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Astros Outlast Red Sox to Open ALCS

The Dutch historian and children’s author Hendrik Willem van Loon had an enjoyable definition of eternity. Every thousand years, he said, a bird comes to sharpen its beak on a hundred-mile-high, hundred-mile-wide rock. When the rock has been worn away by the bird’s beak, one day of eternity will have passed.

Personally, I think he could have just used the pitches in tonight’s Astros-Red Sox game to count eternity. Two of the best, grindiest offenses in baseball faced off against two starters who scuffled with control, and the result was a ponderous affair that lasted more than four hours and tested the nerves and patience of fans on both sides.

The Red Sox set the tone with a disciplined, persistent attack. After a leadoff single was erased by a double play, they wore Framber Valdez down, beak-sharpening peck by peck. A walk put a runner back on first. A flare over the shift added another runner before a walk loaded the bases. Hunter Renfroe flew out to end the threat, but the Red Sox had Valdez’s number. They hardly swung at bad pitches and rarely missed when they did swing. Read the rest of this entry »


The Dodgers Try an Opening Gambit

Tonight, there’s only one game in town, as the Giants face the Dodgers in a winner-take-all, NLDS Game 5 slugfest in San Francisco. It’s been billed as a matchup between two borderline Cy Young candidates: Logan Webb, who humbled the Los Angeles lineup in the first game of the series, and Julio Urías, who started Game 2 for the Dodgers after a superlative 2021 season. Only, nope:

This isn’t going to be a lengthy discussion of whether openers make sense. Teams clearly like the tactic as a way to fill innings, but almost never in front of a pitcher as good as Urías. I’m interested in what the Giants will do to counter it, and how that counter will determine Urías’s matchups.

When he took the mound last Saturday, the Giants set up like so:

Giants Batting Order, Game 2
Order Player Position Bats
1 Darin Ruf LF R
2 Kris Bryant CF R
3 Austin Slater RF R
4 Buster Posey C R
5 Wilmer Flores 1B R
6 Brandon Crawford SS L
7 Evan Longoria 3B R
8 Donovan Solano 2B R

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Managerial Report Cards: American League Division Series

This postseason, I’m trying out a new feature: managerial report cards. After each postseason round, I’ll look at the losing managers and assess their performance when it comes to in-game management. Pinch hit for your MVP candidate with a pitcher? Not that it would ever happen, but you’d get an F for that. Bring in your best pitcher in a big spot, only to have him give up a three-run homer? That’s still an A, results notwithstanding.

These grades don’t cover everything that a manager does. Deploying your best players in the biggest spots and hiding their weaknesses where possible is a big part of a manager’s role, but it’s definitely not the only part. As an example, Kevin Cash and the entire Rays staff deserve a permanent A for their work in getting their pitchers and hitters ready for flexible roles all season long. Likewise, Dave Roberts and the Dodgers coaching staff benched a former MVP and seem to have kept the clubhouse roughly in order, always a tough task. None of that will be reflected in these rankings, but it’s absolutely important managerial work — it’s simply work I don’t have much insight into.

Kevin Cash, Tampa Bay Rays

Lineups/Pinch Hitting: C
Cash mostly used his lineups creatively, matching his players’ strengths with the opposing pitcher’s. The Red Sox went heavily to lefties in this series — Eduardo Rodriguez started two games and Chris Sale one. That meant a heaping helping of Jordan Luplow, Manuel Margot, and Yandy Díaz, three players on the team for their ability to hit left-handed pitching. When Nathan Eovaldi started Game 3, all three of those hitters were out of the lineup, replaced by Austin Meadows, Ji-Man Choi, and Joey Wendle. Read the rest of this entry »


Giants Best Dodgers in Tight, Windy Battle

It was windy in Los Angeles on Monday night. Not your garden-variety baseball wind — the kind that might turn a fly ball in the gap into a home run or vice versa. This was gnarly wind, blow-gigantic-human-being-Max-Scherzer-over wind:

That kind of wind can turn anyone’s control scattershot, and it appeared to weigh on Scherzer early. He labored through a 25-pitch first, frequently pushing the ball gloveside — three full counts, a blistered line drive single, and a walk, but also three strikeouts.

Alex Wood looked equally affected in the first. He threw a clean inning, but some of his sinkers sailed sideways, and the odd pitch darted strangely down as if pushed by an invisible hand (shout out to the Adam Smith fans out there). A game matching the two best teams in baseball, with a commanding 2-1 series lead in the balance, decided by wind? It’s exactly the kind of nonsense that makes me dislike five-game series.

Luckily, the wind seemed to agree. Though the conditions remained difficult and a steady stream of dust and debris kept the air hazy, both pitchers mastered the elements as the game went on. Scherzer poured on the strikeouts — eight through the first four innings. He stopped walking Giants hitters, too, and even stopped wasting pitches: after that strenuous 25-pitch first, he needed only 37 pitches to navigate the next three innings. Read the rest of this entry »


Astros Solve Lynn to Open ALDS

Coming into the American League Division Series, the Chicago White Sox faced a tough task: controlling the tireless Houston Astros offense, which paced the majors in scoring. They’re a nightmarish matchup; high on-base hitters up top, power in the middle, and enough firepower that Carlos Correa (134 wRC+) bats sixth and Kyle Tucker (147 wRC+) seventh.

Chicago’s plan? Fastballs. That’s less by design and more because Lance Lynn, their Game 1 starter, throws more of them than anyone else in baseball. Is that a smart plan against the Astros? No, it is not — they were the third-best fastball-hitting team in baseball this year by run value. On the other hand, they were also the third-best team against breaking pitches and the second-best against offspeed offerings, so it’s not as though there were easy choices. But fastballs? In this economy? It felt like it might be a long afternoon.

For an inning, Lynn managed it. He mixed four-seamers and cutters, keeping Houston hitters off-balance. His cutter could almost be called a slider, and it’s key to keeping opponents uneasy; it’s the only pitch he throws with glove-side movement. He set the side down in order — but even then, Alex Bregman smashed a line drive directly at Leury García for the third out. The cutters weren’t doing enough to keep Astros hitters from sitting on other fastballs.
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The Dodgers Squeak By

Do you subscribe to the notion that styles make fights? I’m not 100% sure what that means — I’ve never been a boxing fan. But styles make for entertaining baseball games, and the Cardinals and Dodgers set out to prove that during Wednesday night’s National League Wild Card game.

The Dodgers brought the heavy artillery: a coterie of MVP winners, Silver Sluggers, and All-Stars who led the NL in scoring. Their splendor was slightly diminished by Max Muncy’s absence, but the offense still felt like a battering ram. Their starter? None other than Max Scherzer, the modern avatar of power pitching, all glowering stares and challenge fastballs.

The Cardinals? They’ve got star hitters, too, but nothing like the Dodgers’ onslaught. They thrived this year both by smacking home runs — Tyler O’Neill and Paul Goldschmidt are large and powerful — and by playing the best defense in the majors. Their pitcher of choice Wednesday? Crafty old Adam Wainwright, who rarely tops 90 mph on the radar gun but makes up for it with a time-bending curveball and pinpoint command. Read the rest of this entry »


The Math Behind Pulling Nathan Eovaldi

Nathan Eovaldi had it all working. Through his first five innings of work, he had a spectacular game brewing: seven strikeouts, two hits, no walks, and no runs. The Red Sox were already ahead 3–0. Everything was coming up Boston.

After a strikeout to begin the sixth inning, Eovaldi faced the top of the Yankees’ order. Suddenly, things got tough. Anthony Rizzo clobbered a home run. Aaron Judge followed with an infield single, narrowly beating out a throw from Xander Bogaerts. Suddenly, the tying run was at the plate — and it was freaking Giancarlo Stanton, who had already doinked a ball off of the Green Monster earlier in the night.

Ten years ago, that would be the introduction to an article about one of two things: either Eovaldi’s heroic stand where he faced down his doom and retired Stanton and Joey Gallo, or the Yankees’ dramatic comeback from a 3-0 deficit. But last night, Alex Cora went to the bullpen.

It wasn’t a pitch count issue, to say the least. Eovaldi had thrown only 71 pitches, carving through the New York lineup with great speed. It wasn’t a handedness issue; Cora went with a righty to replace him. It wasn’t even a homer-proneness issue, a handy thing to keep an eye on when the tying run stands at the plate: Eovaldi induces more grounders than does Ryan Brasier, the pitcher who replaced him, and has allowed fewer home runs per inning pitched, both in 2021 and his career.
Read the rest of this entry »


Corbin Burnes’ Masterful Season Deserves a Cy Young Finish

Saturday afternoon, Corbin Burnes made several uncharacteristic missteps. He walked Max Muncy on five pitches, only the 34th walk he’d issued all year. The next batter, Justin Turner, deposited a 3-1 cutter into the left field stands for a three-run home run, only the seventh Burnes had allowed all season.

He pitched another inning without incident, then — back in the lead in the ERA race after briefly falling behind Max Scherzer — came out of the game for good, his regular season now complete. That ineffective outing might worry Brewers fans for the playoffs, but it also emphasized how spectacular the rest of his year has been. Surrendering a walk and a home run? It happens to everyone — batters hit 5,944 homers this season, third-most in history, and walked roughly 9% of the time they came to the plate. But it doesn’t happen to Burnes — and that’s why he deserves to win the NL Cy Young this year.

There’s no single criteria for the most outstanding pitcher in the National League, but in my eyes, Burnes has claims on several axes, and no real warts. More than that, his 2021 season is a towering achievement, one that we’ll hear about in 20 years when we talk about the best pitching seasons in history. Read the rest of this entry »


A Playoff Odds Check Supplement

Yesterday, I tested how well our playoff odds have predicted eventual playoff teams. Today, I’m going to slice the data a few more ways to get a more robust look at what our odds do well, and where they have fewer advantages over other models. It will be number- and picture-heavy, word-light. Without further ado, let’s get started.

A discussion with Tom Tango got me wondering about why our Depth Charts-based odds do so well early in the season relative to other systems. Their advantage is particularly strong at the beginning of the season and fades as the year goes on. For all charts in the article that are based on days into a season, I’ve excluded the 2020 season for obvious reasons. Here are the mean average errors for each of the three systems over the first 60 days of the season:

What’s driving that early outperformance? In essence, it comes down to one thing: the projection-based model is willing to give teams high or low probabilities of making the postseason right away. Our season-to-date stats mode is hesitant to do that, and the coin flip mode obviously can’t do it. Take a look at the percentage of teams that each system moves to the extremes of the distribution — either less than 5% or more than 95% to make the playoffs — by day of season:

Why does this matter? If you’re judging based on mean absolute error, making extreme predictions that turn out to be right is a huge tailwind. If you predict something as 50% likely, you’ll have an error of 0.5 no matter what. The further you predict from the center of the distribution, the more chance you have to reduce your error.

Of course, that only works if you get it right. If you simply randomly predicted either 5% or 95% chances without any information about the teams involved, you’d do just as poorly as predicting 50% for everything. Making extreme picks when you have information that suggests they’re likely to be right is the name of the game. Read the rest of this entry »


How Well Do Our Playoff Odds Work?

It’s the time of year when folks doubt the playoff odds. With the St. Louis Cardinals going from 71-69 long-shots to postseason clinchers, and the rollercoaster that is the American League Wild Card race, you’ve probably heard the skeptics’ refrains. “You had the Jays at 5%, and now you have them at 50%. Why did you hate them so much?” Or, hey, this tongue-in-cheek interview response that mainly makes me happy Adam Wainwright reads our site:

In that generic statement’s defense, it really does feel that way. In your head, 5% rounds to impossible. When the odds say “impossible” and then the season progresses to a point where outcomes are far less certain, what other impression can you take away than “these odds were wrong”?

I feel the same way from time to time. Just this year, the Cardinals and Blue Jays have been written off and then exploded back into contention. St. Louis bottomed out at 1.3% odds to make the playoffs – in August! It’s not quite negative 400 percent, but it sure feels that way. Can it really be that those odds were accurate, and that we just witnessed a one-in-100 event?

To investigate this question, I did what I often do when I don’t know where to turn: I bothered Sean Dolinar. More specifically, I got a copy of our playoff odds on every day since 2014, the first year when we calculated them using our current method. I left out 2021, as we don’t have a full season of data to use yet, but that still left me with a robust (some would say too robust) amount of data. Read the rest of this entry »