Archive for Teams

Job Posting: Mariners Baseball Operations R&D Analyst

Job Title: R&D Analyst

Department: Baseball Operations
Reports To: Director, Analytics
Status: Full-time, Nonexempt
Dates: Start date is flexible, but the team’s preference is for candidates that can start by February 1, 2021.

Primary Objective: The Mariners are seeking individuals with a background in statistical analysis for a full-time role on the Research and Development team. This position will work alongside other baseball analysts on a variety of projects, with the ability to impact scouting, player development, and front office decision-making.

Essential Functions:

  • Statistical modeling, analysis, and communication using a variety of data sources including Statcast, Hawkeye, and proprietary data sets
  • Ad-hoc queries and quantitative research
  • Collaboration with all departments within Baseball Operations

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What Salvador Perez Does in the Shadow Zone

You know roughly what a good batter’s stat line looks like. Here’s Juan Soto’s league-leading 2020, for example: .352/.486/.703 with 20.2% walks and 14.8% strikeouts. In 2019, Mike Trout hit .291/.438/.645 with 18.3% walks and 20% strikeouts. These make sense as “good” in my head, even if I can’t calculate how many runs they were worth without looking it up. Salvador Perez has a 177 wRC+ in 140 plate appearances this year, one of the hottest streaks of his career, and he’s batting an unrecognizable .356/.371/.667. Huh?

Oh yeah — Perez is also walking 2.1% of the time this year while striking out in 20% of his trips to the plate. He has 10 homers and three (3) walks. He’s swinging at pitches outside of the strike zone 46% of the time, the fourth-highest rate in the majors. This is the plate discipline you’d expect from a light-hitting catcher, not from a guy who would have the third-highest wRC+ in baseball this year if he had enough playing time to qualify. We’re going to need an explanation here.

One look at Perez’s Swing/Take profile (courtesy of Baseball Savant) will get your regression senses tingling:

Perez swings at 70 percent of the pitches he sees in the shadow zone, the edges of the plate and the area just outside. Only five batters in the league have swung at more at pitches in that zone. He swings at 21% of pitches in the waste zone, the highest rate in baseball (league average is 5.5%). There are certainly productive hitters who swing a lot, but they usually do it by piling up value in the heart of the plate and living with the downsides. Perez creates more runs by swinging at borderline strikes and balls than he does by swinging at pitches down the pipe.
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The National League Cy Young Race Is Too Close To Call

Last night, Trevor Bauer made a rather emphatic statement not only on behalf of his team, which is in the playoff hunt, but also for himself in the National League Cy Young race. Bauer pitched eight innings, striking out 12 against one walk and just a single run as the Reds moved above .500 to move into the eighth and final playoff spot heading into today’s action. Meanwhile, though it’s not yet clear if Jacob deGrom or Yu Darvish will get another outing to stake their claims, but Corbin Burnes pitches tonight against the Cardinals. Below you will find the NL WAR leaders among pitchers through last night’s contests:

NL Pitching WAR Leaders
Name IP K/9 BB/9 HR/9 BABIP ERA FIP WAR
Yu Darvish 69 11.5 1.7 0.7 .311 2.22 2.23 2.7
Corbin Burnes 56 13.3 3.5 0.2 .268 1.77 1.79 2.6
Jacob deGrom 63 13.4 2.3 0.7 .282 2.14 1.99 2.6
Trevor Bauer 73 12.3 2.1 1.1 .215 1.73 2.87 2.5
Dinelson Lamet 65.1 12.3 2.6 0.7 .243 2.07 2.51 2.3
Luis Castillo 66 11.6 3.3 0.7 .321 2.86 2.73 2.2
Kyle Hendricks 81.1 7.1 0.9 1.1 .272 2.88 3.54 2.0
Germán Márquez 74.2 8.0 2.9 0.7 .306 4.10 3.42 2.0
Aaron Nola 67.2 12.0 2.7 1.2 .264 3.06 3.23 1.9
Zack Wheeler 64 6.3 1.7 0.4 .298 2.67 3.23 1.8
Max Scherzer 61.1 12.5 3.1 1.2 .364 3.67 3.18 1.8
Brandon Woodruff 65.2 11.1 2.3 1.2 .284 3.43 3.46 1.7
Rick Porcello 56 8.2 2.3 0.6 .363 5.46 3.15 1.7
Clayton Kershaw 54.1 9.8 1.3 1.0 .211 2.15 2.94 1.6
Max Fried 56 8.0 3.1 0.3 .268 2.25 3.09 1.6
Sonny Gray 50.2 12.1 3.9 0.7 .305 3.73 2.95 1.6
Tony Gonsolin 40.2 8.9 1.6 0.4 .225 1.77 2.44 1.5
Zach Eflin 56.1 11.2 2.2 1.3 .354 4.15 3.29 1.5
Through 9/23

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The Padres Face a Postseason Without Mike Clevinger

When the Padres made the August 31 trade deadline’s biggest splash by acquiring Mike Clevinger from the Indians via a nine-player blockbuster, it was with an eye towards the 29-year-old righty taking the ball in the postseason, potentially as a Game 1 starter. While the team is tied for the NL’s second-best record (34-22) and headed to the playoffs for the first time since 2006, plans for Clevinger to figure prominently have been put on hold, as he left Wednesday’s start against the Angels after one inning due to biceps tightness.

After throwing seven shutout innings against the Giants on September 13, Clevinger had previously been scheduled to start on Saturday, September 18 against the Mariners, but he was scratched due to his first reported bout of soreness in his right biceps. After a successful bullpen session on Monday, he was declared good to go against the Angels, and he got off to a strong start, breezing through the first inning on 12 pitches by sandwiching strikeouts of David Fletcher and Mike Trout — both swinging at sliders — around a groundout by Jared Walsh:

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Andrelton Simmons Starts His Uncertain Winter a Week Early

The 2020 season has been an exercise in constant risk calculation. Attempting to play baseball in the middle of a pandemic introduces a daunting list of potential issues, but athletes have come up with plenty of sensible reasons to play anyway. Some wish to avoid losing a year of service time or aren’t in a position financially to stop collecting paychecks. Some don’t want to feel like they’re letting their teammates down. Some would simply rather play baseball than not. The decision whether or not to play, however, isn’t one that athletes made once in July and then forget about. Players face that same decision every day as new variables come into play, the environment around them changes, and the upside in pushing forward shrinks. If you’re a star shortstop on the cusp of hitting the market for the first time, playing for a team barely clinging to life in its postseason chase, the upside in playing is next to nothing, while the risk in doing so is as great as ever.

That’s the situation Andrelton Simmons found himself in this week when the Los Angeles Angels entered Tuesday 4 1/2 games out of the final Wild Card spot with just five games left on the schedule. Simmons, a 31-year-old shortstop and a free agent this winter, decided those five games would take place without him. Read the rest of this entry »


Adam Wainwright, Run Clusterer

On Monday night, I was watching the Cardinals battle the Royals when I heard something that stopped me in my tracks. As Adam Wainwright labored in the sixth inning — two runs in and runners on the corners with two outs — the Cardinals announcers mentioned one of Wainwright’s greatest strengths — in their minds, at least. “That’s something that Adam Wainwright is really good at, is not compounding the inning… going back and getting the next guy.” I’ve been a Cardinals fan my whole life — and to that tidbit, I said, “Huh?”

It was, in truth, something I’d never thought about. Are some pitchers better than others at turning off the tap, amping up their performance when they need it and keeping crooked numbers from getting even crooked-er? My saber sense was tingling — something about this didn’t sound quite right. But of course, these spots are exactly where if a pitcher could bear down more than expected, it would make the most difference. I decided I’d try to find out how real this effect was.

Defining what I was looking for turned out to be a difficult. What, exactly, does “not compounding the inning” mean? The announcers seemed to think it meant that Wainwright pitched better after runs were in, or at least pitched the same while most pitchers in baseball got worse. Either way, the general idea was that his ones and twos turned into threes and fours less often than average.

One possible reaction to that might be “So?” His ERA is his ERA, regardless of whether it comes via a three-run spurt and eight zeros over nine innings, or three one-run frames and six zeros. To that I say: reasonable point. There are still reasons to care, though. For one, if a pitcher were actually prone to clustering, they’d tend to underperform their FIP over time. One of the reasons home runs are so bad is because they always result in runs, whereas other hits can be scattered around in otherwise dry innings without damage. A cluster-prone pitcher wouldn’t have that advantage; when you give up baserunners in bunches, a single and a home run become much closer in value.

In the same way, a pitcher who was prone to lots of singleton runs allowed but then mysteriously got better after letting one in would beat his FIP over a long time horizon. Base/out states tend to be more dangerous after a run has scored, naturally enough. Getting better then, or not getting worse while most pitchers do, would be quite the superpower. Read the rest of this entry »


The Cubs Are Winning Without Their Offensive Stars

If I told you at the start of the 2020 season that the Cubs would win the division by a comfortable margin, you probably would rightly make some assumptions about the events that led to this result. Probably the most obvious is that a National League Central victory would involve big years from the three biggest names in the lineup: 2016 MVP Kris Bryant, 2018 MVP runner-up Javier Báez, and three-time All-Star and Gold Glover Anthony Rizzo. But that most obvious of assumptions would be wrong in this case. Through Tuesday’s games, these key contributors to the team’s success over the last five years have combined for just 1.1 WAR in 581 combined plate appearances, about the same WAR as players such as Kevin Pillar and Victor Reyes. In 2016, the year the Cubs won the World Series, this trio combined for 15 WAR, or 4.8 WAR per 581 plate appearances.

All three are eligible for free agency no later than the end of the 2021 season and their poor performances have changed their outlooks enough to potentially have consequences for both their career trajectories and future contracts. With their performance this year, the Cubs have gotten a taste of what the team’s future might hold if all three depart Chicago. There are mitigating factors all over the place — the shortened, odd 2020, Bryant’s plethora of injuries — but the fact remains is that for stars, the risk is fairly one-sided. What this means is that for the best players in baseball, it’s far more likely that events will reduce their value than increase their value; I can think of a lot of scenarios that would cause Mike Trout to underperform his WAR projection by five wins, but very few in which he’d exceed it by the same margin. Poor baseball is one thing, but uncertainty is also a problem for a superstar. How have the outlooks for these three changed over 2020? Let us count the ways. Read the rest of this entry »


Who Should Finish Second for AL Cy Young?

Even though he’s still got one start to go and several other pitchers will also see playing time over the next few days, the American League Cy Young race is all but over. Last year, it was a two-horse race between Gerrit Cole and Justin Verlander. This year, Shane Bieber has been so dominant that no other AL pitcher can come close to his accomplishments with less than a week remaining. He leads the league in strikeouts by 25 through Monday’s games, with the distance between first and second the same as the distance between second and 18th. His 41% strikeout rate is the best in baseball, and his 2.13 FIP and 1.74 ERA pace the league as well. There isn’t a credible argument against Bieber winning the award and he should even garner support for MVP. As for second place, there are a ton of candidates.

To try to wade through the potential two-through-five slots on voters’ ballots, let’s take a quick look at pitcher WAR through Tuesday night’s games:

AL Pitching WAR Leaders
Name IP K/9 BB/9 HR/9 BABIP ERA FIP WAR
Shane Bieber 72.1 13.9 2.2 0.9 .268 1.74 2.13 2.9
Dylan Bundy 65.2 9.9 2.3 0.7 .272 3.29 2.93 2.0
Framber Valdez 70.2 9.7 2.0 0.6 .312 3.57 2.84 2.0
Zack Greinke 62.1 9.0 1.2 0.9 .306 3.90 2.87 1.9
Kenta Maeda 60.2 10.5 1.5 1.2 .206 2.52 3.04 1.9
Lucas Giolito 66.1 11.7 3.4 1.0 .250 3.53 3.18 1.9
Lance Lynn 78.1 9.7 2.6 1.2 .221 2.53 3.80 1.8
Andrew Heaney 62.2 9.6 2.4 0.9 .297 4.02 3.19 1.7
Marco Gonzales 64.2 8.2 0.8 1.1 .253 3.06 3.42 1.7
Hyun Jin Ryu 60.0 10.2 2.3 0.9 .312 3.00 3.01 1.7
Dallas Keuchel 57.1 6.1 2.4 0.3 .258 2.04 3.05 1.6
Gerrit Cole 73.0 11.6 2.1 1.7 .242 2.84 3.87 1.5
Through 9/22

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Nolan Arenado’s Season Is Over, but He and Rockies Are Still Stuck With Each Other

With a 2-9 stretch from September 8-19, the Rockies plummeted below .500 for the season and faded from the playoff picture. Though they’re still technically alive-ish in the race for the NL’s eighth seed, they’ve squandered their 11-3 start, and their Playoff Odds are down to 1.7%; they need to overtake at least four teams in the season’s five remaining days. Their task will be that much harder without Nolan Arenado, who last played on Saturday and who was placed on the Injured List on Monday with what the Rockies described as left AC joint inflammation and a left shoulder bone bruise. His season is over.

Listening to the broadcast of the Rockies-Giants game on Monday night, one of the announcers — I forget which side it was, as I was in the midst of flipping around MLB.TV — noted that Arenado has been so durable that “the last time he was on the Injured List, it wasn’t even called the Injured List” or words to that effect. In 2014, he missed 37 games after fracturing the middle finger of his left hand while sliding head-first into second base. From 2015-19, he averaged 157 games per year from 2015-19, playing more games (787) than all but three players, namely Eric Hosmer (795), Manny Machado (793), and Paul Goldschmidt (791).

Arenado initially injured his shoulder during the season’s fifth game, on July 29, while making the kind of diving stop of a Stephen Piscotty groundball that has typified the seven-time Gold Glove winner’s career:

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Blue Jays Already Basking in Ryu ROI

In spite of everything that was supposed to make the hunt for this postseason more thrilling than ever, the American League playoff field has been pretty much set for quite a while now. The last time a team outside contention had even a 20% chance of reaching the postseason was on September 2, when the Detroit Tigers became the last to fade quietly out of the race. The playoff squad of eight with 99% or better playoff odds contains a bunch of the teams we expected it to, such as the Rays, Yankees, Astros, and A’s. It also includes the Toronto Blue Jays, who haven’t made the playoffs since 2016. Just a year after posting their worst record since 2004, the Blue Jays are contenders thanks to a strong lineup and a surprisingly deep bullpen. Neither of those might have been enough, however, if not for the efforts of left-handed ace Hyun Jin Ryu.

Ryu is 11 starts into a four-year, $80-million contract he signed with Toronto last winter, a deal that carried quite a bit of risk on several levels. He is in his age-33 season, a time that would make a four-year commitment dicey for any pitcher considering how the odds of injury and diminished stuff both head in the wrong direction around then. Indeed, Ryu already faced questions about his health and his arsenal.

He threw a total of just 213.2 innings over four seasons with the Dodgers from 2015-18, dealing with problems in his shoulder, elbow, hip, foot and groin — name a body part, and Ryu has probably missed a couple of starts by pulling it at one time or another. Then there is his fastball velocity, which has for years only rested at about 90 mph. And while he won the ERA title last year, regression already seemed to be setting in over the final couple months of the season. There were enough warning signs present that erstwhile FanGraphs author Kiley McDaniel projected Ryu to land just $32 million on the open market — less than half of what Toronto ultimately signed him for. Read the rest of this entry »