
Sabermetrics (originally SABRmetrics) is the original or blanket term for
sports analytics in the US, the
empirical
Empirical evidence is evidence obtained through sense experience or experimental procedure. It is of central importance to the sciences and plays a role in various other fields, like epistemology and law.
There is no general agreement on how t ...
analysis of
baseball
Baseball is a bat-and-ball games, bat-and-ball sport played between two team sport, teams of nine players each, taking turns batting (baseball), batting and Fielding (baseball), fielding. The game occurs over the course of several Pitch ...
, especially the development of
advanced metrics based on
baseball statistics
Baseball statistics include a variety of metrics used to evaluate player and team performance in the sport of baseball.
Because the flow of a baseball game has natural breaks to it, and player activity is characteristically distinguishable ind ...
that measure in-game activity. The term is derived from the movement's progenitors, members of the
Society for American Baseball Research
The Society for American Baseball Research (SABR) is a membership organization dedicated to fostering the research and dissemination of the history and statistical record of baseball. The organization was founded in Cooperstown, New York, on Au ...
(SABR), founded in 1971, and was coined by
Bill James
George William James (born October 5, 1949) is an American baseball writer, historian, and statistician whose work has been widely influential. Since 1977, James has written more than two dozen books about baseball history and statistics. His a ...
,
(in 1980, according to SABR.org), who is one of its pioneers and considered its most prominent advocate and public face.
The term moneyball refers to the use of metrics to identify "undervalued players" and sign them to what ideally will become "below market value" contracts; it began as an effort by small-market teams to compete with the much greater resources of big-market ones.
Early history
English-American sportswriter
Henry Chadwick developed the
box score in New York City in 1858. This was the first way statisticians were able to describe the sport of baseball by numerically tracking various aspects of game play.
The creation of the box score has given baseball statisticians a summary of the individual and team performances for a given game.
What would become the earliest Sabermetrics research in the 1970s and 1980s began in the middle of the 20th century with the writings of
Earnshaw Cook, one of the earliest baseball analysts. Cook's 1964 book ''Percentage Baseball'' was one of the first of its kind.
At first, most organized baseball teams and professionals dismissed Cook's work as meaningless. The idea of a science of baseball statistics began to achieve legitimacy in 1977 when
Bill James
George William James (born October 5, 1949) is an American baseball writer, historian, and statistician whose work has been widely influential. Since 1977, James has written more than two dozen books about baseball history and statistics. His a ...
began releasing ''Baseball Abstracts'', his annual compendium of baseball data. However, James's ideas were slow to find widespread acceptance.
Bill James believed there was a widespread misunderstanding about how the game of baseball was played, claiming the sport was not defined by its rules but actually, as summarized by engineering professor Richard J. Puerzer, "defined by the conditions under which the game is played – specifically, the ballparks but also the players, the ethics, the strategies, the equipment, and the expectations of the public."
Early Sabermetricians – sometimes considered baseball statisticians – began trying to enhance such fundamental baseball statistics as
batting average (simply hits divided by at-bats) with advanced mathematical formulations.
The correlation between team batting average and runs scored was also examined,
as runs – not hits – win ballgames. Thus, a good measure of a player's worth would be his ability to help his team score runs, which was observed to be highly correlated with his number of times on base – leading to the development of a new stat, "on-base percentage".

Before Bill James popularized sabermetrics,
Davey Johnson, then a second baseman playing for the early 1970s
Baltimore Orioles
The Baltimore Orioles (also known as the O's) are an American professional baseball team based in Baltimore. The Orioles compete in Major League Baseball (MLB) as a member club of the American League (AL) East Division. As one of the America ...
of
Major League Baseball
Major League Baseball (MLB) is a professional baseball league composed of 30 teams, divided equally between the National League (baseball), National League (NL) and the American League (AL), with 29 in the United States and 1 in Canada. MLB i ...
(MLB), used an
IBM System/360
The IBM System/360 (S/360) is a family of mainframe computer systems announced by IBM on April 7, 1964, and delivered between 1965 and 1978. System/360 was the first family of computers designed to cover both commercial and scientific applicati ...
at team owner
Jerold Hoffberger
Jerold Charles Hoffberger (April 7, 1919 – April 9, 1999) was an American businessman. He was president of the National Brewing Company from 1946 to 1973. He was also part-owner of the Baltimore Orioles of the American League from 1954 t ...
's brewery to write a
FORTRAN-based baseball
computer simulation
Computer simulation is the running of a mathematical model on a computer, the model being designed to represent the behaviour of, or the outcome of, a real-world or physical system. The reliability of some mathematical models can be determin ...
. In spite of his results, he was unable to persuade his manager
Earl Weaver that he should bat second in the lineup. He wrote
IBM BASIC programs to help him manage the
Tidewater Tides, and after becoming manager of the
New York Mets
The New York Mets are an American professional baseball team based in the Boroughs of New York City, New York City borough of Queens. The Mets compete in Major League Baseball (MLB) as a member club of the National League (baseball), National ...
in 1984, he arranged for a team employee to write a
dBASE II application to compile and store
advanced metrics on team statistics.
Craig R. Wright was another employee in MLB, working with the
Texas Rangers in the early 1980s. During his time with the Rangers, he became known as the first front office employee in MLB history to work under the title "sabermetrician".
David Smith founded
Retrosheet in 1989, with the objective of computerizing the box score of every major league baseball game ever played, in order to more accurately collect and compare the statistics of the game.

The
Oakland Athletics
The Oakland Athletics (frequently referred to as the Oakland A's) were an American Major League Baseball (MLB) team based in Oakland, California from 1968 to 2024. The Athletics were a member club of the American League (AL) American League We ...
began to use a more quantitative approach to baseball by focusing on sabermetric principles in the 1990s. This initially began with
Sandy Alderson as the
general manager
A general manager (GM) is an executive who has overall responsibility for managing both the revenue and cost elements of a company's income statement, known as profit & loss (P&L) responsibility. A general manager usually oversees most or all of ...
of the team when he used the principles toward obtaining relatively undervalued players.
His ideas were continued when
Billy Beane
William Lamar Beane III (born March 29, 1962) is an American former professional baseball player and current Front office (sports), front office executive. He is currently senior advisor to owner John Fisher (baseball owner), John Fisher and ...
took over as general manager in 1997, a job he held until 2015, and hired his assistant
Paul DePodesta.
During the 2002 season, a noted "moneyball" Oakland A's team went on to win 20 games in a row, a term (and approach to the game) which soon gained national recognition when
Michael Lewis published ''
Moneyball: The Art of Winning an Unfair Game'' (where "unfair" reflected the disparity in resources available to the big market teams versus the small) in 2003 to detail Beane's use of advanced metrics. In 2011, a film based on Lewis' book – also called ''
Moneyball –'' was released and gave broad exposure to the techniques used in the Oakland Athletics' front office.
Traditional measurements
Sabermetrics reflected a desire by a handful of baseball enthusiasts to expand their understanding of the game by revealing new insights that may have been hidden in its traditional statistics. Their early efforts ultimately evolved into evaluating players in every aspect of the game, including batting, pitching, baserunning, and fielding.
Batting measurements

A ballplayer's
batting average (BA) (simply
hits divided by
at-bats) was the historic measure of a player's offensive performance, enhanced by
slugging percentage
In baseball statistics, slugging percentage (SLG) is a measure of the batting productivity of a hitter. It is calculated as total bases divided by at-bats, through the following formula, where ''AB'' is the number of at-bats for a given player, an ...
(SA) which incorporated their ability to hit for power.
Bill James, along with other early sabermetricians, was concerned that batting average did not incorporate other ways a batter can reach base besides a hit – as a batter on base can score runs, and runs, not hits, win ballgames.
Even though slugging percentage and an early form of
on-base percentage
In baseball statistics, on-base percentage (OBP) measures how frequently a batting (baseball), batter reaches base (baseball), base. An official Major League Baseball (MLB) statistic since 1984, it is sometimes referred to as on-base average (OBA ...
(OBP) – which takes into accounts
base on balls ("walks") and
hit-by-pitches – date to at least 1941, pre-dating both Bill James (born 1949) and SABR (formed 1971),
enhanced focus was put on the relationship of times on base and run scoring by early SABR-era baseball statistical pioneers.
SA and OBP were combined to create the modern statistic
on-base plus slugging (OPS). OPS is the sum of the on-base percentage and the slugging percentage. This modern statistic has become useful in comparing players and is a powerful method of predicting runs scored by any given player.
An enhanced version of OPS, "OPS+", incorporates OPS, historic statistics, ballpark considerations, and defensive position weightings to attempt to allow player performance from different eras to be compared.
Some other advanced metrics used to evaluate batting performance are
weighted on-base average,
secondary average,
runs created
Runs created (RC) is a baseball statistics, baseball statistic invented by Bill James to estimate the number of runs a hitter contributes to their team.
Purpose
James explains in his book, ''The Bill James Historical Baseball Abstract'', why he be ...
, and
equivalent average.
Pitching measurements

The traditional measure of pitching performance is the
earned run average (ERA). It is calculated as
earned runs allowed per nine innings. Earned run average does not separate the ability of the pitcher from the abilities of the fielders that he plays with.
Another classic measure for pitching is a pitcher's
winning percentage. Winning percentage is calculated by dividing wins by the total number of decisions (wins plus losses). Winning percentage is also heavily dependent on the pitcher's team, particularly on the number of runs it scores.
Sabermetricians have attempted to find different measures of pitching performance that exclude the performances of the fielders involved. One of the earliest developed, and one of the most popular in use, is
walks plus hits per inning pitched
In baseball statistics, walks plus hits per inning pitched (WHIP) is a Sabermetrics, sabermetric measurement of the number of Baserunning#Becoming a runner, baserunners a pitcher has allowed per Innings pitched, inning pitched. WHIP is calculate ...
(WHIP), which while not completely defense-independent, tends to indicate how many times a pitcher is likely to put a player on base (either via walk, hit-by-pitch, or base hit) and thus how effective batters are against a particular pitcher in reaching base.
A later development was the creation of
defense independent pitching statistics (DIPS) system.
Voros McCracken has been credited with the development of this system in 1999. Through his research, McCracken was able to show that there is little to no difference between pitchers in the number of hits they allow on balls put into play – regardless of their skill level.
Some examples of these statistics are
defense-independent ERA, fielding independent pitching, and
defense-independent component ERA. Other sabermetricians have furthered the work in DIPS, such as
Tom Tango who runs the ''Tango on Baseball'' sabermetrics website.
''
Baseball Prospectus'' created another statistics called the
peripheral ERA. This measure of a pitcher's performance takes hits, walks, home runs allowed, and strikeouts while adjusting for ballpark factors.
Each ballpark has different dimensions when it comes to the outfield wall so a pitcher should not be measured the same for each of these parks.
Batting average on balls in play (BABIP) is another useful measurement for determining pitchers' performance.
When a pitcher has a high BABIP, they will often show improvements in the following season, while a pitcher with low BABIP will often show a decline in the following season.
This is based on the statistical concept of
regression to the mean. Others have created various means of attempting to
quantify individual pitches based on characteristics of the pitch, as opposed to runs earned or balls hit.
Advanced methods
Value over replacement player (VORP) This statistic attempts to demonstrate how much a player contributes to his team in comparison to a hypothetical player performing at the minimum level needed to hold a roster position on a major league team. It was invented by Keith Woolner, a former writer for the sabermetric group/website ''Baseball Prospectus''.
Wins above replacement (WAR) is another popular sabermetric statistic for evaluating a player's contributions to his team. Similar to VORP, WAR compares a given player to a replacement-level player in order to determine the number of additional wins the player provides to his team relative to an average ballplayer at his position.
WAR, like VORP a ''cumulative'' statistic, heavily reflects the amount of a player's playing time.
"Static" statistics based on simple ratios of already accumulated data (like batting average) and accumulative tallies (such as pitching wins) do not fully reveal all aspects of the game represented in their numeric totals.
Advanced metrics are increasingly developed and targeted to addressing ''in-game'' activities (such as when a team should attempt to
steal a base, and when to bring
closers in).
Applications
Sabermetrics are commonly used for everything from sportswriting to baseball Hall of Fame consideration, selecting player match-ups and evaluating in-game strategic options. Advanced statistical measures may be utilized in determining in-season and end-of-the-season awards (such as Player of the Week and MVP). Those which are most useful in evaluating past performance and predicting future outcomes are valuable in determining a player's contributions to his team,
potential trades, contract negotiations, and arbitration.
Recently, sabermetrics has been expanded to examining ballplayer minor league performance in AA and AAA ball in a manner similar to evaluating it at the Major League level, known as Minor-League Equivalency.
Advancements since 1985
Bill James' two books, ''
The Bill James Historical Baseball Abstract'' (1985) and ''
Win Shares'' (2002) have continued to advance the field of sabermetrics.
The work of his former assistant
Rob Neyer, who later became a senior writer at ESPN.com and national baseball editor of SBNation, also contributed to popularizing sabermetrics since the mid-1980s.
Nate Silver
Nathaniel Read Silver (born January 13, 1978) is an American statistician, political analyst, author, sports gambler, and poker player who Sabermetrics, analyzes baseball, basketball and Psephology, elections. He is the founder of ''FiveThirty ...
, a former writer and managing partner of ''Baseball Prospectus'', invented
PECOTA (''Player Empirical Comparison and Optimization Test Algorithm'') in 2002–2003, introducing it to the public in the book ''Baseball Prospectus'' in 2003. It assumes that the careers of similar players will follow a similar trajectory.
Beginning in the 2007 baseball season, MLB started looking at technology to record detailed information regarding each pitch that is thrown in a game. This became known as the
PITCHf/x system, which uses video cameras to record pitch speed at its release point and crossing the plate, location, and angle (if any) of a break.
FanGraphs is a website that utilizes this information and other play-by-play data to publish advanced baseball statistics and graphics.
In popular culture
* ''
Moneyball'', the 2011 film about
Billy Beane
William Lamar Beane III (born March 29, 1962) is an American former professional baseball player and current Front office (sports), front office executive. He is currently senior advisor to owner John Fisher (baseball owner), John Fisher and ...
's use of sabermetrics to build the
Oakland Athletics
The Oakland Athletics (frequently referred to as the Oakland A's) were an American Major League Baseball (MLB) team based in Oakland, California from 1968 to 2024. The Athletics were a member club of the American League (AL) American League We ...
. The film is based on
Michael Lewis's
book of the same name.
* In the television show ''
Numb3rs'', the
season 3 episode "Hardball" focuses on sabermetrics, and the
season 1 episode "Sacrifice" also covers the subject.
* "
MoneyBART", the third episode of ''
The Simpsons
''The Simpsons'' is an American animated sitcom created by Matt Groening and developed by Groening, James L. Brooks and Sam Simon for the Fox Broadcasting Company. It is a Satire (film and television), satirical depiction of American life ...
''
22nd season, in which
Lisa utilizes sabermetrics to coach
Bart's Little League Baseball team.
See also
*
Analytics (ice hockey), the ice hockey equivalent
*
Advanced statistics in basketball, the basketball equivalent
*
Fielding Bible Award
*
Kyle Boddy, founder of Driveline Baseball
*
Statcast
* ''
The Hardball Times''
*
Theorycraft
* ''
Total Baseball'' by
John Thorn and
Pete Palmer
* ''
Whatever Happened to the Hall of Fame?'' by Bill James
Notes
References
External links
Society for American Baseball Research(SABR)
{{Sports rating systems
Baseball statistics
Baseball strategy
Bill James
Sports science
Society for American Baseball Research