Archive for Daily Graphings

Small-Sample Theater Comes to the Postseason

With its assortment of winner-take-all, best-of-five and best-of-seven series, playoff baseball is inherently small-sample theater. Obviously, the wins and losses mean a whole lot to the teams and their fans, but there’s danger in ascribing too much meaning to the numbers that underly them given the circumstances. Nonetheless, we can’t help but notice certain trends, and wonder how they may connect to what we spent six months observing over the course of the regular season. While far from comprehensive, here are a handful of things that caught my eye through the first four days of Division Series play.

Astros vs. Indians: Nearly Hitless in Houston

Through the first two games of their Division Series, the Indians have been almost completely stifled by the Astros’ pitching. In Game 1, they didn’t get their first hit off Justin Verlander until Yan Gomes‘ single to lead off the sixth inning. In Game 2, they didn’t collect a hit after Melky Cabrera‘s infield single off Gerrit Cole in the fifth. In all, they’ve totaled just six hits, which puts them in jeopardy of having the fewest in a Division Series if their bats don’t perk up in Game 3. Likewise, for Division Series records for fewest total bases; they currently have nine, with Francisco Lindor’s Game 2 homer, which briefly gave them a 1-0 lead, their only extra-base hit. Here are the lowest totals for hits in a three-game ALDS or NLDS:

Fewest Hits in Division Series, 1995-2018
Team Year H Opponent
Reds 2010 11 Phillies
Rangers 1998 13 Yankees
Dodgers 1996 14 Braves
Rangers 1999 14 Yankees
Rockies 2018 14 Brewers

And for total bases:

Fewest Total Bases in Division Series, 1995-2018
Team Year TB Opponent
Rangers 1998 16 Yankees
Rockies 2018 18 Brewers
Reds 2010 19 Phillies
Rangers 1999 19 Yankees
Astros 1997 20 Braves

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The Dodgers Might Be in Actual Legal Trouble

Last week, we talked about a federal grand jury probe currently investigating Major League Baseball’s activity in Latin America. At the time, it appeared that the signing of Hector Olivera seemed to be a significant part of that investigation. Thanks to Carl Prine and Jon Wertheim of Sports Illustrated, we now have a much better idea of the matters at which that grand jury is looking.

Collectively, the documents [provided to the Grand Jury] offer a vivid window into both this netherworld and the thermodynamics of the operation: How Caribbean smugglers traffic Cuban nationals to American soil, using third-country way stations. How the underground pipeline ferries Cuban players to stash houses in countries like Haiti and Mexico before they can seek lucrative contracts with MLB clubs. How teams interact with buscones, the unregulated street-level agents who often take a financial stake in Latin American players.

The dossier given to the FBI suggests the extent to which some MLB personnel are aware of—and brazenly discuss—this unscrupulous culture and the potential for corruption. While both the league office and other teams are mentioned in the files obtained by SI, the Los Angeles Dodgers, a franchise with extensive scouting and development operations in the Caribbean, figure most prominently in the dossier[.]

Prine and Wertheim provide a detailed piece that’s is worth your time. Whitney McIntosh also published a helpful summary of their work for SBNation. A couple of interesting points jump out of their reporting, however. First, the Grand Jury and FBI are already evidently receiving at least some cooperation from important witnesses.

SI has learned that multiple alleged victims of smuggling and human trafficking operations have already given evidence to law enforcement agents or testified before a federal grand jury.

Second is that the Dodgers are evidently a prime target of the probe.

One particularly remarkable document shows that Dodgers executives in 2015 went so far as to develop a database that measured the perceived “level of egregious behavior” displayed by 15 of their own employees in Latin America. That is, using a scale of 1 to 5—“innocent bystander” to “criminal”—front-office executives assessed their own staff’s level of corruption. Five employees garnered a “criminal” rating.

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Internal communications by the Dodgers show concerns about what team officials called a “mafia” entrenched in their operations in the Caribbean and Venezuela, including a key employee who dealt “with the agents and buscones” and was “unbelievably corrupt.” Other personnel were suspected of being tied to “altered books” or “shady dealings,” according to the documents.

We can all agree that analytics are wonderfully useful. For those who have plans of participating in international organized crime, however, please note that crafting charts to depict one’s level of criminality is unwise — as is openly discussing one’s own personal mafia.

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Sunday Notes: The Voice of the Indians Flirted with a Pigskin Tiger

Tom Hamilton has been the radio voice of the Indians since 1990. Very early into that tenure there was a chance — albeit a small one — that he would move on and spend the bulk of his career elsewhere. How might that have happened? In the winter following Hamilton’s second year in Cleveland, the Detroit Tigers inexplicably informed iconic broadcaster Ernie Harwell that 1991 would be his final season in the booth.

“Ernie told me that I should apply for the job, or at least go if I got called,” Hamilton explained. “I felt uncomfortable about that — nobody wanted to see Ernie have his career end that way — but he came to me and said that I should. The Tigers did call, so I interviewed even though I didn’t really have an interest. Not only was I happy in Cleveland, I didn’t want to be the guy following Ernie.”

Rick Rizzs, who is now in Seattle, ended up getting the job. Predictably, he wasn’t well-received. While Rizzs was, and remains, a quality baseball play-by-play announcer, that means little when you’re stepping into the shoes of a legend.

Another Wolverine State sports legend made Hamilton’s reluctant interview more than worthwhile. Read the rest of this entry »


Get Ready to Watch One of Baseball’s Best Pitches

This is one of those marathon days of playoff baseball, where the league manages to string four important games in a row. And when you have four scheduled playoff games in a day, you can expect to see some quality pitching. Right now, literally as I’m writing this, Corey Kluber is going head-to-head against Justin Verlander. Later on, the Red Sox will give the ball to Chris Sale. Hours after that, the Dodgers will give the ball to Clayton Kershaw. The playoffs select for good teams. Good teams effectively select for good pitching. I don’t need to tell you how the playoffs work.

Kluber, Verlander, Sale, Kershaw — obviously, each of them is amazing. They’re so good, and they’ve been so good for so long, that most of you already know what they throw. You know how they work, and you know all their best weapons. You know their putaway pitches. Certain select pitchers get to that level, where fans are able to break down their repertoires. It’s a testament to their collective success. It’s not easy to get people to know so much about you. Fans often aren’t so concerned with the details.

But I can tell you that, today, there’s going to be another spectacular pitch. A spectacular pitch from an unlikely source. Kluber has that excellent breaking ball. Verlander has that excellent four-seamer. Sale has his own excellent four-seamer. Kershaw has an excellent slider. The Brewers’ Game 2 starter against the Rockies is Jhoulys Chacin. Chacin’s an anonymous starter with one dynamite weapon.

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The Weak Spot in the League’s Domestic-Violence Policy

The end of the Cubs’ season came earlier than expected, with the North Siders finding themselves unceremoniously dispatched from the playoffs by the Rockies in the Wild Card Game earlier this week. Addison Russell, once regarded as vital cog in an emerging Cubs dynasty, was absent from the roster for that game, confined instead to administrative leave. The next day, Major League Baseball announced that Russell would be suspended for 40 games, including the 12 games already spent on administrative leave, to be enforced at the beginning of the 2019 season. In essence, Russell will miss all of April.

Word is already circling that the shortstop has played his last game with Chicago. Russell, for his part, agreed not to appeal. “After gaining a full understanding of the situation I have concluded it’s in the best interest of my family to accept MLB’s proposed resolution of this matter. I wish my ex-wife well and hope we can live in peace for the benefit of our child.” Part of that resolution — the one marked by the phrase “agreed not to appeal,” which appears in Manfred’s statement above — is something I’ve addressed before when discussing Roberto Osuna’s suspension.

We learn here not that [Roberto] Osuna decided not to appeal but rather that he agreed not to appeal. Osuna, in other words, effectively settled his case with MLB, agreeing to a shorter suspension in exchange for not appealing. This sort of resolution isn’t necessarily dissimilar to a plea bargain or civil settlement, both of which have their utility. It’s an open question, however, whether baseball’s accused domestic abusers ought to have a say in their own discipline, particularly when that discipline is being enforced by their employer. And Osuna’s case isn’t an isolated incident; rather, it’s standard policy. The same thing happened with Aroldis Chapman, for example.

FanGraphs’ own Jeff Sullivan arrived at a logical conclusion following the announcement of Russell’s punishment:

On one level, Sullivan’s point makes sense: Osuna received a harsher sentence than Russell, ergo Osuna must have done something worse. Because we have a firsthand account detailing Melisa Reidy-Russell’s allegations against her ex-husband, we then also (hypothetically) have some kind of baseline for the sort of penalty his disturbing behavior warrants by the terms of the league’s domestic-violence policy. The Commissioner determined that Russell violated the policy, just as he determined Osuna violated the policy. Presumably, those determinations were supported by evidence; otherwise, the players would never have agreed to not appeal the discipline.

But that leads to another problem, one to which Michael Baumann alluded recently at The Ringer:

The details of the suspension aren’t the important part of this case. In fact, this process is so common that it’s taken on a tragic roteness. The 40-game ban — which is retroactive to the start of Russell’s time on administrative leave, September 21 — will invite comments about how MLB punishes first-time PED violations more harshly than players suspended under its domestic violence policy. It also raises questions about how Russell’s case is different from that of Astros closer Roberto Osuna, who earned a 75-game suspension — does MLB believe that there’s some sort of graduated scale of badness for intimate partner violence?

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A Conversation with Cleveland Pitching Coach Carl Willis

The Indians have one of the top pitching staffs in baseball. Carl Willis can’t claim all of the credit — his 2015-17 seasons were spent in Boston — but he’s certainly played a meaningful role. The veteran pitching coach has done an exemplary job since coming to Cleveland one year ago this month.

An understanding and appreciation of analytics is a big reason why. At the age of 57, Willis possesses an admirable blend of old-school acumen and the new-school applications that augment the ABCs of the craft. His resume includes a stint as a special assistant to baseball operations, as well as 15 seasons as a big-league pitching coach. Four different hurlers have captured a Cy Young Award under his tutelage.

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Carl Willis on notable changes in the game: “There have been two major changes. The first one is that swings have changed. Because they’ve changed, how you pitch — how you attack those swings — has changed. Certainly, when I played, and when I first became a coach, it was always, ‘You’ve got to command the bottom of the strike zone. You have to pitch down. It’s money.’

“Nowadays, with the evolution of launch angle, we’re seeing the top of the strike zone, and above, becoming much more of a weapon. That’s how we’re attacking those swings. Of course, there are still pitchers who pitch at the bottom of the zone. It depends on your repertoire and, obviously, the action you get.

“Because of how hitters are being attacked now, velocity has probably become more important. But velocity doesn’t matter if you can’t command it. Nowadays hitters see velocity every day. It used to be Nolan Ryan, Doc Gooden, J.R. Richard. Those guys separated themselves with their velocity. They had other pitches as well, but they had that superior velocity. Now, every time the bullpen door opens, it’s 97-98. Hitters are acclimated to it.

“The other major change is analytics. For me, it’s really more the science and understanding of what the baseball is doing. And it’s not only how we’re able to evaluate pitchers in that regard. It’s how we can help them create some of those actions, some of that spin. And I think it’s [spin] axis more so than [spin] rate. There’s a better understanding of what a pitcher is going to be and what he’s going to have to do to succeed with what he brings to the table.”

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The Brewers’ Best Laid Plans Were Just Good Enough

For eight innings, everything went as planned for Craig Counsell and his Brewers in their NLDS Game One matchup against the Colorado Rockies. Their MVP homered. A non-traditional arrangement of pitchers got them to the ninth inning with a 2-0 lead. Their All-Star closer took the mound needing to record only three outs. It was, more or less, the ideal scenario.

Then things fell apart a little. The closer faltered, and the Rockies tied the score. Counsell was forced to adjust. In the end, everything worked out anyway. The Brewers won the game on their home field and took a 1-0 lead in their best-of-five battle against Colorado. The plan, ultimately, worked.

Let’s take a look at the finer points of that plan to get a sense of Counsell’s logic and the Brewers’ strengths.

The Starter

Ever since the Tampa Bay Rays used Sergio Romo in a one-inning start back in May, the idea of the opener has spread across the league. And while Brandon Woodruff’s appearance could easily have been mistaken for another example of that strategy — Woodruff recorded many more relief appearances (15) than starts this year (4) — that’s not how Craig Counsell saw it.

Said Counsell before the start of the game on Thursday:

I think from our perspective, Woody is — he’s not a reliever. He has the ability to do more than that, if that’s what the game calls for. So that’s — one, he’s throwing the ball really well and, two, I think he has the potential to do a little more than a reliever maybe.

Whatever the case, the decision paid off: Woodruff pumped upper-90s four-seamers and two-seamers to get batters out. The sinkers were a bit of a surprise — Woodruff had only used the pitch during one appearances all season, his final one against Detroit — but were also effective. Only one batter reached base over Woodruff’s first three innings of work — a first inning walk of DJ LeMahieu — and he was erased on a caught stealing. By the end of three complete, Woodruff had produced three strikeouts against one walk while throwing 71% fastballs. But the velocity appeared to be waning, as the graph below indicates.

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Adam Ottavino Has a Weakness

After a miserable 2017, Adam Ottavino has been able to rebound, establishing himself as one of the better relievers in either league. That’s why he was the Rockies’ first pitcher out of the bullpen the other day in the wild-card game in Chicago. Granted, Ottavino allowed the tying run. There wasn’t another run until the top of the 13th. The bottom of the 13th was led off by Terrance Gore.

Let’s tie this all together, you and me. Why was Gore ever in the game in the first place? He pinch-ran in the eighth for Anthony Rizzo. Rizzo had hit a two-out single. Gore came in and wasted no time.

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A Few Quick Thoughts About the Rockies’ Offense

When Charlie Blackmon was double-switched out of Tuesday night’s NL Wild Card game in the bottom of the eighth inning, immediately after the Cubs tied the game and the Rockies put in Wade Davis, it wasn’t hard to miss just how limited Colorado’s offense is. With their season on the line, the next nine hitters that manager Bud Black sent to the plate from that point were as follows:

Rockies’ Batting Order in Late Innings of Wild Card Game
Order # Player PA AVG OBP SLG wRC+
3 Nolan Arenado 673 .297 .374 .561 132
4 Trevor Story 656 .291 .348 .567 127
5 Gerardo Parra 443 .284 .342 .372 80
6 Ian Desmond 619 .236 .307 .422 81
7 David Dahl 271 .273 .325 .534 109
8 Carlos Gonzalez 504 .276 .329 .467 96
9 Drew Butera 182 .190 .264 .301 52
1 Pat Valaika 133 .156 .214 .246 9
2 DJ LeMahieu 581 .276 .321 .428 86
Tony Wolters 216 .170 .292 .286 45
Ryan McMahon 202 .232 .307 .376 68

Valaika, pinch-hitting for Davis in the 10th, gave way to pitcher Seung Hwan Oh, who departed in the 11th in favor of Chris Rusin via a double-switch that removed Desmond and brought in McMahon. Scott Oberg followed Rusin in the 12th, double-switched out in a move where Wolters replaced Butera. That Wolters ultimately collected the game-winning hit in the 13th owes something to the position that Cubs starter-turned-reliever Kyle Hendricks was forced into under the circumstances, but the fact that he came through, despite the meager prospects for doing so, is both Very Baseball and why the Rockies lived to fight another series. Read the rest of this entry »


The Restoration of Dellin Betances

Although the Yankees ultimately put the A’s away by a somewhat lopsided margin, it was right in the middle that the A’s had some life. Luis Severino was surprisingly allowed to start the top of the fifth, and with the score then just 2-0, he gave up consecutive singles. Matt Chapman was due up. He’d be followed by Jed Lowrie. He’d be followed by Khris Davis. Aaron Boone went to his bullpen, with the game threatening to swing in the other direction. The pitcher he went to was Dellin Betances.

Within a few minutes, the inning was over, and the score was preserved. Betances went 1-2-3 again in the sixth, and then the Yankees pulled away. According to Win Probability Added, Betances wound up making the biggest positive contribution on the Yankees’ roster. Such territory was hardly uncharted; Betances was one of the best relievers in baseball for years. But in 2017, he lost the ballclub’s trust. Joe Girardi didn’t even use him in the wild-card game, and subsequent appearances were mostly low-leverage. A year ago, Betances had nobody’s faith. Wednesday, he was first out of the pen.

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