Sherri Nichols | |
---|---|
Nationality | American |
Education | Carnegie Mellon University |
Occupation(s) | Software engineer, data scientist, and baseball statistician |
Spouse | David Nichols |
Sherri Nichols is an American software engineer, data scientist, and baseball statistician most known for her contribution to baseball's Sabermetrics movement. Growing up loving baseball and math, Nichols fused the two passions together to start analyzing baseball in a stats-driven manner. [1] Her influence on the infant stages of the Sabermetrics movement in the 1980s-1990s can be depicted from various works such as Nichols' Law of Catcher Defense, her work collecting play-by-play data, and most notably her cocreation of Defensive Average. Nichols' assertiveness and knowledge has greatly influenced other notable baseball statisticians and paved the way for other women to enter the male dominated industry.
Nichols grew up in Clarksville, Tennessee, as a baseball fan of the Cincinnati Reds. [1] She was able to bond with her father and brother through her admiration for baseball. [2] Along with baseball, she had a love for math and science. [2] Nichols attended Tennessee Tech University to get an undergraduate degree in physics. [1] She later went to Carnegie Mellon University to study computer science as a graduate student. [1]
While studying computer science at Carnegie Mellon, Nichols came across Usenet, which is similar to the internet, but in the 1980s. [1] In the network, she started contributing to rec.sport.baseball, a blog-like page on Usenet where baseball analysts from the 1970s-80s discussed new approaches to analyzing the game with one another. [1] Contributors of rec.sport.baseball have become prominent figures in sports analytics, including the main contributors to the first editions of Baseball Prospectus , an organization that posts topics on baseball analytics that is still widely interacted with today. [1] Rec.sport.baseball is where Nichols first realized the importance of overlooked statistics such as on-base percentage that influenced team performance in a baseball game. [1] It was during her rec.sport.baseball days when she created Nichol's Law of Catcher Defense, the first of many physical marks she made on Sabermetrics. Nichol's Law of Catcher Defense states that "a catcher's defensive reputation is inversely proportional to their offensive abilities."[ citation needed ]
In October 1983, an influential baseball statistician by the name of Bill James created Project Scoresheet, which called for a nationwide effort to collect play-by-play baseball data that was not recorded ever before. [1] Seeing this opportunity, Nichols and her husband, David Nichols, volunteered for the Pittsburgh branch to track game data. [1] Working on Project Scoresheet led Sherri and David to start attending annual conventions held by the Society for American Baseball Research (SABR), a leading baseball analytics organization where the term "sabermetrics" stems from. [1] The annual conventions are where Sherri met Pete DeCoursey, who worked on Project Scoresheet in a different branch. While using the data collected through Project Scoresheet, the two joined heads to create the groundbreaking baseball metric called "Defensive Average". [1] [2] Nichols used her computer science background and did all of the software engineering to develop the statistic. [1] Defensive Average is explained as "the number of balls fielded by a player at a position divided by the number of balls hit to that fielder's zone of responsibility while he's playing that position." [2] The new metric allowed for a better way to quantify a player's defensive ability than the lackluster metrics available at the time. With the creation of Defensive Average, many baseball analysts found that previous defensive analysis methods were misleading and flawed. Around the same time she developed Defensive Average, from 1990-1995, Nichols also had a job in Silicon Valley as a software engineer for Adobe. [2] In 1995, when her daughter Susan was born, Nichols gradually removed herself from working on Defensive Average and other baseball analytics topics and passed the torch on to new management. [1]
While Project Scoresheet was meeting its demise in 1989, a Project Scoresheet alumni and baseball analyst, David Smith, founded Retrosheet. Similar to Project Scoresheet, Retrosheet is a non-profit organization that collects box scores and play-by-play statistics from the entire history of baseball. [1] Nichols was chosen to be the vice president and treasurer of the new organization for her positive influences in Project Scoresheet and the SABR conventions. She held the position at Retrosheet until 2003. [1] In the first board meeting, Nichols revolutionized the way data scientists collected data by making all of Retrosheet's data available for free and open to the public. [2] The reasoning behind it was that money had been an issue that eventually brought Project Scoresheet down, and Nichols believed that sports teams and organizations would be more willing to collaborate with Retrosheet if they weren't asking for their money. [1] As expected, Retrosheet was incredibly successful. Retrosheet has collected data for 182,911 out of the 194,908 MLB games between 1901 and 2018. [1] Nichols' work on Retrosheet has directly provided data to well-known databases and baseball analytics organizations such as Baseball-Reference, FanGraphs, and Baseball Prospectus. [1]
During her time working on baseball analytics, Nichols only received one offer from a professional baseball team's front office. It was a non-paid job for the Pittsburgh Pirates to collect and analyze data for a short period of time. She decided to turn down the offer, and no other teams reached out to her ever again. [1] Although she did not work for any front office in baseball, she is known to have influenced many data scientists in baseball during the 1980s-1990s. Even as a woman in a male-dominated field such as baseball analytics, Nichols' assertiveness and wealth in knowledge greatly influenced big names in sabermetrics such as Bill James, David Smith, and Gary Huckabay. [1] Her contribution in the industry has also led to an increase in the number of women working in the sports business field. [1]
Since working in the Retrosheet team, Nichols has not worked in the sports analytics field. She recently stated that she never intended on pursuing baseball analytics as a career, and how it was merely a hobby for her. [1] Currently, Nichols is a part of a truancy board and city planning commission in Redmond, Washington, and works for the American Civil Liberties Union. [2] [3]
Baseball statistics refers to a variety of metrics used to evaluate player and team performance in the game of baseball.
In baseball statistics, on-base percentage (OBP) measures how frequently a batter reaches base. An official Major League Baseball (MLB) statistic since 1984, it is sometimes referred to as on-base average (OBA), as it is rarely presented as a true percentage.
In sports analytics, sabermetrics is the empirical analysis of baseball, especially baseball statistics that measure in-game activity. Sabermetricians collect and summarize the relevant data from this in-game activity to answer specific questions. The term is derived from the acronym SABR, which stands for the Society for American Baseball Research, founded in 1971. The term "sabermetrics" was coined by Bill James, who is one of its pioneers and is often considered its most prominent advocate and public face.
George William James 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 approach, which he named sabermetrics after the Society for American Baseball Research (SABR), scientifically analyzes and studies baseball, often through the use of statistical data, in an attempt to determine why teams win and lose.
In baseball and softball statistics, an error is an act, in the judgment of the official scorer, of a fielder misplaying a ball in a manner that allows a batter or baserunner to advance one or more bases or allows a plate appearance to continue after the batter should have been put out. The term error is sometimes used to refer to the play during which an error was committed.
Equivalent Average (EqA) is a baseball metric invented by Clay Davenport and intended to express the production of hitters in a context independent of park and league effects. It represents a hitter's productivity using the same scale as batting average. Thus, a hitter with an EqA over .300 is a very good hitter, while a hitter with an EqA of .220 or below is poor. An EqA of .260 is defined as league average.
Richard Benjamin Ferrell was an American professional baseball player, coach, scout, and executive. He played for 18 seasons as a catcher in Major League Baseball (MLB) from 1929 through 1947 for the St. Louis Browns, Boston Red Sox, and Washington Senators. His brother, Wes Ferrell, was a major league pitcher for 15 seasons, and they were teammates from 1933 through part of 1938 on the Red Sox and Senators. Following his three seasons in minor league baseball, he appealed to the Commissioner of Baseball to become a free agent, claiming that he was being held in the minors though he deserved promotion. The Commissioner agreed, and he was granted free agency; he signed with the St. Louis Browns.
In baseball, fielding independent pitching (FIP) is intended to measure a pitcher's effectiveness based only on statistics that do not involve fielders. These include home runs allowed, strikeouts, hit batters, walks, and, more recently, fly ball percentage, ground ball percentage, and line drive percentage. By focusing on these statistics and ignoring what happens once a ball is put in play, which – on most plays – the pitcher has little control over, DIPS claims to offer a clearer picture of the pitcher's true ability.
Gregory William Olson is an American former professional baseball player. He played in Major League Baseball (MLB) as a catcher from 1989 to 1993 for the Minnesota Twins and the Atlanta Braves. Olson was selected to the 1990 National League All-Star team and appeared in the 1991 World Series with the Braves.
Baseball scorekeeping is the practice of recording the details of a baseball game as it unfolds. Professional baseball leagues hire official scorers to keep an official record of each game, but many fans keep score as well for their own enjoyment. Scorekeeping is usually done on a printed scorecard and, while official scorers must adhere precisely to one of the few different scorekeeping notations, most fans exercise some amount of creativity and adopt their own symbols and styles.
Thomas Albert Prince is an American former professional baseball player, and coach. He played in Major League Baseball as a catcher from 1987 to 2003. Although Prince didn't produce impressive offensive statistics, he excelled defensively as a catcher which enabled him to sustain a seventeen-year playing career with several major league teams.
Tom Tango and "TangoTiger" are aliases used online by a baseball sabermetrics and ice hockey statistics analyst. He runs the Tango on Baseball sabermetrics website and is also a contributor to ESPN's baseball blog TMI . Tango is currently the Senior Database Architect of Stats for MLB Advanced Media.
James Kenneth O'Dea was an American professional baseball player. He played in Major League Baseball (MLB) as a catcher for the Chicago Cubs (1935–38), New York Giants (1939–41), St. Louis Cardinals (1942–46), and Boston Braves (1946).
Warren Vincent "Buddy" Rosar was an American professional baseball player. He played in Major League Baseball as a catcher from 1939 to 1951 for the New York Yankees, Cleveland Indians, Philadelphia Athletics, and Boston Red Sox. A five-time All-Star, Rosar was regarded as an excellent defensive catcher, setting a major league record for consecutive games without an error by a catcher. He is one of only three catchers in Major League history to catch at least 100 games in a single season without committing an error.
Albert Wayne "Boots" Hollingsworth was an American Major League Baseball pitcher with the Cincinnati Reds, Philadelphia Phillies, Brooklyn Dodgers, Washington Senators, St. Louis Browns and the Chicago White Sox between 1935 and 1946. Born in St. Louis, Missouri, Hollingsworth batted and threw left-handed. He was listed as 6 feet (1.83 m) tall and 174 pounds (79 kg). Hollingsworth earned his nickname when, as a first baseman early in his career, he made an error in the field. He became a full-time pitcher during the 1933 season, his sixth in pro ball.
Batting average is a statistic in cricket, baseball, and softball that measures the performance of batters. The development of the baseball statistic was influenced by the cricket statistic.
Baseball Think Factory, abbreviated as BTF or BBTF, was a sabermetrically-oriented baseball web site that features daily news stories in baseball, with original content contributed by SABR members such as Dan Szymborski. The site was previously branded as Baseball Primer, and was created in 2001 by the founders of Baseball-Reference. Contributors who have gone on to work for Major League Baseball front offices include Voros McCracken, Carlos Gomez, and Tom Tango. Bill James' Baseball Abstract books published in the 1980s are widely considered to be the modern predecessor to websites using sabermetrics such as baseballthinkfactory and baseballprospectus.
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 his team". A player's WAR value is claimed to be the number of additional wins his team has achieved above the number of expected team wins if that player were substituted with a replacement-level player: a player who may be added to the team for minimal cost and effort.
Out of zone plays made, known by the acronym OOZ, is a baseball statistic used to measure a baseball player's performance on defense.
Sports analytics are collections of relevant historical statistics that can provide a competitive advantage to a team or individual. Through the collection and analysis of these data, sports analytics inform players, coaches and other staff in order to facilitate decision making both during and prior to sporting events. The term "sports analytics" was popularized in mainstream sports culture following the release of the 2011 film, Moneyball, in which Oakland Athletics General Manager Billy Beane relies heavily on the use of baseball analytics, building upon and extending the established practice of Sabermetrics, to build a competitive team on a minimal budget.