Archive for White Sox

The Best Pitching Matchups of the Week: May 17-23

As the 2021 season nears its Memorial Day checkpoint, feast your eyes upon some stars who are off to the best starts of their career, a couple of wily veterans still learning (and if they know what’s good for them, eventually unlearning) some new tricks, and two-up-and down hurlers on a quest for consistency.

Tuesday, May 18, 6:40 PM ET: Trevor Rogers vs. Zack Wheeler

Two of the National League’s best pitchers through the season’s first month are on a collision course at Citizens Bank Park. One is an NL East mainstay who generated considerable prospect hype; the other is making a name for himself after a relatively anonymous minor league career. While Rogers was a first-round pick and a top-six prospect in the Marlins’ system heading into the season, he certainly was not on many fans’ radars outside of South Florida; our own Eric Longenhagen viewed him as a “stable 2-WAR starter prospect.”

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Yasmani Grandal Has One of the Wonkiest Slash Lines You’ll Ever See

I love wonky early-season slash lines, the kinds of combinations that make you scratch your head and consider what exactly had to happen to get to this point. It’s pretty easy to put Yasmani Grandal’s start in that category: Through 22 games and 91 plate appearances, Grandal is hitting .113/.378/.242, slugging two homers and posting a… 102 wRC+?!?

Yes, you read that correctly. Through games on Sunday, Grandal has just seven hits and has the worst batting average among players with at least 80 trips to the plate. And yet he’s also managed to be an above-average hitter by wRC+. There’s truly some wild stuff going on here.

Of course, none of this is sustainable. Grandal has faced some pretty horrible BABIP luck, and as Dan Szymborski noted in his article yesterday, he is the fourth-largest underachiever in actual BABIP (.119) versus ZiPS-developed zBABIP (.261). Plug that figure into his balls-in-play total and you’d find that Grandal should have more than 13 hits this season, giving him a more-respectable-though-still-not-great .210 batting average.

But what is most interesting about Grandal’s start isn’t that he’s faced such poor BABIP luck; it’s that he has still managed to be a productive hitter in spite of it. Grandal has walked a whopping 27 times to start the season, a near-30% walk rate and a figure that leads baseball by a rather healthy margin. As of this writing, Max Muncy is the only other player who has amassed more than 50 plate appearances with a walk rate above 20%, and he’s still more than six points behind Grandal. Since 1901, Grandal’s 27 walks in his 22 games are tied for the 16th-most walks in any player’s first 22 to begin a season, but he’s one of just five players to do that while also batting under .150. Read the rest of this entry »


Daily Prospect Notes: 5/10/21

These are notes on prospects from lead prospect analyst Eric Longenhagen. Read previous installments here.

Corbin Carroll, CF, Arizona Diamondbacks
Level & Affiliate: Hi-A Hillsboro   Age: 20   Org Rank: 1 (20 overall)   FV: 60
Line: 3-for-5, HR, 3B, BB, 2 SB

Notes
I’m going to bet Carroll goes to the Futures Game and ends up promoted to Double-A shortly after the showcase. He’s shown no signs of slowing down after looking like the best player in all of Arizona during 2020 instructs. This is the kind of player who’s going to out-produce his raw power in games because the quality of his contact is just so good. His homer yesterday (which tied the game in the ninth) was hit to the opposite field. It wasn’t like a lot of oppo bombs that rely on brute strength (think of Giancarlo Stanton’s right-center homers) or just happen to suit the swing path of someone with big power (Ryan Howard). Instead, Carroll just dove to try to cover the outer third of the plate and poked the barrel there, and he hit the bottom of the ball with the sweet spot of the bat. Read the rest of this entry »


The Best Pitching Matchups of the Week: May 10-16

All the pitchers in the league seem to have gotten together and decided that someone has to throw a no-hitter each week. One of our best matchups this week involves a guy who already threw one, two guys meeting in LA who are certainly pitching well enough to nab one of their own, and an AL Central altercation between pitchers – and teams – trending in opposite directions.

Tuesday, May 11, 7:10 PM ET: John Means vs. Marcus Stroman

John Means got his 15 minutes of fame last week after methodically tearing the Mariners apart. Means’ destruction of the M’s lineup earned him a no-hitter and the baseball world’s spotlight, but the Baltimore bro has been reliably great all season. He’s allowed just five hits and three earned runs over his last 22.1 innings, striking out 27 hitters along the way. If we zoom out and look at his entire body of work across seven starts, we find that Means has become one of the best pitchers in the game thanks to one little trick.

Like a local magician bringing their act on the road, Means risked letting the secret out of the bag when he performed the trick over and over again in Seattle. The Orioles’ breakout star threw first pitch strikes to 26 of the 27 hitters he faced, elevating his first-pitch strike percentage to a maniacal 73.5%. Not only is this 12 percentage points above Means’ career-high, it’s also the highest of any American League starter. As a predominantly fastball-changeup artist, one would think that Means adheres to the traditional method of fastballs in the zone, changeups just underneath it. While he still utilizes his changeup in that fashion – to the tune of a 33.3% chase rate – it’s actually the pitch he throws most frequently in the zone, per Baseball Savant. Read the rest of this entry »


The White Sox Just Lost Their Most Important Player

The White Sox took a giant blow Sunday when young centerfielder Luis Robert injured his right hip flexor running to first while trying to beat out a grounder to third against Cleveland. As it turns out, the injury wasn’t minor, as he was diagnosed with a Grade III strain — a complete rupture of the muscle involved — and will not be able to resume baseball activities for 12–16 weeks.

Chicago hasn’t officially ruled out Robert for the season, but there’s enough uncertainty that senior VP/general manager Rick Hahn did not give a particularly optimistic assessment of when his return could be.

“But it’s safe to say in terms of projecting his possible return, it’s too soon to know. Quite frankly, we are not going to be able to provide you with an educated projection of that for another 12 weeks or so as we see how he progresses.”

The most serious consequence of Robert’s injury is naturally a painful recovery process for last year’s AL Rookie of the Year runner-up. But the White Sox have more than 130 games to play, meaning there will also be consequences for the team and some pivotal decisions to make.

Losing Robert is particularly unwelcome for the Sox, as he represents the second serious loss at a position at which they’re not terribly deep. In an unfortunately timely look I did last month at baseball’s most irreplaceable players, the ZiPS projections pegged him as the seventh-most crucial player in the majors in terms of effect on the playoff race.

From a straight-up projection standpoint, Robert falls short of most of the names on this list. Just on the Sox, ZiPS thinks Lucas Giolito is a significantly more valuable player overall, at least when he’s not pitching in the morning. But if something should happen to Giolito, Chicago has spare arms to patch up the hole. If the team loses Robert, let’s just say ZiPS does not have a case of Leurymania or Engelalia. The race with the Twins is likely going to be a tight one, and the Royals have shown surprising spunk. The White Sox could ill afford an injury to their center fielder.

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Position Players Are Suddenly — and Probably Fleetingly — Decent at Pitching

The moment was certainly worth a chuckle. In the seventh inning of a 10-0 drubbing by the Braves on Wednesday night, Cubs first baseman Anthony Rizzo took the mound. After retiring Johan Camargo on a grounder to first and then walking Ronald Acuña Jr., the NL leader in wRC+, the lefty-tossing Rizzo faced off against lefty-swinging Freddie Freeman, the reigning MVP — and struck him out.

Neither combatant could keep a straight face as Rizzo fell behind 2-0 via a slow curveball that was about two feet outside, and then a 70-mph fastball that missed the outside corner. Freeman laid off another 70-mph fastball that was in the zone, fouled one off that was a few clicks faster, and then went down swinging at a sweeping 61-mph curve that was low in the zone.

“I couldn’t stop laughing as I was going up to the plate,” Freeman told reporters afterwards. “It’s a recipe for disaster.”

“He’ll have that over me forever. But that’s one strikeout I’m OK with. That was fun. It was fun to be a part of.”

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Nick Madrigal Is Good. Can He Be Great?

Let me get this out of the way: Nick Madrigal is really good at baseball. Or at least, he’s really good at one aspect of it, and that aspect is one of the most important ones. Madrigal’s bat control is borderline otherworldly. Per FanGraphs’ measurements, Madrigal entered Sunday’s contest with a 100% in-zone contact rate. 100%! That’s zero swings and misses in the zone. Nearly 20 games into the season, that’s a remarkable achievement. Arguably more impressive is his 90.2% contact rate out of the zone. When he chases, he still hits the ball. Currently, only 31 qualified hitters have a higher in-zone contact rate than Madrigal has when leaving it. In terms of putting the bat on the baseball, Madrigal is a pure 80. It’s an amazing ability, and it’s one reason that, barring injury, it’s easy to see him hitting .300 or better for the next decade or more.

The question is how valuable can Madrigal be beyond his remarkable ability to make contact. He’s the ultimate “empty average” guy due to an aggressive approach and a complete lack of power. Entering Sunday’s game, Madrigal is a .327 hitter in his young, 47-game career. He has a .757 OPS to go along with that. Again good, but not as good as you’d expect from someone challenging for a batting title. ZIPS sees the weird combination of plusses and minuses and has Madrigal peaking at 2.3 WAR with a 101 OPS+. In order to go from good to really good, Madrigal is going to have to either walk more or hit balls harder, and he has a harder path than most in terms of making either happen.

Scouts call players like Madrigal “early action” players. Swing at a lot of pitches, make a ton of contact. That’s Madrigal in a nutshell. He’s not going to walk, and he’s not going to strike out. In fact, he’s going to do those two things less often than anyone in the game. We’re all familiar with walk and strikeout percentages, but what happens when we combine them? Let’s call it Early Action Percentage:

2021 Early Action Leaders
Player Team Early Action %
Nick Madrigal CHW 8.8%
Kevin Newman PIT 9.8%
David Fletcher LAA 13.8%
Whit Merrifield KCR 15.3%
Jeff McNeil NYM 16.7%
Tommy Edman STL 16.7%
Albert Pujols LAA 17.0%
Miguel Rojas MIA 17.4%
Nicky Lopez KCR 18.3%
Raimel Tapia COL 18.6%

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Job Posting: White Sox Baseball Operations Software Engineer

Position: White Sox Baseball Operations Software Engineer

Location: Chicago, IL

Description
The Chicago White Sox seek an experienced Software Engineer to join their baseball operations group. The engineer will be responsible for building and maintaining data driven systems with a focus on Baseball Analytics and exposure to all facets of baseball operations. This position will report to the Director of Baseball Analytics.

Responsibilities

  • Develop data-driven web applications and reports to assist the White Sox front office with player evaluation, arbitration, scouting, sports performance, and player development.
  • Manage the integration of new and existing data sources.
  • Provide operational support.

Requirements

  • Degree in computer science, engineering, or similar field.
  • Technical proficiency in web development and scripting technologies such as Node, VUE, PHP, AJAX, and JavaScript.
  • Strong UI design fundamentals, with examples of intuitive and flexible interfaces.
  • Knowledge of SQL Server or MySQL with the ability to write and optimize complex queries and stored procedures.
  • Experience working with large datasets.
  • Familiarity with advanced baseball metrics and research.
  • Strong communication and presentation skills.
  • Demonstrated high degree of integrity, professionalism, accountability, and discretion.
  • Ability to work flexible hours and weekends.

Preferred Qualifications

  • Experience with ETL methodologies.
  • Understanding of biomechanical analysis.
  • Object oriented development experience with Visual Studio and C#.
  • Experience presenting data with d3.js.
  • Proficiency with MatLab or similar software.

To Apply
Please review the requirements above and send a resume/cover letter to ApplyAnalytics@chisox.com. Due to the large number of applications, you may not receive a response.

The content in this posting was created and provided solely by the Chicago White Sox.


Mookie Betts, Stephen Strasburg, and 2021’s Most Irreplaceable Players

Which players are most essential to their team’s postseason odds? While that list contains many of the best players in baseball, it’s not a strict ranking of the sport’s brightest stars. When looking at who is the most irreplaceable in the short-term, there are questions beyond just how good the player in question is. It becomes a matter of marginal utility. To a team already saddled with a doomed 2021 outlook, losing a star is unfortunate — obviously very much so for the player in question — but won’t really affect their chances of making the playoffs. The Colorado Rockies could build a time machine, kidnap Ted Williams, and stick a very confused Splendid Splinter in their lineup and it still wouldn’t change their near-term fate. And the same goes for teams at the opposite end of the spectrum — you can’t tip over your house with a leaf blower.

Of course, some teams are simply better equipped to deal with these kinds of nasty surprises than others, able to rely on enviable depth to weather absences. Two such nasty surprises have happened recently and illustrate the point well, albeit in opposite directions. Stephen Strasburg of the Washington Nationals was placed on the Injured List with shoulder inflammation after a mess of a start that saw him caught rubbing his shoulder on camera. (For more on the Strasburg injury, check out my colleague Jay Jaffe’s piece discussing what it means to Washington.) Another scare involved Mookie Betts, who took a hard, high-and-in offering from Rafael Montero directly on his forearm.

Luckily, Betts’ injury seems unlikely to sideline his for long — Dave Roberts says he expects him back later this week — but even if it had meant a longer absence, the Dodgers would have had little need to panic. Even in the worst-case scenario, where the team loses him for the rest of the season, it’s hard to derail this playoff train; the ZiPS projections have their playoff probability collapsing from 99.6% to…97.5%. A drop-off of two percentage points is a relatively minor one, smaller than the projection change if the White Sox lost Adam Eaton or the Astros had to suddenly replace Yuli Gurriel. Presumably, we have unanimous agreement that Betts is easily the most valuable player listed here.

The Nationals, on the other hand, are very reliant on their stars. Should they lose any of their key players — mainly Strasburg, Juan Soto, Trea Turner, Max Scherzer — it would nearly doom their October hopes. Soto joined Strasberg on the IL yesterday after suffering a strained left shoulder. Losing him for the duration would cause the club to miss the playoffs in 81% of the simulations in which the Nats would otherwise make it.

As steep as that sounds, from a quantitative standpoint, losing Soto isn’t the biggest possible loss in baseball in terms of playoff probability; ZiPS already sees the Nats having an uphill climb at 12.2%. The teams that have the most to lose are those with two key elements: a playoff fate that is very much undecided and and a lack of ready replacements elsewhere in the organization. So, as of Tuesday morning, here are baseball’s most irreplaceable players. The below changes in playoff odds assume a season-ending injury and the use of an in-house replacement. Just to illustrate how changeable this list is, only two of the top 10 are repeats from 2020.

ZiPS’ Most Irreplaceable Players, 2021
Rank Player Team Playoff Odds Before Playoff Odds After Difference
1 Mike Trout Los Angeles Angels 49.5% 14.0% -35.5%
2 Gerrit Cole New York Yankees 68.0% 38.5% -29.5%
3 Ronald Acuña Jr. Atlanta Braves 61.4% 33.1% -28.3%
4 Alex Bregman Houston Astros 52.0% 23.9% -28.1%
5 Jacob deGrom New York Mets 89.6% 64.6% -25.0%
6 Carlos Correa Houston Astros 52.0% 27.9% -24.1%
7 Luis Robert Chicago White Sox 69.2% 46.0% -23.2%
8 Byron Buxton Minnesota Twins 68.2% 45.5% -22.7%
9 Anthony Rendon Los Angeles Angels 49.5% 27.7% -21.8%
10 Freddie Freeman Atlanta Braves 61.4% 39.7% -21.7%

Mike Trout, Los Angeles Angels (-35.5%)

As the best player of his generation, Trout has a way of finishing at the top of lists, but his placement here is actually fairly unusual. He has sometimes missed this ranking completely, as the Angels have an impeccable record of building inadequate teams around their franchise player. But the AL West is open enough, and the Angels are good enough, that this is the year they really can’t afford to lose him. Trout going down would already be a huge loss even if the Angels had an extra league-average outfielder hanging around the roster. But with the likely in-house solution being to shuffle around the outfield, resulting in more playing for Juan Lagares and some combination of Scott Schebler and eventually Taylor Ward, that’s not the team’s situation.

Gerrit Cole, New York Yankees (-29.5%)

That Cole ranks so highly is not a slight on the quality of the Yankees’ starting pitching. They’re actually quite deep with interesting, talented arms who could step in if the worst should happen and they lose their ace. What is a problem is that after Cole, the Yankees have a lot of pitchers with spotty injury records. ZiPS already assumes that the team will have to turn to that depth multiple times before 2021’s final pitch is thrown. To lose the guy they want to set-and-forget at 200 innings would be a big blow. Complicating the picture is that while the Yankees are still the favorite, their slow start does matter and means that they’ve already lost a good chunk of their margin for error over the Rays, Blue Jays, and Red Sox in the division.

Ronald Acuña Jr., Atlanta Braves (-28.3%)

Acuña wasn’t the National League MVP in 2020, but he’s certainly the player I’d least like to lose if I owned the Atlanta Braves. All the projection systems love him for obvious reasons, but none more than ZiPS, which sees him as the only player in baseball to have non-laughable odds of becoming baseball’s first 50/50 club member. Drew Waters, Ender Inciarte, and Guillermo Heredia could replace the at-bats, but none of them have the recipe to replace the awesomesauce Acuña uses to feast on opposing pitchers.

Alex Bregman, Houston Astros (-28.1%)

Houston’s rotation depth over the last four years has descended from utopia to yikes and now the team’s offense is absolutely crucial to the Astros playing October baseball. The franchise’s offensive core may have originally been led by Jose Altuve and then Carlos Correa and George Springer, but Alex Bregman is now The Man, the hitter they can least afford to have missing from the lineup. ZiPS sees Aledmys Díaz and Abraham Toro as better-than-replacement talent, but Houston’s unlikely to run away with the division the way it has in some recent seasons, making every win crucial.

Jacob deGrom, New York Mets (-25.0%)

deGrom drops from first to fourth on the list, but that’s not due to any decline in his performance. Rather, with the Mets under new ownership, the team didn’t go into the season with five starting pitchers who looked good on paper and a roster that couldn’t withstand injuries to the rotation. This time around, the Mets actually have options. None of them could fully replace deGrom, mind you, but plenty could at least be respectable fifth starters on a good team.

Carlos Correa, Houston Astros (-24.1%)

Given Correa’s injury history, the fact that he ranks highly on a list like this should greatly concern the Astros. ZiPS sees Bregman as the clearly superior player but also sees the options after Correa as less enticing. Díaz isn’t a particularly good defensive shortstop, and Toro wouldn’t be an option at the position. Alex De Goti has interesting power but is a massive downgrade from Correa. Houston would likely have to explore a trade if misfortune befell Correa, but the team may have other needs, so that’s not a great scenario either.

Luis Robert, Chicago White Sox (-23.2%)

From a straight-up projection standpoint, Robert falls short of most of the names on this list. Just on the Sox, ZiPS thinks Lucas Giolito is a significantly more valuable player overall, at least when he’s not pitching in the morning. But if something should happen to Giolito, Chicago has spare arms to patch up the hole. If the team loses Robert, let’s just say ZiPS does not have a case of Leurymania or Engelalia. The race with the Twins is likely going to be a tight one and the Royals have shown surprising spunk. The White Sox could ill afford an injury to their center fielder.

Byron Buxton, Minnesota Twins (-22.7%)

Is this the year that Byron Buxton finally stays healthy and is awesome? In just nine games, he’s already collected an impressive 1.5 WAR! Buxton will fall off from his 15-WAR pace, of course, but a lot of the scenarios in which ZiPS sees Minnesota taking down Chicago involve a solid season from Buxton. Even if his offense regressed hard toward his career 93 wRC+, the team would struggle to replace his glove, which has remained a major plus even through his various injuries.

Anthony Rendon, Los Angeles Angels (-21.8%)

To nobody’s surprise, Rendon isn’t quite the player that Mike Trout is. But the Angels have real playoff hopes, and even with the team having better replacements for injured infielders than outfielders, it would struggle to replace Rendon. Franklin Barreto’s elbow is enough to just squeeze Rendon onto this list, where he’d otherwise finish 12th, with Gleyber Torres taking the 10-spot.

Freddie Freeman, Atlanta Braves (-21.7%)

I love Pablo Sandoval, but not as my starting first baseman. Nor would Austin Riley playing first (with Johan Camargo, Orlando Arcia, and Ehire Adrianza pitching in at third) remedy the situation. Freeman’s the best first baseman in baseball, and even if the position isn’t as important as it was 40 years ago, he’s a crucial part of the lineup.


Carlos Rodon and Craig Kimbrel Attained Perfection In Their Own Ways

When Carlos Rodón hit Roberto Pérez in the left foot with one out in the ninth inning of Wednesday night’s game, just about everybody watching who wasn’t pulling for Cleveland let out a collective groan. With one errant pitch, the 28-year-old lefty had lost his shot at completing just the 24th perfect game in major league history, and the first since the Mariners’ Felix Hernandez in 2012. He recovered in time to get the final two outs to complete a no-hitter, the second of the young season — not only a pretty cool accomplishment unto itself but an especially impressive one given the injuries and other ups and downs the former number three draft pick has endured in recent years.

Before Rodón even hit Pérez, he’d already done something cool, though, thanks to the tremendous lunge made by José Abreu to tag first base before Josh Naylor reached safely to start the ninth inning.

That out was the 27th in a row collected by Rodón, giving him a “hidden perfect game” across multiple appearances dating back to his April 5 start against the Mariners. In the fifth inning of that game, he bounced back from hitting Ty France on the right foot with a pitch to retire Kyle Seager and Evan White on balls hit to left field, completing five scoreless frames and starting his streak. Read the rest of this entry »