Early-inning swing rates tell part of the story behind Jackson Chourio’s stunning first pitch in Game 3 of the 2026 National League Championship Series. Blake Snell fired a 97.6 mph fastball over the middle of the plate. Chourio didn’t hesitate. He drove it into the right-center-field seats, silencing 50,708 fans at Dodger Stadium.
One pitch. One swing. Milwaukee had the lead.
Chourio joined George Springer as the only players with two first-pitch leadoff home runs in postseason history. The 22-year-old had accomplished the same feat exactly one year earlier.
Watching him round the bases, the takeaway felt obvious: aggression wins in October.
Six innings later, though, teammate Jake Bauers offered an entirely different lesson. Facing the same pitcher, Bauers fought through ten offerings before launching an 11th-pitch fastball into the right-field seats.
Chourio needed one pitch. Bauers needed eleven.
The connection runs deeper than two successful swings. Milwaukee’s entire offensive identity revolves around making pitchers work from the opening innings, forcing difficult counts and preserving the patience needed to capitalize when an ace finally makes a mistake.
That’s where early-inning swing rates become revealing. The first few plate appearances establish how a lineup intends to attack. What happens later can show whether that approach has begun to wear down the pitcher.
The Playoff Panic Narrative Has a Problem
October baseball invites psychological explanations for almost everything.
A hitter chases a slider beneath his knees, and suddenly he’s pressing. Another takes a called third strike, and the broadcast wonders whether the moment has become too big.
The numbers tell a more complicated story.
Postseason pitchers have averaged a 107.8 Stuff+ since 2020, compared with the regular-season baseline of 100. Their pitches are simply nastier. Strikeouts have also increased in October, with postseason teams striking out 21.7% of the time since 2001, compared with 19.7% during regular seasons.
Yet walk rates have barely changed over that longer period: 8.4% in the playoffs versus 8.5% in the regular season.
Since 2020, pitchers have actually thrown a slightly smaller percentage of pitches in the strike zone during the postseason, 41.3% compared with 42% during regular seasons.
Those figures challenge the idea that hitters suddenly lose their discipline under pressure. They face better arms and have less room for mistakes.
The 2024 postseason offered a revealing contrast.
Philadelphia chased 31.8% of pitches outside the strike zone during its Division Series loss to the Mets. In the following NLCS, the Dodgers chased just 20.7% against New York, the lowest rate for any LCS team since pitch tracking began in 2008.
The Phillies drew 16 walks across four games, while Los Angeles worked 42 walks in six games.
Different opponents and series lengths complicate any direct comparison. Still, the Dodgers showed how refusing chase pitches could grind down even a strong postseason staff.
For managers evaluating early-inning swing rates, that’s the question worth asking. Are their hitters attacking pitches they can drive, or are opposing pitchers convincing them to chase?
Toronto Turned the First Pitch Into a Weapon
Blake Snell had experienced October aggression long before Chourio stepped into the box.
During Game 5 of the 2025 World Series, Davis Schneider opened against Snell and hammered the game’s first pitch into the left-field seats. Two pitches later, Vladimir Guerrero Jr. launched another home run.
Three pitches. Two homers. A 2-0 Toronto lead.
The Blue Jays became the first team in World Series history to open a game with back-to-back home runs.
But Toronto wasn’t simply hacking away.
Schneider had told a childhood friend before the game that he planned to attack Snell’s first-pitch fastball if the opportunity appeared. Guerrero entered with a similar plan.
Both hitters recognized their target and punished it.
Blue Jays manager John Schneider later explained that Toronto wanted to attack pitches over the middle of the plate. His hitters weren’t chasing early contact. They were hunting specific mistakes.
Toronto’s Aggression Was Built on Preparation
The Blue Jays’ numbers supported that strategy.
Toronto increased its first-pitch swing rate from 32% during the regular season to 37.6% in the postseason.
Across the first two pitches of each plate appearance, the Blue Jays swung 44.7% of the time, the highest mark among postseason teams.
The production was remarkable. On plate appearances ending after one pitch, Toronto hit .440 with an .879 slugging percentage during that playoff run.
Those statistics cover early-count decisions throughout games, not just swings during the opening three innings. They also reflect outcomes rather than proving that every swing was well chosen.
Still, they illustrate why early aggression worked for Toronto.
The Blue Jays didn’t need to see five pitches before recognizing a fastball they had spent hours preparing to attack.
That’s the appeal of studying early-inning swing rates alongside a hitter’s approach. The first few swings can reveal preparation as clearly as impatience.
Milwaukee Made Patience Its Offensive Identity
Toronto’s 2025 playoff run celebrated early aggression. Milwaukee entered October 2026 with a very different reputation.
The Brewers rarely swung without a reason.
Their 43.9% overall swing rate during the regular season was the lowest by any MLB team in a non-shortened season since the 2019 Angels.
They also saw 3.97 pitches per plate appearance, tied for the major-league lead.
Milwaukee wasn’t merely waiting for walks. Its hitters wanted pitches they could drive, even if that meant taking a strike early in the count.
That philosophy helped produce a franchise-record 103 victories.
It also created a problem for opposing starters. The first inning might pass without much damage, but a lineup that consistently refuses borderline pitches can turn three ordinary innings into an exhausting assignment.
A starter who needs 50 pitches to record nine outs has already spent a considerable portion of his workload. His manager must begin thinking about the bullpen before the game reaches its middle innings.
That’s the connection between early-inning swing rates and late-game opportunities. The opening approach shapes pitch counts, exposes a starter’s repertoire and can determine how long he remains available.
Milwaukee didn’t merely preach that philosophy. Against Yoshinobu Yamamoto, it put the idea into practice.
The Third-Inning Battle That Changed Milwaukee’s NLCS
Before Jake Bauers punished Snell in Game 3, he had already demonstrated how a single disciplined plate appearance could unravel a postseason ace.
The setting was Game 2 of the NLCS at American Family Field.
Los Angeles led 2-1 in the third inning, with Yamamoto looking to protect the advantage. The Dodgers right-hander had dominated Milwaukee during the previous postseason, throwing a complete game against the Brewers in the 2025 NLCS.
This time, Milwaukee made him work for every out.
David Hamilton opened the inning with a single. After Chourio lined out, Hamilton stole second. Brice Turang then worked a six-pitch walk, refusing to surrender when Yamamoto tried to work the edges of the strike zone.
William Contreras flied out, bringing Bauers to the plate with two outs and two runners aboard.
What followed lasted seven minutes.
Twelve Pitches That Forced an Ace From the Game
Yamamoto attacked Bauers with five different pitch types. His fastball threatened the inner half of the plate, while the splitter and breaking pitches worked away.
Bauers refused to guess.
He reached a full count after five pitches, then spoiled six consecutive two-strike offerings. Yamamoto kept searching for the finishing pitch. Bauers kept sending the ball into foul territory.
On pitch twelve, a curveball bounced for ball four.
The bases were loaded.
Christian Yelich stepped in and lined Yamamoto’s next offering into center field for a two-run single. Milwaukee suddenly led 3-2.
Yamamoto left after 75 pitches and only 2⅔ innings. His third inning required 40 pitches, and the Dodgers had to cover more than five innings with their bullpen.
That was the early-inning approach producing a direct consequence.
Milwaukee hadn’t chased Yamamoto from the game through raw power. Turang’s six-pitch walk and Bauers’ 12-pitch battle stretched the inning until the Dodgers lost control of their pitching plan.
Brewers manager Pat Murphy identified Bauers’ plate appearance as a turning point, while Yamamoto acknowledged Milwaukee’s ability to resist pitches around the edges of the zone.
The Brewers eventually won 7-4.
Here, early-inning swing rates reveal more than a preference for taking pitches. Milwaukee’s restraint in the third inning helped force an elite starter from the game, exposing the Dodgers’ bullpen far earlier than planned.
The effect continued beyond that inning. Los Angeles had to ask its relievers to shoulder a workload Yamamoto normally would have handled himself.
A disciplined opening approach had changed the rest of the night.
Jake Bauers Turned the Same Discipline Into a Seventh-Inning Breakthrough
Two days later, Bauers faced another Dodgers ace.
By the seventh inning of NLCS Game 3, Blake Snell had recovered from Chourio’s opening blast. The left-hander had retired 14 consecutive hitters and carried a 2-1 lead into the inning.
Milwaukee hadn’t steadily overwhelmed him through the first six innings. Snell had largely controlled the game.
That distinction matters.
The Brewers’ early-inning approach didn’t guarantee a tired pitcher in the seventh. Instead, their established discipline gave them a way to keep competing when an ace appeared to have everything working.
Then Andrew Vaughn opened the seventh with a walk.
Bauers stepped in with the tying run aboard.
Snell started with a called strike. Bauers took two balls, then battled through a changeup. With two strikes, he survived a slider and a curveball before continuing to spoil fastballs and offspeed pitches.
Snell tried nearly everything.
Bauers kept fighting.
By the tenth pitch, he had already forced Snell to reveal his entire arsenal in one exhausting confrontation.
On pitch eleven, Snell returned to his four-seam fastball.
This time, it caught too much plate.
Bauers drove the ball 412 feet into the right-field seats, flipping Milwaukee’s 2-1 deficit into a 3-2 lead.
Garrett Mitchell followed with another home run. Snell’s night ended, and Milwaukee eventually secured a 6-2 victory.
Snell later acknowledged the battle: “I threw everything I had.”
The homer didn’t prove that Milwaukee had physically exhausted Snell from the first inning. His stretch of 14 consecutive outs tells a different story.
It demonstrated something just as significant. The patience Milwaukee practiced from the opening innings could survive into the seventh, even against a pitcher dominating the scoreboard.
And once Bauers extended the confrontation, the battle became another test of Snell’s execution. The pitcher needed one more quality offering. The hitter needed one mistake.
Bauers got it.
The Man Who Nearly Walked Away From Baseball
The moment carried weight beyond the scoreboard.
Two years earlier, Bauers had seriously considered leaving baseball. Years of disappointing results had eroded his confidence, and he wondered whether continuing made sense.
His wife, Lauren, supported him through that uncertainty.
By October 2026, Bauers had produced a career year with 26 home runs and 86 RBIs. The same player who once considered walking away now stood at the center of Milwaukee’s pennant run.
His long plate appearances against Yamamoto and Snell became defining moments of the series.
In Game 4, Bauers added a two-run double and a bases-loaded walk, helping Milwaukee erase a four-run deficit and complete its sweep of Los Angeles.
He finished with six RBIs and earned NLCS MVP honors.
The transformation was striking, but the baseball lesson remained simple.
Bauers had learned to compete without forcing the outcome. Against Yamamoto, that meant refusing to chase until the pitcher walked him. Against Snell, it meant surviving long enough to find a fastball he could crush.
The same disciplined approach produced two very different results.
Why Early-Inning Decisions Echo Through the Ninth
Baseball fans remember the swing that changes the score. They rarely remember the six-pitch walk in the second inning or the eight-pitch strikeout that forced a starter to show his best breaking ball.
Those smaller battles can matter.
A lineup that forces a starter through repeated long counts creates several potential advantages. Pitch totals climb, hitters see more of the pitcher’s repertoire, and the opposing manager must think about his bullpen sooner.
The payoff isn’t always immediate.
An ace might escape the first three innings without allowing a run, only to approach his workload limit by the sixth. Another might lose command under pressure and give up a walk before a decisive home run.
That doesn’t mean every patient at-bat automatically causes late-game fatigue. Some pitchers become more effective as they settle in, and plenty of long counts end with strikeouts.
But Milwaukee’s Game 2 victory provided a clear example of how early discipline can change a game’s pitching structure.
Yamamoto needed 75 pitches to record eight outs. The Dodgers then had to navigate the remaining innings without their starter.
Bauers’ Game 3 homer showed the other side of the same offensive identity. Even when a starter survived the opening innings comfortably, Milwaukee’s hitters kept demanding execution until their final swings.
That’s why early-inning swing rates deserve attention beyond the first three frames.
They can reveal the beginnings of a larger contest over control, workload and pitch selection.
A hitter who chases a slider on the first pitch helps the starter conserve his arsenal. Someone who battles through eight offerings forces the pitcher to work harder for the same out.
Those exchanges accumulate across a lineup.
And when a starter reaches the later innings, the difference between one extra mistake and one more perfect pitch can decide the game.
What the Swing Numbers Still Can’t Tell Us
Chourio’s homer and Bauers’ marathon share a common thread, but the numbers would treat them very differently.
One hitter swung immediately. The other fought through ten pitches before delivering the decisive blow.
Neither looked desperate.
That distinction matters when evaluating a lineup’s early aggression. A higher swing rate might reflect hitters attacking favorable strikes. It could also indicate that opposing pitchers have convinced them to chase pitches they cannot drive.
Consider two batters who swing at half the pitches they see.
One attacks fastballs in the strike zone. The other repeatedly reaches for sliders beneath it.
Their overall rates match. Their decisions don’t.
Managers understand this without needing a complicated formula.
What early-inning swing rates can reveal, especially alongside chase tendencies, is whether hitters maintain their normal standards during the opening innings of a playoff game.
A batter who typically controls the strike zone might suddenly expand it against unfamiliar velocity. Another could attack more frequently because the scouting report identifies a particular first-pitch pattern.
Those are different adjustments, even if both produce more swings.
Short postseason samples create another problem. A hitter might see only four pitches in his first plate appearance. One additional swing can dramatically change his apparent aggression.
The result can mislead, too.
A batter might chase a slider outside the zone and bloop it into right field for a single. Another could crush a center-cut fastball directly at an outfielder.
The box score rewards the first hitter.
His decision wasn’t necessarily better.
The Next October Test Begins in the First Three Innings
Milwaukee enters the World Series beginning October 23 with an offensive identity that has already challenged conventional assumptions about playoff hitting.
The Brewers spent six months refusing pitches they didn’t want. Then Chourio attacked Snell’s first offering, while Bauers forced Yamamoto through a third-inning marathon before delivering another epic battle against Snell two days later.
Those moments belong to the same larger strategy.
Good hitters don’t simply wait. They make pitchers earn their outs.
Against a starter who fills the zone with fastballs, that might require aggression from the opening pitch. Facing someone who struggles to locate breaking balls, the smarter approach may involve working deep counts and building pressure.
The first three innings establish that contest.
For Milwaukee, the opening approach can determine whether its hitters force an ace into uncomfortable pitch counts or let him cruise toward the seventh. The same decisions also reveal which pitches the lineup wants and how quickly it adjusts when the starter changes his sequence.
That’s the deeper value of early-inning swing rates. They aren’t merely a snapshot of how often hitters attack. When paired with pitch counts and chase patterns, they can help explain the conditions that create a decisive late-game opportunity.
Yamamoto’s Game 2 exit showed the clearest connection. Milwaukee’s early patience forced the Dodgers into their bullpen long before they wanted.
Snell’s Game 3 unraveling showed another possibility. Even after six strong innings, an ace still had to survive a hitter unwilling to surrender his approach.
Neither outcome proves that patience always wins.
The challenge for Milwaukee’s next opponent will be recognizing how the Brewers adapt. Giving Chourio a hittable first-pitch fastball carries obvious danger. Trying to escape Bauers with repeated borderline offerings can become an exhausting fight of its own.
The smartest response requires pitchers to stay unpredictable without abandoning the strike zone.
As Milwaukee prepares for its biggest games since 1982, that balance could help decide whether its offense continues to thrive.
Chourio needed one pitch to silence Dodger Stadium. Bauers needed twelve to help chase Yamamoto in the third inning, then eleven to break Snell in the seventh.
Three very different plate appearances. One consistent idea.
Early-inning swing rates offer the first glimpse of a hitter’s intentions, but the consequences can last all nine innings. In October, the pitch that finally breaks a starter may owe something to the battles his opponents fought long before anyone reached the seventh.
READ MORE: Early-Inning Chase Rates Expose October’s Thin Line Between Aggression and Panic
FAQs
Q1. What do early-inning swing rates reveal about playoff hitters?
They show how aggressively hitters attack during the opening innings. Combined with chase rates, they help separate smart pitch selection from impatient swings.
Q2. Do MLB hitters become less disciplined in the playoffs?
Not necessarily. Postseason pitchers throw tougher pitches, but historical walk rates suggest hitters generally maintain their plate discipline.
Q3. Why did Jackson Chourio swing at Blake Snell’s first pitch?
Chourio recognized a hittable 97.6 mph fastball over the middle of the plate and drove it out for a leadoff homer.
Q4. How did Jake Bauers’ 12-pitch walk affect Yoshinobu Yamamoto?
Bauers extended Milwaukee’s third-inning rally and loaded the bases. Yamamoto eventually departed after 75 pitches and only eight outs.
Q5. Can patient hitting early in a playoff game create late-inning advantages?
Yes. Long at-bats increase pitch counts and can force starters out early, giving hitters more chances against the opposing bullpen.
