Archive for Daily Graphings

Sunday Notes: Jharel Cotton is on the Comeback Trail (and Has a Snow Blower)

Jharel Cotton is trying to revive his career in the Texas Rangers organization. Three years removed from Tommy John surgery — and four years after making 24 starts for the Oakland A’s — the 29-year-old native of the Virgin Islands is taking the mound for the Triple-A Round Rock Express. Progress has been slower than ideal. In eight appearances comprising 17-and-two-thirds innings, Cotton has a 4.58 ERA and, more importantly, less feel for his deliveries that he did pre-injury.

He believes it’s only a matter of time.

“I didn’t play in 2018, I barely played in 2019, and 2020 was a scratch because of the pandemic,” Cotton explained earlier this week. “Now 1 have a full year, and within a full year I’ll be back to myself. I just have to keep putting in the work and trusting the process — going through the process of getting my arm to feel normal again. A lot of guys get back quickly and other guys get back not as quick. Everything will work out in its own time.”

Cotton’s velocity is slowly coming back — his fastball has been ranging between 92-96 mph — although his command has lagged a little behind. Ditto the crispness of his cutter, curveball, and changeup. But again, he’s not overly concerned. As he put it, “I lost a lot of those things, but I feel I’m putting the pieces back together.”

Cotton’s comeback isn’t the only reason I wanted to talk to him for today’s column. I also wanted to revisit a story I’d read about him back when he was still pitching for the A’s.

Originally in the Los Angeles Dodgers system, Cotton went to Oakland in August 2016 as part of a five-player deal involving Rich Hill. A few years earlier, he was a minor-leaguer making ends meet during the offseason. That’s when he learned to love shoveling snow. Read the rest of this entry »


The Twins Are Running Out of Time

It wouldn’t be a stretch to say that 2021 hasn’t gone exactly according to the plans of the Minnesota Twins. In the American League Central standings, the club currently ranks dead last, looking up at the hindquarters of even the Detroit Tigers. Only the Orioles and Rangers have worse records in the AL this season, and neither of those teams was expected to be even remotely relevant come October. This isn’t a case of a team starting off 0-3 and the standings looking funny; clubs are passing the one-third mark of the season this week. Like most good teams that are struggling, the problem is a multifaceted one and not easily repaired. But at 12 games behind the White Sox in a weak division, urgent measures are required if the Twins aren’t ready to go 2022 calendar shopping.

Twins diehards would tell you that injuries share a lot of the blame, and they definitely have a point here. If you take a peek at our Injury Report, you’ll find 10 players currently on the Injured List; the team has had 22 total IL stints this season. By contrast, the Royals have had only 10 players on the IL at any point this season, with the Tigers at 12, the White Sox at 13, and Cleveland at a minuscule five. At some point or another this season, the majority of the team’s desired starting lineup has been on the shelf with an injury. Opening Day was the only game where Twins managed to have a starting lineup consisting entirely of the players initially expected to get the majority of the playing time at each position. The Twins have been decimated by injuries, and that is naturally going to have a significant effect on the bottom line.

Case solved, case closed? Hold on there, take those books out of your backpack; we’re not done here. The injuries have affected the team, but they only explain part of the win shortfall. To get a rough idea of this, I went back to what the ZiPS-projected record for each team at this point would be after the games of June 3, then re-did the projection with the preseason projections for players while reflecting the actual distribution of playing time.

AL Central Roster Shortfalls vs. Projected Roster
Team Projected Wins At This Time Projected Wins with Actual Rosters Difference
Chicago White Sox 30.7 29.6 -1.1
Minnesota Twins 31.5 28.1 -3.4
Cleveland 26.3 27.3 1.0
Kansas City Royals 26.7 26.2 -0.5
Detroit Tigers 24.2 25.1 0.9

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Snakebitten Diamondbacks’ Many Losses Now Include Bumgarner

Though the 13-game losing streak that left them with the NL’s worst record came to an end on Sunday, the Diamondbacks’ season has taken another turn for the worse, with Madison Bumgarner leaving Wednesday’s start against the Mets after just two innings due to discomfort in his left shoulder. Fortunately, an MRI revealed nothing more than inflammation, though he landed on the injured list anyway, joining three other members of the team’s starting five. That’s hardly the only issue holding down the rebuilding Diamondbacks, who at 20–38 are on pace to lose 106 games.

Even before he took the mound on Wednesday at Chase Field, Bumgarner’s performance this season had veered all over the map. He allowed 17 runs in 13.2 innings over his first three starts, then went on a five-start run during which he allowed just three runs in 30 innings. On April 25, he spun a seven-inning no-hitter — a feat not officially recognized by Major League Baseball, but the high point of the 31-year-old southpaw’s season — in the nightcap of a doubleheader against the Braves. Bumgarner’s performance has deteriorated since then, however, with 16 runs and eight walks in 14 innings over three starts from May 17 to 28.

Even that couldn’t have prepared anyone for what took place on Wednesday. Facing a makeshift Mets lineup that included James McCann in the third spot and just two regulars (leadoff hitter Jonathan Villar and cleanup hitter Pete Alonso) who entered the game with a wRC+ of 100 or better, Bumgarner began by allowing six straight hits, including a three-run homer by McCann, and four runs. The Diamondbacks countered by piling up five runs against Mets starter David Peterson and reliever Robert Gsellman, with Bumgarner’s own two-out RBI single giving his team a 5–4 lead. But he couldn’t hold it in the second inning, yielding a one-out single to Villar and then a two-out RBI double to McCann.

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The Good and Bad News About Freddie Freeman

On Wednesday, Ben Clemens investigated Francisco Lindor’s struggles as a New York Met. The answer was complicated, as in most cases, though he did treat us to a series of tables and graphs. Inspired by the endeavor, I wanted to take a crack at a different NL East superstar: Braves’ first baseman Freddie Freeman.

To be fair, his predicament is hardly as lamentable as Lindor’s. As of writing, Freddie Freeman has a 115 wRC+. There have been stretches where he put up similar levels of production. Nothing seems out of the ordinary – just a good hitter in a dry spell. It’s not like he was going to replicate his abbreviated MVP campaign, anyways.

What is uncharacteristic, however, is his .224 BABIP. It surprised me, considering that he’d sustained a BABIP of .341 from 2010-20, a feat that required a decade of hard-hit line drives and an above-average contact rate. Gary Sánchez, he usually is not. But it’s been an odd year for the first baseman so far, which we can see for ourselves. Below is his 50-game rolling BABIP, stretching back to a few years ago:

At first, the explanation for this seems simple. Freeman currently carries a line drive rate of 24.5%, his lowest since 2011. His groundball rate, in contrast, is the highest since then. Fewer line drives and more grounders is a terrible combo for a hitter’s BABIP – the former land for a hit over half the time; the latter are snagged by infielders. But this raises a question. If Freeman’s current batted ball distribution resembles his in 2011, how did he achieve a .339 BABIP that year? Read the rest of this entry »


The Shrinking Starting Pitcher Workload: Prospect Edition

Throughout baseball history, starters have thrown fewer pitches and innings than the generation of pitchers who preceded them. The trend dates to at least the early 20th century and has continued almost unabated ever since. Individual throwbacks will occasionally buck league trends — remember when James Shields tossed 11 complete games in 2011? — but history steadily marches on.

While the trend is clear, the curve isn’t linear. Throughout the game’s history, there have been a few accelerating events that have reduced workloads usage much faster than normal. The addition of the designated hitter and new definition of the save rule sent innings per start tumbling in the early 70s, for example.

It’s too early to tell definitively, but we may be on the precipice of another acceleration. We’re only two months into the major league season, and the pandemic and its related fallout are relevant and difficult variables to account for. But while major league starters are approximating the workloads they carried two years ago, minor league starters are not. On any given day in the minor leagues, someone might throw 100 pitches — but probably only one or two pitchers, and they almost certainly don’t reach 110. Remember when 100 pitches was a sort of threshold point for starters? This season, 85 is the new 100.

I went back and looked at every minor league game from May 19 to 24 (these days weren’t cherry picked; it, uh, took me a while to finish this article). In those five days, only four starters — all of whom were Triple-A vets — reached the 100 pitch mark. In that time, there were 12 entire organizations that didn’t have a single pitcher reach even 90 pitches. For the Astros, an organization that won’t let minor leaguers crest 30 pitches in an inning, the high-water mark was 79. For the Phillies, it was 67. In fact, Philadelphia has only had a minor leaguer top 80 pitches once all season.

The pandemic is to blame for some of what we’re seeing. At best, minor league hurlers had a jittery 2020, with intermittent bullpen work and perhaps a bit of summer ball at the alt site, but otherwise nothing between spring training and instructs. After such a weird season, teams are being understandably cautious with their personnel as they ramp back up. Read the rest of this entry »


The Perks of a Rangy First Baseman

Last week at Baseball Prospectus, Rob Arthur looked at the rise of advanced defensive positioning since 2015. It turns out that every position has started playing deeper, but — perhaps unsurprisingly — first basemen have moved the least of all. As Arthur writes, “First basemen have barely budged, which makes sense since they are more anchored to the bag.” But this lack of movement feels like a concession that doesn’t necessarily need to be made. The base is fixed, and the defender has to reach it, but a quicker first baseman would be able to stray farther from the anchor. If the lack of an anchor is allowing these other positions to play in more optimal locations, then some of the range that has always been a prerequisite for playing those positions is potentially going to waste. Let’s get some of those more rangy players over to first base, which doesn’t allow for the defender to be so perfectly placed.

The Right-Handed Shift

One of the reasons I’m interested in the positioning of first basemen is how it relates to the current conundrum involving the right-handed shift, about which folks like Tom Tango, Russell Carlton and Ben Lindbergh have written countless words. The short recap is that the publicly available data suggests that the right-handed shift doesn’t really work. And yet, some of the most data-driven teams are the ones that employ the shift the most.

There are a few things that make the right-handed shift different than the more prevalent left-handed one, but what I’m focused on is first base and the existence of that “anchor” that was mentioned earlier. First basemen can only stray off the bag as far as allows them to return safely in time for the throw. Turns out, that isn’t nearly far enough to cover the tendencies of the hitter. Read the rest of this entry »


I’ve Never Seen Anything Like It! Unique Pitching Lines Come in All Shapes and Sizes

Jordan Montgomery put together a solid outing on Wednesday night. In 6.1 innings of work, he struck out six Rays and walked only two. He did get tagged for five hits, but avoided allowing any home runs, which made the whole package work admirably. He gave up three runs, but with a little defensive prowess, things could have gone even better; two of those three were unearned.

That kind of game happens all the time these days. On the other hand, that particular game has never happened before. That exact box score line — 6.1 innings pitched, six strikeouts, two walks, five hits, no homers, one earned run and three total runs — had never occurred in the more than 380,000 starts since 1913, the first year where earned runs were recorded, as James Smyth pointed out:

I’ll level with you: I had a hard time believing Smyth at first. That line is so middle-of-the-road. Everything about it feels like a common enough occurrence. There are no truly strange parts in that score, nothing that stands out as an obviously rare feat. An easy example: Carlos Martínez also recorded a unique line on Wednesday. His was altogether stranger: 0.2 innings pitched, one strikeout, four walks, and 10 earned runs without a homer or an unearned run. That just sounds like an unprecedented start. Read the rest of this entry »


Is Ryan McMahon Finally Breaking Out?

Times are tough in Denver. The biggest stories for the Rockies this year have been their trade of their best player (heavily and rightfully criticized), the resignation of Jeff Bridich, and the relocation of this season’s All-Star Game to Coors Field. Okay, that last one is pretty cool, and the Bridich news was good news for Rockies fans. On the field though, it’s been pretty ugly. The Rockies are fourth in the NL West and on pace to lose 99 games, and they’ve gone just 4–22 on the road with only 63 runs scored. But there’s one player donning the purple and black who might finally be breaking out: Ryan McMahon.

Since coming onto the scene in 2017, McMahon has been the subject of more than a few breakout player articles, including Dan Symborski’s piece on the top 2021 candidates to take a step forward. He’s answered the call so far, serving as the lone bright spot for the Rockies in what has been an otherwise dismal season by slashing .259/.313/.507 with 13 homers and 1.3 WAR. These numbers aren’t especially eye-popping for a player who calls Coors Field home, but offensive numbers have been down across the big leagues this season, and while McMahon has played plenty of corner infield in his career, his primary position has been at second, where the bar is a bit lower.

Before we attempt to answer whether or not the breakout is for real, it’s worth looking at what makes McMahon such a tempting choice to develop into a better big league hitter. A big part of the reason is his raw power. Unless your name is Nick Madrigal, it’s usually going to take some serious power potential to get preseason hype. Prior to the 2018 season, McMahon was ranked third in the Rockies’ system, per Eric Longenhagen’s prospect list, with his 60 raw power as his greatest asset. At the major league level, where his batted ball data is more visible than the minor leagues, McMahon has achieved a maximum exit velocity in the 68th percentile or better each season.

Ryan McMahon Exit Velocity
Season Maximum Exit Velocity Percentile Rank
2018 110.1 74
2019 112.9 88
2020 109.7 68
2021 111.5 81
SOURCE: Baseball Savant

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A Happier and Hotter Nick Castellanos

In Tuesday’s otherwise lopsided rout by the Phillies, Nick Castellanos collected a pair of hits off Aaron Nola. With that, he extended his hitting streak to 18 games, thus surpassing his personal best and breaking a tie with Jose Altuve for the majors’ longest streak of this season. The Reds’ right fielder isn’t just hot all of a sudden, however. He’s been raking since Opening Day, and entered Thursday with his .361 batting average, .644 slugging percentage, 185 wRC+, and 2.9 WAR all sitting atop the NL leaderboards, a big step up from last year’s disappointing campaign.

The 29-year-old Castellanos, who signed a four-year, $64 million deal with the Reds in January 2020, hit just .225/.298/.486 in his first season in Cincinnati. He did play every game and bopped 14 homers while helping the Reds to their first playoff appearance since 2013, but his hot start (.340/.411/.840 through 14 games) quickly faded. His final 102 wRC+ was his lowest mark since 2015, his 28.5% strikeout rate represented a career high, and all told, his 0.4 WAR made it a pretty forgettable season.

Castellanos turned the page on 2020 by homering and doubling off the Cardinals’ Jack Flaherty on Opening Day and adding three more homers (plus two doubles and a triple) in the Reds’ next five games; he didn’t strike out for the first time until the team’s fifth game of the season. That week was a particularly colorful one, as his hop-skip-bat-flip sequence on Opening Day led to a retaliatory hit-by-pitch the next day, followed by an in-your-face flexing gesture after he came around to score, and then a bench-clearing brawl and a two-game suspension that made the powers that be look like stick-in-the-muds.

As silly as the suspension was, it halted Castellanos’ brief slump; he resumed raking upon returning, collecting 10 hits (including two homers) over his next six games. On May 2, he went 5-for-6 against the Cubs, with two homers as well as a walk-off RBI single in the 10th inning. On May 12, he began his hitting streak by going 2-for-4 with a walk against the Pirates. Over his 18-game jag, he’s hit .464/.532/.710 with three homers in 79 plate appearance, and overall he’s at .361/.416/.644 with 12 homers. Read the rest of this entry »


Examining Home Run Rates by Ballpark

At the beginning of May, I wrote two articles about the slightly-deadened baseball’s effect on league-wide home run rates. The conclusion was pretty much exactly what you’d expect: A bouncier ball with more drag did reduce home runs, particularly among softer-hit balls at lower launch angles. In 2019, these events were the wall scrapers that barely went out of the yard. In 2021, these events are now doubles and outs, with the increase in fly outs likely contributing (at least somewhat) to baseball’s diminished run environment overall.

There were a handful of outstanding questions that I still had, one of which was the impact of the new baseball on a ballpark-by-ballpark basis. Though league-wide trends are certainly an interesting and informative way to see the effects of a new baseball on run scoring, it is also important to examine in which parks hitters are having a more difficult time getting the ball into the seats. That allows us to understand better how park effects may have been altered to different degrees as a result of MLB’s switch to the new baseball.

But it’s not just the baseball that is contributing here. MLB reportedly added humidors to five stadiums for the 2021 season, bringing the total league-wide to 10. The Rockies, Diamondbacks, Mariners, Mets, and Red Sox already had humidors in their stadiums pre-2021, but which five teams are new to that list has yet to be disclosed. We can only guess which parks now have them, but it is important to keep in mind that the ball is not the only difference.

Also important to remember when looking at ballpark-level data: The players on the home team make a huge difference in determining home run rates. It’s entirely possible that, between 2019 and ’21, a team added home run hitters to its lineup or acquired home run-adverse pitchers for its staff, or the opposite could also be true. To mitigate these effects, I only analyzed a specific slice of fly balls: those hit at an exit velocity at or above 95.0 mph, at an exit velocity below 110.0 mph, and at a launch angle below 30 degrees — the very fly balls most impacted by the new baseball in my prior analysis. I also only included fly balls hit in games on or before May 31 to control for weather effects. (That is why I am comparing 2019 to ’21.)

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