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In A Nutshell
- A new study found the designated hitter doesn’t change how player talent translates into wins.
- Teams with or without DH rules show nearly identical links between WAR and winning percentage.
- The DH may boost offense and entertainment, but not overall team success.
- The findings could apply to MLB, but that hasn’t been directly tested yet.
Baseball fans have argued about it for decades. Does having a designated hitter, a player who bats but never plays defense, actually give a team a meaningful edge? A new statistical analysis of Japanese professional baseball suggests the answer is essentially no: at least when it comes to how player talent translates into wins. Despite the rule being designed to boost offense and excitement, researchers found it has no meaningful effect on the relationship between a team’s talent level and its winning percentage over a season.
The study, conducted by researchers at Nagoya University in Japan, examined ten years of data from the Pacific League, one of two major leagues in Nippon Professional Baseball. The Pacific League adopted the designated hitter rule in 1975, two years after Major League Baseball’s American League did the same. Japan’s Central League, much like MLB’s National League for most of its history, never adopted the rule. That split created a natural experiment and a lasting debate about whether the rule changes the competitive equation.
The finding doesn’t mean a good designated hitter isn’t valuable, or that the rule doesn’t produce more offense. What the data shows is that when researchers accounted for the DH position in their talent calculations, it made no statistical difference in how well talent predicted winning. A team still wins or loses based on the overall strength of its roster: the DH slot just doesn’t tilt that equation.
How The Study Worked
At the center of the analysis is a stat called Wins Above Replacement, or WAR. It’s a widely used number in modern baseball analytics that tries to capture a player’s total value to a team. WAR measures how many more wins a player contributes compared to a hypothetical fill-in player, someone a team could easily call up from the minor leagues. The metric accounts for batting, base running, and fielding, making it one of the most thorough ways to evaluate a player.
The researchers pulled player data from a Japanese baseball statistics website called 1.02, operated by a company called DELTA. They looked at all six Pacific League teams across ten seasons, from 2014 to 2023, giving them 60 team-seasons of data. For each team in each year, they calculated the average WAR of the team’s regular players and compared it to the team’s winning percentage.
Traditional versions of this stat estimate the gap between an average player and a fill-in player, but that estimate treats all positions the same. The Nagoya University researchers introduced what they call a “regular correction by position,” which uses actual measured data about how well backup players hit at each specific defensive position rather than relying on a single theoretical value across the board.
Why does this matter? Backup catchers, for instance, tend to be much weaker hitters than backup first basemen. By using real data about reserve-level hitters at each position, the researchers could more accurately capture how much value a team’s everyday starter at each spot truly provides. And because the designated hitter position requires no defensive ability, teams have a deeper pool of capable replacements available, which shrinks the advantage of having a star in that role.
Comparing Two Scenarios for the Designated Hitter
The central comparison was straightforward. The researchers calculated the link between team average WAR and winning percentage under two conditions: one that included the designated hitter position in their correction, and one that left it out. If the designated hitter rule meaningfully changed how player talent translates into team wins, those two calculations should have produced noticeably different results.
They didn’t. The correlation, a statistical measure of how closely two things are related on a scale where 1.0 is a perfect match, came out to 0.832 in both cases. The gap between the two figures was roughly 0.001, small enough to be statistical noise.
To confirm this wasn’t a fluke, the researchers ran a formal statistical test. They assumed the two values were equal and tested whether the data gave any reason to reject that assumption. The result gave no meaningful sign that the difference was real. In plain terms, the data offered no evidence that the designated hitter changes the relationship between player talent and team wins.
The researchers also checked whether outside factors, like coaching decisions or how playing time was distributed among roster players, might be skewing the results. They re-ran their calculations after standardizing playing time across players and found no change in the conclusion.
One particularly interesting detail emerged from the positional data. In six out of ten years examined, reserve-level designated hitters actually had a positive hitting value compared to the league average. In those years, there was no penalty for using a backup because the backups were good enough hitters on their own. This makes intuitive sense: since the designated hitter doesn’t need to play defense, teams can find capable fill-ins more easily, which dilutes the value of placing a star in that slot.
Do The DH Findings Extend To MLB?
These results carry weight beyond Japan’s borders. The researchers noted that because the designated hitter rules work similarly in both Japanese and American professional baseball, similar results might show up in MLB data as well. Previous research has already shown that player performance responses to rule changes like the designated hitter are “remarkably similar” across American and Japanese professional baseball.
The study, published in PLoS ONE, also touched on the ongoing debate in Japan about whether the Central League should adopt the designated hitter rule. The researchers discussed both sides. The rule creates an additional roster spot for a strong hitter and can extend the careers of aging players who can no longer play defense effectively. But it also removes strategic elements from the game, such as deciding when to pull a pitcher from the batting lineup, and it limits opportunities for versatile players who contribute on both offense and defense.
Some historical context helps frame the finding. The designated hitter was never introduced to give teams a competitive advantage. It was a commercial decision. In MLB, the American League adopted it in 1973 after a 1972 season plagued by low attendance, which was partly blamed on pitching-dominated, low-scoring games that bored fans. In Japan, the Pacific League introduced it in 1975 for similar reasons: ticket sales were stagnant, and the league needed more offensive excitement to compete with the more popular Central League.
The study’s conclusion reinforces that original intent. The designated hitter may make games more entertaining for spectators by putting a better hitter in the lineup, but it doesn’t shift how teams convert talent into wins. A team’s success still comes down to the overall strength of its roster and factors like managerial strategy, not whether one extra player gets to skip fielding duty.
For baseball purists who have long argued that the designated hitter warps competitive balance, this research offers a data-backed answer to that fear. And for designated hitter supporters who insist the rule gives teams an edge in the standings, the numbers tell a more measured story: all that extra offense doesn’t change the underlying equation.
Paper Notes
Limitations
This study focused exclusively on fielder WAR and did not include pitcher WAR in its analysis, which the authors acknowledged limits the completeness of the team performance assessment and remains a subject for further research. The regular correction method assigns the correction to only one player per position, the player with the most defensive innings, which could be seen as an oversimplification of team dynamics, though the authors argued that multiplication by the number of at-bats mitigates this concern. The study also relied on data from the Pacific League only, covering six teams over ten years, yielding 60 data points per condition. Contextual factors such as managerial strategy and coaching decisions were only indirectly addressed through plate appearance standardization. The data source, the 1.02 website operated by DELTA, requires paid registration, and some component metrics used in the WAR calculation, such as Ultimate Zone Rating and Ultimate Base Running, have published values but undisclosed calculation methods.
Funding and Disclosures
The study was supported by a Management Expense Grant. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. The authors declared no competing interests. The data underlying the study are available from the 1.02 database, which requires paid Class 10 membership registration. Due to licensing restrictions, the authors could not publicly share or redistribute the data.
Publication Details
Authors: Shino Shimizu and Yasuhiro Suzuki, Graduate School of Informatics, Nagoya University, Nagoya, Japan. Journal: PLoS ONE, Volume 21, Issue 1. Title: “Statistical analysis of winning percentages in Japanese professional baseball using the Wins above Replacement indicator.” DOI: 10.1371/journal.pone.0336297. Published: January 30, 2026. Received: December 5, 2024. Accepted: October 23, 2025. Editor: Jae-Suk Yang, KAIST (Korea Advanced Institute of Science and Technology). The article is published under a Creative Commons Attribution License.







