Archive for Research

Why Do Sweepers Cause So Many Popups?

© Jayne Kamin-Oncea-USA TODAY Sports

We’re still in a relatively new era of pitch design. Just this past year, we saw several successful pitchers embrace a sweeping breaking ball. Last month, Justin Choi wrote about one of those pitchers, Julio Urías, and noted that his new sweeper generates a great number of popups and lift. It’s not just Urías; in general, sweepers have a tendency to generate balls hit in the air at a rather skewed clip:

It’s strange behavior not just for a non-fastball, but for a breaking pitch especially; as you can see, sweepers have nearly double the popup rate of their fellow breaking balls:

Batted Ball Distribution: Breaking Pitches, 2021
GB% LD% FB% PU%
Non-Sweeper 45.2% 23.7% 24.8% 6.4%
Sweeper 36.1% 22.3% 30.7% 10.9%
SOURCE: Baseball Savant

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The Economic Impact of Changing CBT Thresholds and Penalties

© Shanna Lockwood-USA TODAY Sports

This past Saturday, as part of the ongoing collective bargaining agreement negotiations, Major League Baseball sent its second proposal on core economic issues to the Major League Baseball Players Association. We’ve already covered how the two sides differ on pre-arbitration compensation, and examined how changing the arbitration eligibility rules would alter player salaries based on recent arbitration awards. MLB and the MLBPA have also laid out proposals regarding the competitive balance tax, proposals that would have strikingly different effects on team spending.

To compare the two approaches, I started with the actual tax regime from the previous CBA, which was in effect from 2017 through ’21. I made one modification: the abbreviated 2020 season led the league and the union to bilaterally amend the CBA to drop the competitive balance tax for that season. Payrolls also ended up being quite different than their original projections due to the 60-game slate. For the purposes of this analysis, I’ve turned each payroll into a full-season number and calculated the tax as if 2020 were a regular year (hopefully, how the new CBT handles a pandemic will not be relevant for future seasons). Read the rest of this entry »


Let’s Try To Make Expanded Playoffs Not Stink

© Troy Taormina-USA TODAY Sports

I can’t tell you with any kind of certainty when the 2022 season will start or how many games will be played. I can’t even definitively say if there will be a season at all. But one thing seems nearly inevitable: When we have baseball, it’s not going to be identical to the product we saw last year. For one, the designated hitter, used for the shortened 2020 season in the National League, appears likely to become a permanent part of both leagues, ending the doctrinal schism between the junior and senior circuits. Another likely difference? The playoff structure.

It’s no secret that the owners are highly interested in expanding the playoffs again. Over at The Athletic, Kaitlyn McGrath, David O’Brien, and Katie Woo teamed up to discuss the various goings-on here. The owners have proposed expanding the playoffs to 14 teams, with only the team with the best record in each league getting a bye and everyone else thrown into a best-of-three Wild Card series. The players, meanwhile, have proposed conceding an expanded playoff structure of 12 teams, with multiple byes for top teams.

From the standpoint of the owners’ interests, the best teams winning often isn’t necessarily the ideal outcome. The World Series championship is basically a MacGuffin. MLB doesn’t need it to actually be important, it just needs the public to believe it is. And since the public appears to believe that the best team will win a short series far more often than it actually does, the more teams you can stuff into a postseason without making it seem like chance (rather than talent) is driving the outcome, the better. Who cares if a 107-win team loses two of three games to an 83-win team? They were probably chokers anyway! Read the rest of this entry »


An Arbitration Compensation Update

© Allan Henry-USA TODAY Sports

Yesterday, I released a study of the average compensation that players who qualify for Super Two arbitration receive in their pre-free-agency years. Today, I’m replicating the same study for players who reached standard arbitration. This should help add numerical context to the negotiations between the league and the MLBPA around pre-free-agency compensation – though those negotiations aren’t going well at the moment.

As a reminder, I’m looking at the production and subsequent-year salaries of every player since 2013 to establish a rule of thumb for what players can expect to receive in arbitration given their production in the preceding year. The methodology will follow, but first, here’s the high-level summary of what players have received based on their service time, position, and production:

Arbitration-Eligible Salaries, $/WAR (millions)
Player Type $/WAR Arb1 $/WAR Arb2 $/WAR Arb3
Batter $1.36 $2.13 $3.59
Starter $1.38 $2.35 $3.34
Reliever $1.79 $3.98 $5.61
$/WAR (mm) over minimum salary, 2013-2021. See below for methodology

This table displays the amount of money a given player should make above the minimum salary based on who they are and what they did. Just as with the Super Two numbers, this broadly makes sense – players receive less per unit of production than they would in free agency, but their compensation gets close and closer to free agency levels (roughly $6.5 million above minimum salary per WAR) as they go further into arbitration. Read the rest of this entry »


A Super Two Compensation Update

© Patrick Gorski-USA TODAY Sports

One major point of contention in this offseason’s collective bargaining impasse is compensation for young players. In the two sides’ competing proposals, the existing Super Two system, which each year awards an additional year of arbitration to some pre-arb players with two-plus years of service time, has come up repeatedly. Whether it’s being replaced with an algorithmic solution, increased pay for some players based on performance, or an expansion of arbitration within the two-plus group, compensating these pre-arb but multi-year players is a key point of debate as the lockout wears on.

If we want to understand this debate, we need to understand how Super Two players have been compensated in the existing system. Without that context, the dispute can feel more theoretical than consequential, and it is obviously very consequential to the players involved. To that end, I decided to look at the last eight years of Super Two awards and come up with a rough heuristic for how their compensation relates to their production in those years. From there, I’ve created some rules of thumb, which I’ll share with you here before we get into the nitty-gritty details of how I did the calculations. Here it is, separated out by player type:

Super-Two Salary Awards, $/WAR (millions)
Player Type $/WAR Arb1 $/WAR Arb2 $/WAR Arb3 $/WAR Arb4
Batter $1.08 $1.86 $2.66 $4.19
Starter $1.11 $1.97 $2.97 $3.88
Reliever $1.57 $3.11 $3.98 $7.60
$/WAR (mm) over minimum salary, 2013-2021. See below for methodology.

This table displays the amount of money a given player should make above the major league minimum based on how many times they’ve been through the arbitration process, their position, and their previous year’s production. Broadly speaking, the numbers make sense — players receive less per unit of production than they would in free agency, but their compensation gets closer and closer to free agency levels (roughly $6.5 million above minimum salary per WAR) as they go further into arbitration. Now let’s talk about how I got to these numbers, and the merits (and limits) of using this style of calculation to model arbitration awards. Read the rest of this entry »


A Visualized Primer on Vertical Approach Angle (VAA)

This time last year, I investigated where vertical approach angle (VAA) seems to matter most. The short answer: at the top of the strike zone for four-seam fastballs and at the bottom of the zone for sinkers and two-seam fastballs. This piece, which is adapted from a presentation I did as part of the 2022 PitcherList PitchCon, will provide much-needed additional context, like benchmarking and watermelon-colored heat-map-style graphics.

For the uninitiated — which could be many of you — VAA is the angle at which a pitch approaches home plate… vertically. Despite its usefulness, the concept has experienced slow uptake in the public sphere. I think that’s largely due to a lack of data, which, for nerds like me too entrenched in baseball Twitter, has shrouded the metric in mystery. Why are scouts and college baseball R&D departments valuing VAA so highly, why have I barely heard of it, and how can I find it?

To answer the last question: Statcast is granular enough that, fortunately, we can calculate VAA using physics. So, let’s calculate it! Thanks to Baseball Prospectus‘ Harry Pavlidis (who credits baseball’s renowned physicists), here are the equations: Read the rest of this entry »


Sinkers, Four-Seamers, and Guys Who Throw Both

© Kareem Elgazzar via Imagn Content Services, LLC

If you wanted to design a puzzle to attract my interest, you couldn’t do much better than pitchers who throw both sinkers and four-seamers. I love thinking about pitching. I love thinking about fastball spin, and I’ve been having a blast looking at approach angle recently. Want to kick it into overdrive, though? Add in platoon splits, and we’re really cooking with gas.

One of those weird, of-course-this-exists-but-we-don’t-talk-about-it splits is groundball pitchers against flyball hitters and vice versa. I first learned about this split in The Book, and while it’s always made sense, Alex Chamberlain put it into a pretty picture recently that brought it back to mind for me:

There are some terms you might not know on there, like pitcher influence on launch angle. For that, you should read Alex’s work on launch angle here. Honestly, you should probably just read all of Alex’s stuff anyway – but particularly for this, his work is invaluable.

The key takeaway here? Against groundball hitters, sinkers are an excellent choice of pitch. The hitter tends to hit the ball into the ground and sinkers generally influence launch angles downward. The result is frequently a grounder, which is great for the defense. Similarly, if you’re facing a fly ball hitter, you want them to hit it even higher into the air, which means a four-seamer with solid rise is the ticket. Read the rest of this entry »


Just Throw It Down the Middle

Is throwing a four-seam fastball down the middle a good idea? Regardless of whom you ask, the answer is probably no, and for good reason – the heart of the zone is where the majority of hard contact occurs, and fastballs are the most contact-prone of any pitch type. This disdain is rooted in our baseball lexicon, too. You’ll notice that after a ball is hit out of the park, broadcasters tend to remark that the pitcher “left one over the middle” or “hung his fastball.” The location is often to blame.

That doesn’t stop pitchers from trying, though. That’s not always because they want to – command comes and goes, after all – but it’s also because hitting a baseball is extremely difficult. Swings and misses happen! Bad contact happens! In each season since 2015, when Statcast data became public, hitters have accumulated a negative run value against down-the-middle fastballs. They’re still in the red despite seeing easier pitches. Though no pitcher would want to live solely in the middle, it makes sense why one might venture there.

But 2021 brought changes to the majors, and this is one of them: Hitters did worse against so-called meatballs than ever before. Here’s a graph that shows the league’s run value per 100 against fastballs in Baseball Savant’s “Heart” zone. Again, 2015 is the starting point:

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Platooning Ain’t Easy

“Just platoon it.” Whenever a team has a weak spot in their lineup, that’s the first thing I think of. Limp left field production? Just sprinkle some platoon on it, and you could be living large. Second base got you down? You’re just one platoon away from competence, or even excellence if you play your cards right. Second base and left field are bad? Bam, platoon them both!

It isn’t actually that easy. If you want to deploy a platoon in the majors (as opposed to in theory, my favorite place to deploy platoons), you have to wrangle with reality, which is notoriously unforgiving. In that vein, this is an article I’m writing to remind myself how hard it is to run multiple platoons at once. It’s not necessarily a reason not to platoon. It’s not even a critique of platooning. It’s just that in my head, and potentially in yours, teams are passing up platoon spots left and right. Here are some reasons why that isn’t true.
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2021 Offered Us Towering Popups Galore

On the surface, popups may seem a bit mundane. Typically, the ball isn’t even visible on the broadcast and they are nearly always converted into outs. Nearly always isn’t always, though, and dropped popups are a treat to behold. And even if you aren’t lucky enough to see one actually drop, plenty of weird things can happen on plays that start off routine:

Since it’s the middle of the offseason, I thought it would be a good time to take a closer look at the popups of 2021. I don’t want just any old popups, though. I want the best of the best — the popups that cause players to lose their feet, the ones that make the crowd “ooh” and “aww” as the ball simply refuses to come down.

The easiest way to find these sky-scraping popups is to base our search off of exit velocity, as balls hit harder will go higher. An exit velocity of at least 97 mph seemed like a good cutoff point. Any lower, and the popups would start to feel less impressive; any higher, and the sample wouldn’t be large enough to satiate my desire to watch this sort of play. That cutoff left me with 126 popups representing the hardest 1.5% of popups hit this season (if you’d like to follow along, you can find the whole batch here on Baseball Savant). Read the rest of this entry »