When the Model Misses the Player

Schwarber’s Cubs career did not end with a dramatic trade, a goodbye tour or one of those press conferences where everyone pretends business decisions do not involve human beings. It ended with a transaction notice.

Following the pandemic-shortened 2020 season, Chicago non-tendered Schwarber and sent him into free agency at age 27. [MLB]

There was logic behind it. Schwarber had just hit .188 with a .308 on-base percentage, .393 slugging percentage and .701 OPS in 59 games. [MLB] His defensive fit was awkward, his arbitration salary was climbing and the Cubs were beginning to dismantle the championship core.

MLB reported that Schwarber earned $7.01 million in 2020 and was projected to make roughly $9 million to $10 million through arbitration in 2021. [MLB]

So yes, there was a spreadsheet case. Front offices love spreadsheet cases. Spreadsheets are wonderfully calm documents. They never remind you about that home run in October, they never yell from the bleachers and they definitely never ask why you just cut loose a 27-year-old left-handed power hitter.

The problem is that Chicago was evaluating Schwarber after one of the strangest seasons Major League Baseball had ever staged. The coronavirus pandemic shut down Spring Training, delayed Opening Day until late July and forced MLB into a 60-game regular-season schedule rather than the normal 162-game marathon. [MLB]

Schwarber appeared in 59 games during that 60-game season, while fans were prohibited from regular-season ballparks and clubs operated under extensive testing, travel and health restrictions. [MLB] [MLB] Calling that a normal evaluation environment would be like judging somebody’s driving ability during a tornado and then acting surprised when the insurance report looks weird.

Chicago nevertheless had to decide whether those 59 games represented a meaningful change in Schwarber’s long-term trajectory. That decision is the heart of this article: not whether the 2020 numbers existed—they obviously did—but how much confidence an organization should place in an unusual sample played under unprecedented conditions.

Fans, meanwhile, remembered something slightly different.

They remembered the 2015 postseason blast against St. Louis that landed atop Wrigley Field’s right-field video board. [MLB] They remembered the shredded knee and the impossible World Series comeback. They remembered a hitter whose presence changed the emotional temperature of the ballpark before he even swung.

Nostalgia is not a roster-construction strategy. I get it. You cannot build a championship team by asking everybody which former player gives them warm feelings.

But this was not a 36-year-old veteran whose bat speed had disappeared. This was a 27-year-old power hitter with an established track record, unusual plate discipline and obvious physical tools coming off the strangest season baseball had played in generations.

The Cubs correctly identified his weaknesses. The mistake was acting as though identifying a weakness automatically means you understand the player.

Then came the part that makes this uncomfortable.

Washington signed Schwarber before the 2021 season. He earned his first All-Star selection that summer, was traded to Boston before the deadline as the Red Sox strengthened their playoff roster, and later signed a four-year, $79 million contract with Philadelphia. [MLB] [MLB]

The defensive limitations did not vanish. Nobody sprinkled magic defensive dust on him. His next organizations simply stopped demanding that the weakness define the entire player.

They leaned into what he did exceptionally well: draw walks, control the strike zone and hit baseballs hard enough to make outfielders reconsider their career choices.

This is where the Schwarber story gets more interesting than the usual old-school-versus-analytics argument.

Analytics did not fail to recognize Kyle Schwarber’s power. Modern analytics actually explain Schwarber better than traditional statistics ever did.

In 2025, he hit .240 while posting a .365 on-base percentage, .563 slugging percentage, 56 home runs and a .928 OPS. [BASEBALL SAVANT]

If all you look at is batting average, .240 does not scream superstar. If you look at the rest of the offensive profile, the picture changes immediately.

That is exactly what advanced metrics are supposed to do. They pull us away from lazy shorthand and toward a more complete description of value.

The failure was not that the numbers were wrong.

The failure was in how the numbers were interpreted.

Chicago saw an awkward defender, a rough shortened season and an increasing salary obligation. Those were real things. But somebody still had to decide how much those things mattered compared with rare power, plate discipline, age and the possibility of a different role.

Algorithms did not non-tender Kyle Schwarber.

People did.

The computer handed them information. Human beings decided which information scared them the most.

That distinction matters, because blaming analytics for every bad transaction is about as useful as blaming a calculator because somebody typed in the wrong equation.

Schwarber has always annoyed people who prefer baseball statistics to fit neatly on the back of a card.

In 2023, Schwarber hit .197 while also producing 47 home runs, 126 walks, a .343 on-base percentage and 108 runs. [MLB]

That .197 average looks terrible. And if the entire objective of hitting were collecting singles frequently enough to impress somebody’s grandfather, we could probably end the discussion right there.

But batting average only measures hits divided by official at-bats. [MLB GLOSSARY] It does not count walks, and it treats a softly hit infield single exactly the same as a missile off the wall.

Schwarber is not proof that statistics lie.

He is proof that bad statistics used lazily can make smart people say dumb things.

The word clutch makes analytic people itchy, and there are legitimate reasons for that. Postseason sample sizes are small. Opportunities are unequal. Memory is biased toward drama.

Fine.

But at some point, when a guy keeps hitting enormous home runs in October, we should probably stop acting like everybody in Chicago hallucinated the same thing.

His 2022 National League Championship Series homer against San Diego left the bat at 119.7 mph and traveled a Statcast-projected 488 feet. [MLB STATCAST]

That does not scientifically prove a supernatural clutch gene.

It does prove the baseball was extremely unhappy.

More importantly, it demonstrates that the folklore around Schwarber is not purely nostalgia. There is measurable evidence behind the moments people remember.

The Cubs did not miss the flaws. They saw them perfectly well. Schwarber hit .188 in 59 games in 2020. [MLB] His defense was limited, his salary was increasing and Chicago was reassessing the roster.

Then came the decision: Chicago non-tendered him after the season. [MLB]

What changed afterward was not the existence of Schwarber’s limitations. Other teams simply used him differently. They emphasized the bat. They leaned into his on-base ability. They accepted that a player can be extraordinarily valuable without satisfying every traditional roster expectation.

From 2021 through 2025, Schwarber hit at least 30 home runs every season. [MLB]

That is the part worth studying.

Winning teams are not built from nine perfect baseball robots produced in the same laboratory. They are collections of imperfect players whose strengths fit together.

Schwarber is not a failed five-tool outfielder.

He is an extraordinarily successful version of Kyle Schwarber.

That sounds obvious now. Apparently it was less obvious when Chicago had him.

The easy version of this argument is that the Cubs got too analytical and ignored what everybody could see.

I do not think that is what happened.

The better lesson is that no measurement system eliminates judgment. Analytics can tell you what happened, estimate what may happen next and expose things the naked eye misses. They cannot decide how much risk an organization should tolerate or whether an unusual player deserves an unusual role.

Scouts can be biased. Executives can be biased. Models can contain assumptions built by people who are also biased. Welcome to humanity.

The answer is not to choose one side and declare victory.

The answer is to make them challenge each other.

When a scout says a player feels special, the data should test it. When the model says a player has a serious weakness, the baseball people should ask whether that weakness is actually fatal or merely inconvenient.

Baseball does not have too many numbers.

It has too many people pretending numbers remove the need to think.

Kyle Schwarber’s career is not an argument for throwing Statcast into Lake Michigan.

It is an argument for understanding what the numbers are actually telling you.

Modern metrics explain Schwarber beautifully. They show why batting average never captured his full value, why his power is elite, why walks matter and why an imperfect player can still be an extraordinary offensive weapon.

What they could not do was make the decision for Chicago.

Schwarber was the wide-eyed rookie who deposited a postseason home run on top of the Wrigley Field video board. [MLB] He was the injured slugger who returned from a torn ACL and LCL in time for the World Series and hit .412. [MLB]

Then he became the ex-Cub who developed into one of baseball’s most prolific postseason home-run hitters and eventually won the 2025 National League home-run crown. [MLB] [MLB]

And when Major League Baseball invented a strange All-Star Game tiebreaker and gave him three swings, Schwarber did exactly what anyone who watched him in Chicago should have expected.

He hit three home runs. [MLB]

No spreadsheet betrayed the Cubs.

No evil algorithm stole Kyle Schwarber from Chicago.

A baseball organization looked at an incomplete picture, decided it understood the entire player and moved on.

The player kept evolving.

The explanation arrived later.

Evidence should guide the evaluation. It should never become an excuse to stop looking.

Would you have kept Kyle Schwarber, traded him or made the same decision Chicago made?

Share the article and tell us whether the Cubs misread the player—or simply made a defensible decision that aged terribly.

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1. Major League Baseball reporting on Schwarber’s All-Star Game MVP performance.
2. Major League Baseball reporting on the All-Star Game swing-off.
3. Chicago Cubs announcement of Schwarber’s draft selection.
4. Major League Baseball reporting on Schwarber’s knee injury.
5. Major League Baseball reporting on Schwarber’s recovery and World Series return.
6. Major League Baseball review of Schwarber’s World Series performance.
7. Major League Baseball review of the 2020 non-tender decisions.
8. Major League Baseball reporting on Chicago’s post-2020 roster and Schwarber arbitration context.
9. Major League Baseball reporting on the pandemic-shortened 60-game 2020 season.
10. Major League Baseball guide to the altered rules, health procedures and schedule used during the 2020 season.
11. Major League Baseball retrospective noting that fans were not permitted in regular-season ballparks during 2020.
12. Chicago Cubs / MLB review of Schwarber’s 2015 postseason scoreboard home run.
13. Major League Baseball reporting on Schwarber’s trade from Washington to Boston.
14. Major League Baseball reporting on Schwarber’s contract with Philadelphia.
15. Kyle Schwarber’s official Major League Baseball player record.
16. Baseball Savant statistical and Statcast record for Kyle Schwarber.
17. Major League Baseball’s 2025 regular-season statistical leaders.
18. Major League Baseball review of Schwarber’s 2025 season.
19. Major League Baseball postseason home-run leaderboard.
20. Major League Baseball Statcast reporting on Schwarber’s 2022 NLCS home run.
21. Major League Baseball glossary explanation of OPS+.
22. Major League Baseball glossary explanation of batting average.