers is a tad less effective than his younger self, but his 3.57 FIP makes him an above average reliever and a reliable left-handed option for the Cubs.

The Cubs have the fourth best bullpen in the majors by WAR at 3.2. Outside of Craig Kimbrel, who is also having a resurgent season, their relievers are not hyped prospects or big name free agent signings. It seems that the front office and coaching staff have found the ability to make the most of the pieces they have. Working with Brothers to rekindle some of the success he had early in his career is just an example of how many of the Cubs’ relievers are churning out career-best performances.


Let’s Hear From a Pair of Red Sox Prospects

Triston Casas and Grant Williams are teammates with distinctly different profiles. Boston’s first-round pick in the 2018 draft, the 21-year-old Casas is a 6-foot-4, 250-pound first baseman who is No. 2 on our Red Sox Top Prospects list, and No. 42 on our updated Top 100 Prospects list. Williams is unranked. A 25-year-old middle infielder who lasted until the 310th pick of the 2018 draft, he hit in the nine-hole when the Double-A Portland Sea Dogs hosted the Somerset Patriots on Wednesday night. Befitting his stature, Casas batted third.

Prior to the game, I spoke to both players about their respective hitting approaches.

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Casas possesses plus power, but he doesn’t present as a pure slugger. Patience is a big part of his M.O., as is a willingness to choke up on the bat when contact is at a premium. The lefty swinger cited Joey Votto as his role model when he was featured in a January 2020 Sunday Notes column, and as he acknowledged on Wednesday, that remains the case.

I asked Casas if he’s changed as a hitter since entering pro ball three years ago.

“I’d like to think I haven’t, but I have a lot,” responded the Plantation, Florida product. “I kind of battle that. I fight every single day to make adjustments and become the best hitter that I can, but to also apply what I’ve been doing my whole life. So I like to say that I haven’t changed too much, but at the same time, I have.”

I asked the up-and-coming youngster if he could elaborate. Read the rest of this entry »


When Lightning Strikes Thrice

The first time I saw a triple play, I was keeping score for one of my brother’s All-Star games. I don’t remember exactly how old I was, but for some reason 14 sounds about right, so let’s go with that. My exact age at the time is less important than the fact that I was old enough to have scored hundreds of baseball games. I had spent countless afternoons at practices with my dad and my brother. I had seen a lot of baseball and I knew enough to be momentarily confused by what had just happened.

The thing about a triple play is that even if you are paying complete attention to the game, there is a really good chance you are going to miss something. Maybe you catch one or two of the outs, but the play develops so quickly that if you are even remotely distracted when the ball is hit, it’s probably going to take a second for your brain to register that an ideal scoring situation for one team has been erased in mere seconds by the other.

You can spend your whole life watching your favorite team and never see them turn a triple play. I’ve been a Cubs fan for over 30 years, and in that time, the Cubs have turned just four triple plays. The only one I caught live was this disputed triple play from 2020, which many people rightly pointed out would have been overturned if the Reds had been able to review it. It was the first triple play the Cubs had turned in 23 years. It’s the only triple play I’ve ever seen them turn in real time and even though it’s on the record books, it didn’t really happen. There is a very real chance I could spend another decade or two waiting to cross “saw the Cubs turn a triple play” off my list. Read the rest of this entry »


Mookie Betts Has Been in a Funk

While Yu Darvish carved up the Dodgers on Monday night at Petco Park, Mookie Betts accounted for the team’s only notable gasp of offense, clubbing a third-inning solo homer that accounted for Los Angeles’ only run in six innings against the Padres’ righty, and one of their two hits. The Dodgers trailed 4-0 at the time, and were down 6-1 when Betts had another chance to make an impact. Batting with two outs and the bases loaded in the seventh against Austin Adams, Betts swung at a 2-0 slider high in the zone but managed just a routine fly ball for the third out; the Dodgers went on to lose, 6-2.

It’s been that kind of season for Betts, who has certainly had his moments here and there — his leadoff homer and double play against the Pirates on June 10, for example — but has generally been unable to sustain the type of magic that he generated in his first year as a Dodger. Acquired from the Red Sox in February 2020 and subsequently signed to a 12-year, $356 million deal, Betts helped spur the team to its first championship in 32 years with his offensive, defensive and baserunning contributions; indeed, his postseason work was a tour de force. This year, the 28-year-old right fielder has battled minor injuries and has yet to go on any kind of sustained hot streak. Read the rest of this entry »


When 92 Is Actually 95: Bailey Falter’s Extension Adds Meaningful Velocity

What if I told you that there is a pitcher who throws 92 mph but is actually throwing 95? That’s just Bailey Falter’s niche. Despite only throwing nine major league innings in his career to date, Falter has already shot to the top of some important leaderboards: release extension and average velocity added.

Here are the top-10 fastballs in June, sorted not by average velocity, but instead by average added velocity, which is the result of simple subtraction: effective velocity minus release speed. Effective velocity estimates the “actual” pitch speed the hitter faces based on where the pitcher releases the baseball and how much time the hitter has to react. If a pitcher releases the ball closer to home plate, the batter has less time to react, effectively (there’s that word again) making the pitch come in faster. This is music to Falter’s ears:

Top-10 Fastballs by Added Velocity, June
Player Pitch Type Release Speed Effective Velocity Difference
Edwin Díaz FF 99.5 103.3 3.8
Garrett Whitlock SI 94.6 98.2 3.6
Bailey Falter FF 94.1 97.5 3.4
Logan Gilbert FF 93.3 96.7 3.4
Tyler Glasnow FF 95.9 99.3 3.4
Bailey Falter SI 93.6 96.9 3.3
Bailey Falter FF 92.6 95.9 3.3
Bailey Falter SI 90.0 93.3 3.3
Bailey Falter SI 92.5 95.7 3.2
Logan Gilbert FF 96.7 99.9 3.2
SOURCE: Baseball Savant

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What Hard-Hit Foul Balls Might Tell Us

We’re now five years into the Statcast era, and with that has come a good base of knowledge and an understanding of what small sample events are significant or beyond noise. Alex Chamberlain recently provided a wonderful example of this type of analysis; I encourage you to read that to get a feel for what I’m going to be talking about. But where Alex and Connor Kurcon covered the values of hard-hit balls at extreme launch angles and extreme exit velocity at given pitch speeds, I want to cover foul balls and what we can — or maybe can’t — learn at the extremes.

Any quick look at the Statcast leaderboard will show you that Yermín Mercedes has a max exit velocity of 116.8 mph, good for ninth best in baseball this year. That’s an incredible feat for any player, but what criteria do we want to set when determining a max? We’re ultimately seeking to measure raw power output, so maybe we should be more inclusive to all batted ball events. If we include foul balls, Mercedes would suddenly have the sixth-highest max exit velocity in baseball at 117.7 mph.

I encourage you to listen to that clip with sound, because the play-by-play commentary is all we have as to where the ball landed.

That 0.9-mph jump might not mean much, but there’s more to it once you consider both the rarity of the batted ball and the fact that we have a number on it in the first place. There’s a wide acceptance of all stats derived solely from launch angle and exit velocity, but you should consider the importance of spray angle. In the same way that both Alex and Connor talked about abnormal exit velocities in the context of a pitch speed or launch angle, something similar should be noted when thinking about the spray of the ball.

To understand this relationship, it’s important to see the spray angle at which each player generates their max EV:

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Why Teams Wait To Make Trades

Completing a trade before July — a real player-for-player deal that improves one’s playoff chances or prospect depth — can be exceptionally difficult. Sometimes the stars align, as they did in late May when the Rays sent Willy Adames to the Brewers in a deal that included three relievers swapping jerseys, but for the most part, things are quiet until the final weeks before the deadline.

That’s despite the fact that it makes sense for teams to address their needs early. An acquisition to help a team get into the playoffs has a much greater impact if he’s on the roster for 90 games instead of 60; you don’t need to be a quant genius to tell you that’s 50% more games. Buyers want to address their needs yesterday, and obvious sellers have players available immediately. For most, however, the waiting game just makes good business sense in terms of market dynamics. And there’s a new wrinkle to this year’s market that clubs are still figuring out how to navigate — one that will surely add to the delays in getting that stove truly hot.

Why Buyers Wait

Teams looking to make a playoff push are waiting for the market to expand. Depending on how you look at it, there are only six to eight obvious sellers right now, and many of them don’t have much of interest on the available menu. There are an equal amount of teams on the bubble in late June, and these are teams with better rosters full of plenty of players that winning clubs would like to have. The Cubs and Giants, who were seen as two of those bubble teams entering the year, are loaded with excellent players on expiring contracts, but at this point, they’re buyers.

But even with those options off the table, there are plenty of very good players who are not available today but might be two to four weeks from now. What if the Angels go cold and are suddenly willing to talk about Alex Cobb and Andrew Heaney? Are there scenarios where another losing streak for the Nationals makes (gulp) Max Scherzer available?

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Raisel Iglesias, Lefty (and Righty) Specialist

Do you know the pitcher with the highest swinging-strike rate in all of baseball this year? Well, it’s Jacob deGrom, no surprises there; it’s such an obvious answer that I probably didn’t need to ask. But do you know the pitcher with the second-highest swinging-strike rate? It’s Raisel Iglesias, and the Angels’ closer has been impressive so far this season, even if his run prevention numbers don’t quite show it yet.

If I could see only one pitching statistic, I’d choose swinging-strike rate. That’s not to say that nothing else matters; that’s decidedly not the case, and there are easy examples of both pitchers who miss bats but aren’t effective and pitchers who are effective without missing bats. But as a first pass, swinging strikes are great. Everything else is contextual. Called strike? That’s because the batter didn’t swing. Foul? It’s not always worth a strike. Groundball? The batter could hit it through the defense or find a gap. A swing and miss is absolute.

You probably don’t need to hear that. Whiffs have been the premium currency of pitching for a long time, long before we had the pitch-level data to track them accurately. I merely thought I’d mention it, because wow does Iglesias miss a lot of bats.

Most closers operate with a common template. Throw a really good fastball — a really good fastball — and spot an unhittable secondary pitch off of it. It’s not always about velocity, though it often is. But it’s almost always about a fastball and one pitch spotted off of it — a guessing game for the hitter with two bad answers.

Iglesias is that pitcher, kind of. Against righties, he relies on a four-seam fastball and a devastating slider. He mixes in a smattering of two-seamers and changeups, but mostly for show; more than 80% of his pitches are fastballs or sliders. Against lefties, Iglesias also relies on two pitches: his fastball and changeup. He throws each of them roughly 40% of the time, with sinkers and sliders comprising the remainder of his offerings.
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