Wins Above Replacement
Wins Above Replacement or Wins Above Replacement Player, commonly abbreviated to WAR or WARP, is a non-standardized sabermetric baseball statistic developed to sum up "a player’s total contributions to their team". The WAR value calculated for a player is claimed to be the number of additional wins their team has achieved above the number of expected team wins if that player was substituted by a replacement level player: a player that may be added to the team for minimal cost and effort.
Individual WAR values are calculated from the number and success rate of on-field actions by a player (in batting, baserunning, fielding, and pitching), with higher values reflecting larger contributions to a team's success. A high WAR value built up by a player reflects successful performance, a large quantity of playing time, or both combined.
For example, Fangraphs rates Clayton Kershaw's 2014 regular season performance at 7.2 WAR, suggesting his team won roughly seven more games than would be expected if his innings were pitched by a replacement level player. Kershaw achieved this high WAR total by pitching many innings while maintaining a high rate of strikeouts and low rates of home runs and walks.
The basis for a WAR value is the estimated number of runs contributed by a player through offensive actions such as batting and baserunning, and runs denied to opposition teams by the player through defensive actions like fielding and pitching. Statistics such as weighted on-base average (wOBA), ultimate zone rating (UZR), ultimate base running (UBR), and fielding-independent pitching (FIP) measure the effectiveness of a player at creating and saving runs for their team, on a per-plate appearance or per-inning basis. These statistics can be multiplied by the playing time of a player to give an estimate of the number of offensive and defensive runs contributed to their team.
Additional runs contributed to a team lead to additional wins, with 10 runs estimated to be equal to roughly one win. Therefore a 1.0 WAR value for a player signifies a contribution of roughly 10 more runs than a replacement level player, over a specified period of time. A replacement level player is defined by Fangraphs as contributing 17.5 runs fewer than a player of league-average performance, over 600 plate appearances. Therefore a 1.0 WAR player has contributed an estimated -7.5 runs relative to average over the same number of plate appearances, a 2.0 WAR player has contributed +2.5 runs, and a 5.0 WAR player has contributed +32.5 runs.
For an individual player, WAR values may be calculated for single seasons or parts of seasons, for several seasons, or across the whole career of the player. Collective WAR values for multiple players may also be estimated, for example to determine the contribution a team receives from its outfielders, its relief pitchers or from specific positions such as catcher. It is also possible to extrapolate a future WAR value from a player's past performance data.
There is no clearly established formula for WAR. Sources that provide the statistic calculate it differently. These include Baseball Prospectus, Baseball Reference, and Fangraphs. All of these sources publish the method they use to calculate WAR, and all use similar basic principles to do so. The version published by Baseball Prospectus is named WARP, that by Baseball Reference is named rWAR ("r" derives from "Rally" or "RallyMonkey", a nickname for Sean Smith, who created the statistic) or bWAR, and that for Fangraphs is named fWAR. Compared to rWAR, the calculation of fWAR places greater emphasis on peripheral statistics.
WAR values are scaled equally for pitchers and batters, that is pitchers and position players will have roughly the same WAR if their contribution to their team is deemed similar. However, the values are calculated differently for pitchers and position players: position players are evaluated using statistics for fielding and hitting, while pitchers are evaluated using statistics related to the opposing batters' hits, walks and strikeouts in Fangraphs version and runs allowed per 9 innings with a team defense adjustment for Baseball Reference's version. Because the independent WAR frameworks are calculated differently, they do not have the same scale and cannot be used interchangeably in an analytical context.
Baseball Reference uses six components to calculate WAR for position players: The components are batting runs, baserunning runs, runs added or lost due to grounding into double plays in double play situations, fielding runs, positional adjustment runs, and replacement level runs (based on playing time). The first five factors are compared to league average, so a value of 0 represents an average player.
The term may be calculated from the first five factors, and the other term from the remaining factor.
Here, "AB" is the number of at bats, "BB" the number of base on balls ("uBB" is unintentional base on balls and "IBB" is intentional base on balls), HBP the number of times hit by pitch, "SF" the number of sacrifice flies, "SH" the number of sacrifice hits, "1B" the number of singles, "2B" the number of doubles, "3B" the number of triples, "HR" the number of home runs, "SB" the number of stolen bases, and "CS" the number of caught stealing. to represent weighting coefficients. Baseball Reference eliminates pitcher batting results from its data, computes linear weights and wOBA coefficients for each league, then scales the values for each league and season.
The positional adjustment is a value dependent on the players position: +10.0 for a catcher, −10 for a first baseman, +3.0 for a second baseman, +2.0 for a third baseman, +7.5 for a shortstop, −7.5 for a left fielder, +2.5 for a center fielder, −7.5 for a right fielder, and −15.0 for a designated hitter. These values are set assuming 1,350 innings played (150 games of 9 innings). A player's positional adjustment is the sum of the positional adjustment for each position played by the player scaled to the number of games played by the player at that position, normalized to 1,350 innings.
The Fangraphs formula for position players involves offense, defense, and base running. These are measured using weighted Runs Above Average, Ultimate zone rating (UZR), and Ultimate base running (UBR), respectively. These values are adjusted using park factors, and a positional adjustment is applied, resulting in a player's "value added above league average". To this is added a scaled value to reflect the player's value compared to a replacement-level player, which is assumed to be 20 runs below average per 600 plate appearances. All four values are measured in runs.
The positional adjustment is a value dependent on the players position: +12.5 for a catcher, −12.5 for a first baseman, +2.5 for a second or third baseman, +7.5 for a shortstop, −7.5 for a left fielder, +2.5 for a center fielder, −7.5 for a right fielder, and −17.5 for a designated hitter. These values are scaled to the number of games played by the player at each position.
Baseball Reference, at the most basic level, uses two components to calculate WAR for pitchers: Runs Allowed (both earned and unearned) and Innings Pitched.
In 2009, Dave Cameron stated that fWAR does an "impressive job of projecting wins and losses". He found that a team's projected record based on fWAR and that team's actual record has a strong correlation (correlation coefficient of 0.83), and that every team was within two standard deviations (σ=6.4 wins).
In 2012, Glenn DuPaul conducted a regression analysis comparing the cumulative rWAR of five randomly selected teams per season (from 1996 to 2011) against those teams' realized win totals for those seasons. He found that the two were highly correlated, with a correlation coefficient of 0.91, and that 83% of the variance in wins was explained by fWAR (R2=0.83). The standard deviation was 2.91 wins. The regression equation was:
which was close to the expected equation:
in which a team of replacement-level players is expected to have a .320 winning percentage, or 52 wins in a 162 game season.
To test fWAR as a predictive tool, DuPaul executed a regression between a team's cumulative player WAR from the previous year to the team's realized wins for that year. The resultant regression equation was:
Bill James states that there is a bias favoring players from earlier eras because there was greater variance in skill levels at the time, so "the best players were further from the average than they are now". That is, in modern baseball, it is more difficult for a player to exceed the abilities of his peers than it was in the 1800s and the dead-ball and live-ball eras of the 1900s.
Nearing the end of the 2012 Major League Baseball season and afterward, there was much debate about which player should win the Major League Baseball Most Valuable Player Award for the American League. The two candidates considered by most writers were Miguel Cabrera, who won the Triple Crown, and Mike Trout, a rookie who led Major League Baseball in WAR. The debate focused on the use of traditional baseball statistics, such as RBIs and home runs, and sabermetric statistics such as WAR.
Cabrera led the American League in batting average, home runs, and RBIs, but Trout was considered a more complete player. Relative to the average player, Cabrera contributed an extra 53.1 runs through batting, but -8.2 through defense and -2.9 through baserunning. While Trout contributed 50.1 batting runs, 13.0 defensive runs and 12.0 baserunning runs. Cabrera, the only one of the two players whose team entered the postseason, would win the award in a landslide, with 22 of 28 first-place votes from the Baseball Writers Association of America. He and Trout posted similar seasons in 2013; Cabrera again won the MVP.  Dave Cameron disagreed, in a fangraphs.com article:
- Over the last two years, we have seen two of the very best seasons in baseball history, and they’ve gone essentially unrecognized by the organization that has been tasked with recording history. We have been lucky enough to see an in-his-prime Mickey Mantle in modern times, and instead of celebrating that, we’ve spent Novembers explaining why his teammates' inferiority should keep him from winning an individual award.
Some sabermetricians "have been distancing themselves from the importance of single-season WAR values" because some of the defensive metrics incorporated into WAR calculations have significant variability. For example, during the 2012 season, the Toronto Blue Jays employed an infield shift against some left-handed batters, such as David Ortiz or Carlos Peña, in which third baseman Brett Lawrie would be assigned to shallow right field. This resulted in a very high Defensive Runs Saved (DRS) total for Lawrie, and hence a high rWAR, which uses DRS as a component. Ben Jedlovec, an analyst for DRS creator Baseball Info Solutions, said that Lawrie was "making plays in places where very few third basemen are making those plays" because of the "very optimal positioning by the Blue Jays". Another fielding metric, Ultimate zone rating (UZR), uses the DRS data but excludes runs saved as a result of a shift.
Jay Jaffe, a writer for Baseball Prospectus and a member of the Baseball Writers' Association of America, adapted WAR for a statistic he developed in 2004 called "Jaffe Wins Above Replacement Score", or JAWS. The metric averages a player's career WAR with their seven-year peak WAR (not necessarily consecutive years). The final number is then used to measure the player's worthiness of being inducted into the Baseball Hall of Fame by comparing it to the average JAWS of Hall of Fame players at that position. Baseball Reference's explanation of JAWS says, "The stated goal is to improve the Hall of Fame's standards, or at least to maintain them rather than erode them, by admitting players who are at least as good as the average Hall of Famer at the position, using a means via which longevity isn't the sole determinant of worthiness."
For example, as of August 5, 2013, third baseman Adrián Beltré has accumulated 68.8 career WAR, and 44.9 WAR from his best seven seasons combined. Averaged together, these numbers give Beltré a JAWS of 56.8, which ranks slightly higher than the average JAWS of 55.0 for the 13 third basemen currently in the Hall of Fame. By JAWS' measure, Beltré is a worthy candidate for the Hall of Fame. 
- Value over replacement player – another metric for measuring player contribution
- Fangraphs: WAR
- Schoenfield: 2012
- Kaufman and Tan: 2012. Page XIV.
- Baseball-Reference.com: WAR Comparison Chart
- Fangraphs: What is WAR?
- Darowski: 2010
- Baseball-Reference.com: Position Player WAR Calculation and Details
- Baseball-Reference.com: wRAA For Position Player WAR Explained
- Fangraphs: Calculating WAR for Position Players
- Cameron: 2008
- Baseball-Reference.com: Pitcher WAR Calculations and Details
- "WAR for Pitchers".
- Cameron: 2009
- DuPaul: 2012
- Rosenberg: 2012
- Brookover: 2012
- Sporting News: 2012
- "Miguel Cabrera; Value". Fangraphs. Retrieved August 4, 2014.
- "Mike Trout; Value". Fangraphs. Retrieved August 4, 2014.
- Baseball Writers Association of America: 2012
- Baseball Writers Association of America: 2013
- Cameron, Dave. "The Diminishing Value of Valuable".
- Myers: 2012
- Jedlovec: 2012
- Jaffe, Jay (2012-11-19). "Jaffe WAR Score system (JAWS)". Baseball Reference. Sports Reference LLC. Retrieved 2013-08-06.
- "Third Base JAWS Leaders". Baseball Reference. Sports Reference LLC. Retrieved 2013-08-06.
- Brookover, Bob (16 November 2012). "Mike Trout or Miguel Cabrera for MVP: It's a close call". philly.com (Interstate General Media). Retrieved 2013-03-26.
- Cameron, Dave (30 December 2008). "Win Values Explained: Part Three". Fangraphs. Retrieved 2013-03-27.
- Cameron, Dave (7 October 2009). "WAR: It Works". Fangraphs. Retrieved 2013-03-28.
- Darowski, A. (29 November 2010). "Are fWAR and rWAR on Different Scales?". Beyond the Box Score. Vox Media. Retrieved 2013-03-26.
- DuPaul, Glenn (8 August 2012). "What is WAR good for?". Hardball Times. Retrieved 2013-03-28.
- Hartnett, Sean (4 October 2012). "Cabrera Vs. Trout — Sorting Through The Great 2012 AL MVP Debate". CBS Local Media. Retrieved 2013-03-26.
- Jedlovec, Ben (29 July 2012). "How Brett Lawrie beat the numbers". ESPN Internet VenturesESPN Internet Ventures. Retrieved 2013-03-26.
- Kaufman, King; Tan, Cecilia M., eds. (2012). Baseball Prospectus 2012 (3 ed.). John Wiley & Sons. ISBN 9781118197691.
- Lott, John (5 May 2012). "Blue Jays, Brett Lawrie lead the majors in 'saving' runs". National Post. Postmedia Network. Retrieved 2013-03-26.
- MacAree, Graham. "What is Replacement Level?". Fangraphs. Retrieved 2013-03-26.
- Wyers, Colin. "Manufactured Runs". Baseball Prospectus. Retrieved 2013-03-26.
- Rosenberg, Michael (15 November 2012). "The case for Miguel Cabrera over Mike Trout for AL MVP". Sports Illustrated (Time Inc). Retrieved 2013-03-26.
- Schoenfield, David (19 July 2012). "What we talk about when we talk about WAR". SweetSpot. ESPN.com. Retrieved 2013-03-26.
- "WAR Comparison Chart". Baseball-Reference.com. Retrieved 2013-03-26.
- "Baseball-Reference.com WAR Explained". Baseball-Reference.com. Retrieved 2012-12-12.
- "Pitcher WAR Calculations and Details". Baseball-Reference.com. Retrieved 2012-12-12.
- "Position Player WAR Calculation and Details". Baseball-Reference.com. Retrieved 2012-12-12.
- "wRAA For Position Player WAR Explained". Baseball-Reference.com. Retrieved 2013-03-27.
- "Triple Crown Winner Miguel Cabrera Takes Award". Baseball Writers Association of America. 15 November 2012. Retrieved 2013-03-26.
- "Miguel Cabrera Goes Back-to-Back". Baseball Writers Association of America. 15 November 2013. Retrieved 2014-03-12.
- "Calculating WAR for Position Players". Fangraphs. Retrieved 2013-03-27.
- "WAR". Fangraphs. Retrieved 2013-03-26.
- "What is WAR?". Fangraphs. Retrieved 2013-03-26.
- "MLB MVP Awards 2012: Miguel Cabrera vs. Mike Trout debate to be settled". Staff. Sporting News. 15 November 2012. Retrieved 2013-03-26.