Archive for Daily Graphings

The ZiPS Midseason Standings Update

Spencer Strider
Nathan Ray Seebeck-USA TODAY Sports

We’re now three months past the last ZiPS projected standings, which ran before the season, and as one should expect, reality has caused a whole lot of changes to the prognostications. Most of the times when I run ZiPS standings, I use data from the in-season player projection model, which is simpler based on the fact that a full batch run of the 3,500 or so players projected, even if I split it up among my two most powerful computers, would take a total of about 30 hours to finish. But I always do the whole shebang in the middle of every month, and baseball’s pause for All-Star Week provides me an opportunity to run projected standings with the best possible model I can come up with, and not have it be a couple days out of date.

So that’s what we’re going to do. With one exception, the methodology remains identical to the one described in the final preseason projections.

I’ve spent the last week working on and testing an addition to the ZiPS standings model to factor in the problem that preseason projections have with temporality. Basically, you can project teams based on who they have in the organization at the time of the projection, but you can’t easily do it for players not in the organization who will eventually be. If I knew at the start of 2022 that the Padres would have Juan Soto for most of the summer, it would have had an effect on the preseason projections! Like any model that people continually work on, ZiPS doesn’t have substantial bias in almost all categories: there’s no systematic tendency to overrate or underrate any specific type of team (bias in exercises like this is easier to iron out than inaccuracy). But there’s an exception: ZiPS in the preseason slightly underrates teams that will eventually add value to the major league roster in the form of trade and overrates those do the opposite.

This is something I’ve long wanted to try to deal with in as effective a way as I could. So what I’ve done is gone back and re-projected every team at June 15, July 1, and July 15 since I started ZiPS, then, with the data of players each team added at the major league level, used the playoff projections at that date, the team’s payroll (it does have a factor), the weakness of the team’s worst positions, the time since last playoff appearance, and the team’s farm system ranking (where possible) to make a probabilistic model of increases and decreases in roster strength due to the trade deadline. Overfitting is a concern, so I’ve cross-validated to do my best to ensure that isn’t an issue, and while it’s less than a half-win in final accuracy, any shaving off of error is a helpful thing. So these standings represent some increased chances that teams like the Orioles and Rangers have a slightly stronger roster than what is currently available from August 1 on, and that teams like the A’s and Tigers have weaker ones. The changes in projections are small because this is a noisy, inaccurate thing, but I’ll be tracking in future years both standings with and without this model to see how they fare. Read the rest of this entry »


Here Are Four Hitters Primed For a Big Second Half

Bobby Witt Jr.
Peter Aiken-USA TODAY Sports

Having reached the post–All-Star break world, you may find yourself perusing various stat leaderboards trying to get a grip of who has performed to, above or below expectations. I consider myself a relatively positive person, so when somebody isn’t performing to par, I like to explore their profile in search of a hint of their previous self, or in the case of a prospect, their best future self.

For this piece, I’m going to dive into a group of these players. The criteria aren’t too strict; I’m generally looking for players who are roughly 15 points or more of wRC+ below their preseason ZiPS projection. Other than that, there is some combination of batted ball data, mechanics, and a splash of subjectivity affecting my choices. With that said, let’s jump into it, starting with a former top five prospect. Read the rest of this entry »


Lance Lynn and Finding Relief in the Underlying Underlying Metrics

Lance Lynn
Jamie Sabau-USA TODAY Sports

Lance Lynn was phenomenal in his final start before the All-Star break, going seven innings, striking out 11 batters, and allowing just three baserunners. By game score, his outing against Toronto was among the top 20 starts of the year. But if you prefer to focus on factors solely within a pitcher’s control — strikeouts, walks, and home runs — it wasn’t even the best of Lynn’s season. By FIP, his most dominant performance was a 16-strikeout gem against the Mariners a few weeks prior. Over seven frames, he walked only two and kept everything in the ballpark. Even more impressive, all but one of his strikeouts came on a swing and miss, as Lynn collected 33 whiffs on the evening, the most by any pitcher in a single outing this season. His 16 strikeouts were also the most in a single game this year; no other pitcher has topped 13.

Lynn has two more double-digit strikeout games this year, one each against the Rays and the Twins. Only eight other pitchers have four or more double-digit strikeout games, and only four have multiple starts of seven-plus innings, double-digit strikeouts, two or fewer walks, and zero home runs: Kevin Gausman, Zac Gallen, Logan Webb, and Pablo López. (The White Sox, being the 2023 White Sox, went on to lose all four contests, but that’s hardly a reflection of Lynn’s efforts on the mound.) Read the rest of this entry »


Revisiting an All-Star Swap

Luis Arraez
Stephen Brashear-USA TODAY Sports

One of my favorite kinds of baseball trade is the one that sends major league talent both ways, between teams ostensibly interested in being competitive, each giving from surpluses to meet immediate needs. It’s certainly the safer option for a front office just to take the passive route and stick with the guys you’ve got, but I appreciate the boldness of swapping a player who’s poised to contribute to your club for one you think might give you more, solve some piece of the positional puzzle, or be able to be a more significant part of your plans down the road.

Such was the case for the Marlins and Twins in January when Luis Arraez (who seems poised to defend his title) was dealt to Miami in exchange for Pablo López and prospects Jose Salas and Byron Chourio. This wasn’t a straight big leaguer-for-big leaguer swap, but both teams were trading for the present. López, 26 at the time, had been the Marlins’ second most productive starter in 2022 and a stalwart of their rotation for the better part of five seasons; the 25-year-old Arraez was coming off a batting title and had been one of the game’s truly elite contact hitters over four seasons of his own. The Twins needed pitching, the Marlins an offensive jolt, and a deal was struck.

If it weren’t a fun enough swap to begin with, it got better when López and Arraez represented their new clubs at the All-Star Game, with Arraez staying true to form with a 2-for-2 night on the winning NL side and López throwing a scoreless ninth inning for the AL. In doing so, the duo became the first pair of players to be dealt for one another and make the next season’s All-Star Game since Josh Hamilton and Edinson Vólquez, who were swapped by the Reds and Rangers in 2007 and emerged as All-Stars the following summer. Read the rest of this entry »


Crafty and Diverse, Dane Dunning Plays the Cards He’s Been Dealt

Dane Dunning
Jerome Miron-USA TODAY Sports

Dane Dunning is excelling in Texas. Now in his third season with the Texas Rangers after debuting with the Chicago White Sox in 2020, the 28-year-old right-hander is 8–2 with a 2.84 ERA over 92 innings. And though he’s fanned just 59 batters, that suits him just fine. It’s not that he doesn’t like strikeouts; he very much does. It’s just that he lacks the power profile of your prototypical modern-day ace. Epitomizing the term “crafty righty,” he effectively limits damage by mixing and matching with one of baseball’s most expansive repertoires.

Dunning discussed his atypical approach, and the arsenal that goes along with it, when the Rangers visited Fenway Park prior to the All-Star break.

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David Laurila: Let’s start with your repertoire. How many pitches do you throw?

Dane Dunning: “Sinker, four-seam, cutter, changeup, slider, curveball. So six. I guess you could say that I’m a jack of all trades, master of none.”

Laurila: How long have you had such a diverse repertoire?

Dunning: “Well, the four-seam is kind of new this year. I’ve thrown it on certain occasions, probably in my last four, five outings. The cutter I started focusing on last year, and this year it’s kind of come into its own. The sinker and slider I’ve had my entire life. The curveball has kind of been my entire life. I’ve always thrown a curveball, but it’s been like, ‘Let’s throw the curveball, let’s not throw the curveball.’ It’s sort of gone back and forth. I brought it back this season, because last year I was throwing two different sliders and they kept blending together. I had to get rid of that.” Read the rest of this entry »


Nick Madrigal Is Better When He Moves

Nick Madrigal
Matt Blewett-USA TODAY Sports

Before this season, Nick Madrigal had spent just one inning at third base. It was in a showcase game; he was a high schooler. Madrigal played a fair bit of shortstop at Oregon State, but he has always primarily been a second baseman. Then in December, the Cubs signed Dansby Swanson, bumping Nico Hoerner over to second and Madrigal into a utility role.

Madrigal took the change in stride. He started a long toss regimen to improve his arm strength, and said all the right things to the press:

Chicago Tribune Headline: A healthy Nick Madrigal is ready to show the Chicago Cubs he can handle 3rd base: 'I really don't care where I'm at'

Bench coach Andy Green even flew out to Arizona to spend a week helping him get up to speed at the hot corner. All of that work seems to have paid off. So far this season, Madrigal has spent 53 innings at second and 303.2 at third. As a third baseman, DRS and OAA both have him at +4, DRP has him at +1.1, and UZR has him at -0.1. Again, that’s after exactly playing exactly one inning at the position when he was a teenager.

It looks like Madrigal’s regular playing time at third is coming to an end, though. Patrick Wisdom is returning from the IL, and Madrigal just started his own IL stint due to a right hamstring strain. It’s a disheartening development for many reasons: Because he needed season-ending surgery on that same hamstring in 2021; because it makes his spot on the Cubs’ roster even more precarious; because he was on pace to have the most productive season of his young career; and because he does something really fun when he plays third base. I’ve been struggling with how to put it into words, so before I make my attempt, let’s see if you can spot it for yourself.

I don’t have a good sense of whether or not you’ll notice what I want you to notice. Maybe you saw it right away. Maybe you’re a Cubs fan and you already noticed it earlier this year. Or maybe it’s the kind of thing that you don’t notice until someone points it out, and then you can never not notice it. To make it a little easier, I combined two frames from that clip: I took the moment when Madrigal fielded the ball, then I added the moment when he threw it over to first.

Those two Nick Madrigals are in very, very different places. The first one is fielding the ball in a normal position roughly 15 feet behind the bag. Somehow the second one is way over on the right, about to make his throw with a foot on the infield grass. That’s a whole lot of infield to traverse right in the middle of a routine groundout. Read the rest of this entry »


Can Jeimer Candelario Make Two Teams Very Happy This Year?

Jeimer Candelario
Eric Hartline-USA TODAY Sports

I don’t want to be rude, but here’s a fact of life: I pay less attention to the Nationals than the average team in Major League Baseball. It’s not because I have a grudge against them or anything; I went to college in Virginia and have a ton of family in the D.C. area, so I know an absolute ton of Nats fans. They’re just not that interesting at the moment, and there’s a lot of baseball to watch, so someone has to slide down the priority queue.

When I have paid attention to the Nationals, though, I’ve liked what I’ve seen. I thought they made some smart signings this offseason. They’ve done a good job of giving plenty of playing time to interesting players. Lane Thomas might never have found a regular home if the Nats hadn’t come calling, Joey Meneses is being given every chance to play out of a season-starting slump, and Hunter Harvey looks like a nice bullpen arm for the trade deadline.

In my chat this week, someone mentioned that the Tigers would be in the thick of the AL Central race if they’d merely held onto Jeimer Candelario and Isaac Paredes. And that drove a realization for me: Candelario looks good again. Is he the real deal? Can some contending team plug him in at third base and have an All-Star–level contributor? Let’s find out. Read the rest of this entry »


Marcus Semien Talks Hitting

Jerome Miron-USA TODAY Sports

Marcus Semien isn’t on pace to match his career-best 2019 and 2021 numbers, but he remains a productive hitter. Two months shy of his 33rd birthday and in his second season with the Texas Rangers, the venerable middle infielder is slashing .271/.338/.438 with 11 home runs and a 115 wRC+. A key cog in the lineup for a first place club, Semien batted leadoff for the American League in last night’s All-Star Game.

Semien sat down to talk hitting during the Rangers’ recent visit to Fenway Park.

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David Laurila: Let’s start with your formative years in the game. How did you learn to hit?

Marcus Semien: “As a kid, I watched major league baseball. I grew up in the San Francisco Bay area as a Giants fan — my dad is a Giants fan — and we always had baseball on. From there, I was imitating Barry Bonds’ swing, Jeff Kent’s swing — all those guys I used to watch as a kid. Read the rest of this entry »


Vlad Jr. Makes History With Derby Win, but He’s Coming Up Short Elsewhere

Vladimir Guerrero Jr.
Joe Nicholson-USA TODAY Sports

Vladimir Guerrero Jr. wasn’t exactly the forgotten man at the 2023 Home Run Derby at T-Mobile Park; this scribe was hardly alone in predicting he’d win. But the 24-year-old slugger didn’t put up an astronomical total of dingers the way hometown favorite Julio Rodríguez did in the first round (breaking Guerrero’s own 2019 record of 40 homers, at that). Nor did he cruise into the finals by a lopsided score the way Randy Arozarena did in knocking off the top-seeded Luis Robert Jr. in the semifinals. Guerrero did start his night by steamrolling Mookie Betts, then narrowly eked out wins over both Rodríguez and Arozarena to take home the championship that eluded him in 2019, when he was runner-up to Pete Alonso. In victory, he joined his father, who won in 2007, as the first father-son duo to win the Derby. Congrats to Vlad and Dad.

With Blue Jays manager John Schneider serving as his pitcher, Guerrero — one of just three contestants who had participated in a previous Derby, along with Alonso and Rodríguez — needed until his fifth swing to get on the board, but once he did, with a 453-footer, he found his groove. He beat Betts handily, 26–11, then walked off against Rodríguez, needing just one homer in bonus time to win, 21–20. He hit 25 in the finals, a record for the shorter round (two minutes instead of three), then had to wait out Arozarena, who finished regulation with 20. Crucially, Arozarena only had the standard 30 seconds of extra time because he hadn’t gotten the distance bonus, unlocked when a player hit two homers with projected distances of at least 440 feet — something Guerrero managed in all three rounds. Arozarena ran out of both gas and time as his final fly balls fell short; he finished with 23 homers to make Guerrero the champion, the second-youngest in history by a day (1993 winner Juan Gonzalez was younger).

Guerrero will serve as a reserve for Tuesday night’s All-Star Game after starting at first base in each of the past two seasons. Yandy Díaz was voted to start for the AL, and it’s tough to complain when he’s hitting .323/.408/.515 for a 165 wRC+, the highest of any first baseman in either league by 10 points (NL starter Freddie Freeman is second at 155) and the second-highest of any qualified hitter behind only Shohei Ohtani.

Diaz’s 165 wRC+ is reminiscent of the league-leading 166 Guerrero put up during his 2021 season. We’re now two years removed from that breakout campaign, when at age 22, Vladito made a run at the Triple Crown, falling short but still hitting an impressive .311/.401/.601 with 48 homers and 6.3 WAR. His home run total led the league, as did his on-base percentage, a small consolation for finishing “only” third in batting average; likewise, he led in total bases and slugging percentage and was second in WAR, a pretty good offset for finishing “only” fifth in RBIs.

When you’re 22 years old and the son of a Hall of Famer, a season like that sends expectations into the stratosphere, so it’s come as something of a disappointment that Guerrero’s follow-up seasons have not been up to that standard. He hit .274/.339/.480 with 32 homers, a 132 wRC+, and 2.8 WAR last year, and arrived at the All-Star break batting .274/.344/.443 with 13 homers, a 120 wRC+, and (gulp) 0.4 WAR this year. A good — or not-so-good, actually — part of that decline in value is Guerrero’s defense, which has gone downhill quickly. I’ll get to that below, but what everyone is wondering is what’s happened to his offense. In looking at his numbers, a few things stand out. Read the rest of this entry »


The Decision: A Future Where Draft Prospects Take Their Talents to the SEC

Max Clark

Starting around five or six years old, adults begin to demand that children declare what they want to be when they grow up. Despite the imprecise language used to frame the question, it’s generally understood that the question does not refer to the human qualities they wish to develop, but rather how the child plans to sell their time so as to afford the ever-increasing costs of existing in the world. At that point in time, kids know about roughly half a dozen jobs: doctor, teacher, lawyer, firefighter, dentist, and whatever their parents do for work. These jobs have clear-cut career paths with specific college degrees, certifications, and post-grad programs. So once a child with an underdeveloped brain makes a declaration regarding the rest of their life, they know the exact steps to follow to achieve their dreams.

For kids who dream of becoming professional baseball players, the path to the majors is a well-traveled, multi-lane interstate. The big league superhighway has several lanes moving at different paces — some with deep ruts, others with potholes, and quite a few that become exit-only without providing enough advance notice to merge left. Despite the difficult travel conditions, the route itself is quite clear.

Or at least it has been under the present system. But small shifts within the sport at the amateur, collegiate, and professional levels may open up additional routes to those looking for an alternative to sitting in rush hour traffic. In the current era of baseball, prospects drafted by MLB organizations are near locks to sign, with the only exceptions tending to involve college commitments or medical uncertainties. Conventional logic dictates that the most efficient path to the majors is getting into a major league system as early as possible and start working your way up the ladder. Some parents might feel more comfortable with the backup plan built into the college route, and players do on occasion move into that lane, but players with the singular goal of playing in the big leagues want to don an affiliated uniform the first chance they get.

That’s the current calculus done by most draft prospects, and that is likely to remain the calculus moving forward. But shifts within the sport don’t happen with the swiftness of a Google Maps reroute to avoid a pile-up ahead. Typically, progress is incremental, with a few innovators on the fringes making moves that, if successful, eventually become mainstream. In recent years, a series of subtle changes suggest a widespread shift may be on the horizon, depending on how those directing traffic within the sport choose to respond. The contraction of the minor leagues, the reduction in rounds within the draft, college programs innovating within player development, and the broadening of financial opportunities for college athletes have the collective potential to change the decision-making process for draftees. Read the rest of this entry »