Muthu Alagappan
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Muthu Alagappan (born ) is a former medical resident known for his
professional basketball In professional sports, as opposed to amateur sports, participants receive payment for their performance. Professionalism in sport has come to the fore through a combination of developments. Mass media and increased leisure have brought larger a ...
analytics Analytics is the systematic computational analysis of data or statistics. It is used for the discovery, interpretation, and communication of meaningful patterns in data, which also falls under and directly relates to the umbrella term, data sc ...
. He was born in England and raised in Texas. During college at
Stanford University Leland Stanford Junior University, commonly referred to as Stanford University, is a Private university, private research university in Stanford, California, United States. It was founded in 1885 by railroad magnate Leland Stanford (the eighth ...
, he began an internship at
big data Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data processing, data-processing application software, software. Data with many entries (rows) offer greater statistical power, while data with ...
startup company A startup or start-up is a company or project undertaken by an Entrepreneurship, entrepreneur to seek, develop, and validate a scalable business model. While entrepreneurship includes all new businesses including self-employment and businesses tha ...
Ayasdi, where he used their software on
basketball Basketball is a team sport in which two teams, most commonly of five players each, opposing one another on a rectangular Basketball court, court, compete with the primary objective of #Shooting, shooting a basketball (ball), basketball (appro ...
statistics to determine 13 distinct positions of play. After he spoke at the 2012
MIT Sloan Sports Analytics Conference The MIT Sloan Sports Analytics Conference (SSAC) is an annual event that provides a forum for industry professionals (executives and leading researchers) and students to discuss the increasing role of analytics in the sports industry. The confere ...
, several professional teams began to use the company's software. He was given the top prize at the conference, and '' GQ'' called his work both "a new frontier for the NBA" and "Muthuball"—an allusion to
Moneyball Moneyball or money ball may refer to: * '' Moneyball: The Art of Winning an Unfair Game'', 2003 book by Michael Lewis ** ''Moneyball'' (film), 2011 film adaptation of the book * ''Moneyball'' (album), 2025 album by Dutch Interior * Sabermetrics ...
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 ...
statistical analysis Statistical inference is the process of using data analysis to infer properties of an underlying probability distribution.Upton, G., Cook, I. (2008) ''Oxford Dictionary of Statistics'', OUP. . Inferential statistical analysis infers properties of ...
known for revolutionizing the sport. ''
Forbes ''Forbes'' () is an American business magazine founded by B. C. Forbes in 1917. It has been owned by the Hong Kong–based investment group Integrated Whale Media Investments since 2014. Its chairman and editor-in-chief is Steve Forbes. The co ...
'' included him in their 2012 and 2013 " 30 Under 30" list of influential people in the sports industry. His work has received mention in ''
The New York Times ''The New York Times'' (''NYT'') is an American daily newspaper based in New York City. ''The New York Times'' covers domestic, national, and international news, and publishes opinion pieces, investigative reports, and reviews. As one of ...
'',
ESPN ESPN (an initialism of their original name, which was the Entertainment and Sports Programming Network) is an American international basic cable sports channel owned by the Walt Disney Company (80% and operational control) and Hearst Commu ...
, ''
The Wall Street Journal ''The Wall Street Journal'' (''WSJ''), also referred to simply as the ''Journal,'' is an American newspaper based in New York City. The newspaper provides extensive coverage of news, especially business and finance. It operates on a subscriptio ...
'', ''
Wired Wired may refer to: Arts, entertainment, and media Music * ''Wired'' (Jeff Beck album), 1976 * ''Wired'' (Hugh Cornwell album), 1993 * ''Wired'' (Mallory Knox album), 2017 * "Wired", a song by Prism from their album '' Beat Street'' * "Wired ...
'', and ''
Slate Slate is a fine-grained, foliated, homogeneous, metamorphic rock derived from an original shale-type sedimentary rock composed of clay or volcanic ash through low-grade, regional metamorphism. It is the finest-grained foliated metamorphic ro ...
''.


Early life

Alagappan was born in Crewe, England and raised in
Houston, Texas Houston ( ) is the List of cities in Texas by population, most populous city in the U.S. state of Texas and in the Southern United States. Located in Southeast Texas near Galveston Bay and the Gulf of Mexico, it is the county seat, seat of ...
. He is of
Tamil Tamil may refer to: People, culture and language * Tamils, an ethno-linguistic group native to India, Sri Lanka, and some other parts of Asia **Sri Lankan Tamils, Tamil people native to Sri Lanka ** Myanmar or Burmese Tamils, Tamil people of Ind ...
Indian heritage. He graduated from
Stanford University Leland Stanford Junior University, commonly referred to as Stanford University, is a Private university, private research university in Stanford, California, United States. It was founded in 1885 by railroad magnate Leland Stanford (the eighth ...
in 2012 with a degree in biomechanical engineering and the
Stanford Medical School The Stanford University School of Medicine is the medical school of Stanford University and is located in Stanford, California, United States. It traces its roots to the Medical Department of the University of the Pacific, founded in San Fra ...
in 2016. , he was an internal medicine resident at
Beth Israel Deaconess Medical Center Beth Israel Deaconess Medical Center (BIDMC) in Boston, Massachusetts is a teaching hospital of Harvard Medical School and one of the founding members of Beth Israel Lahey Health. It was formed out of the 1996 merger of Beth Israel Hospital (f ...
. Alagappan is a longtime
Houston Rockets The Houston Rockets are an American professional basketball team based in Houston. The Rockets compete in the National Basketball Association (NBA) as a member of the Southwest Division (NBA), Southwest Division of the Western Conference (NBA) ...
fan.


Basketball analytics

Alagappan was hired as an
intern An internship is a period of work experience offered by an organization for a limited period of time. Once confined to medical graduates, internship is used to practice for a wide range of placements in businesses, non-profit organizations and g ...
with Ayasdi, a
big data Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data processing, data-processing application software, software. Data with many entries (rows) offer greater statistical power, while data with ...
startup A startup or start-up is a company or project undertaken by an entrepreneur to seek, develop, and validate a scalable business model. While entrepreneurship includes all new businesses including self-employment and businesses that do not intend to ...
in
Palo Alto, California Palo Alto ( ; Spanish language, Spanish for ) is a charter city in northwestern Santa Clara County, California, United States, in the San Francisco Bay Area, named after a Sequoia sempervirens, coastal redwood tree known as El Palo Alto. Th ...
, through Stanford's
Mayfield Fellows Program The Mayfield Fellows Program (MFP) at Stanford University is a distinguished nine-month work/study initiative designed to immerse a select cohort of 12 undergraduate and co-terminal students in the dynamic world of high-growth technology ventures. E ...
, where he was hired to do sales. He tested the company's software on basketball stats and called the output "the true positions of the
NBA The National Basketball Association (NBA) is a professional basketball league in North America composed of 30 teams (29 in the United States and 1 in Canada). The NBA is one of the major professional sports leagues in the United States and Ca ...
". The
topological data analysis In applied mathematics, topological data analysis (TDA) is an approach to the analysis of datasets using techniques from topology. Extraction of information from datasets that are high-dimensional, incomplete and noisy is generally challenging. TDA ...
mapped similarities between NBA players and identified 13 distinct positions of play, as opposed to the traditional five. Those traditional positions, such as
power forward The power forward (PF), also known as the four, is one of the five traditional Basketball positions, positions in a regulation basketball game. Traditionally, power forwards have played a role similar to center (basketball), centers and are typi ...
and
shooting guard The shooting guard (SG), also known as the two, two guard or off guard,Shooting guards are 6'3"–6'7"BBC Sports academy URL last accessed 2006-09-09. is one of the five traditional basketball positions, positions in a regulation basketball game ...
, have become ambiguous and outmoded as a result of the increased variety of player styles categorized by them. Alagappan's method groups professional basketball players by statistical strengths and places them into the new positional model. He started with a collection of seven basic statistics ( assists, blocks, fouls,
points A point is a small dot or the sharp tip of something. Point or points may refer to: Mathematics * Point (geometry), an entity that has a location in space or on a plane, but has no extent; more generally, an element of some abstract topologica ...
,
rebounds 'Rebound' is a term used in sports to describe the ball (or puck or other object of play) becoming available for possession by either opponent after an attempt to put the ball or puck into the goal has been unsuccessful. Rebounds are generally ...
, steals, and turnovers) from
Yahoo! Sports Yahoo! Sports is a sports news website launched by Yahoo! on December 8, 1997. It receives a majority of its information from Stats Perform. It employs numerous writers, and has team pages for teams in almost every North American major sport. ...
on every NBA player from the previous season and adjusted the stats for time in play. The software grouped the players into color-coded nodes and connected them with lines that represented statistical similarities. Alagappan had expected the software to create five groups of nodes by statistical advantages, which would each represent a position of play, but the software instead returned 13 node groups representing 13 mathematically described positions. The assignments compare player statistics and not individual style. Originally unconfident in his results, he explored the data on his own for a week before sharing his findings with his bosses and basketball statisticians including Ken Pomeroy, who replied in encouragement. He then applied and was accepted to speak at the 2012
MIT Sloan Sports Analytics Conference The MIT Sloan Sports Analytics Conference (SSAC) is an annual event that provides a forum for industry professionals (executives and leading researchers) and students to discuss the increasing role of analytics in the sports industry. The confere ...
. By May 2012, at least four NBA teams and one
MLB 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 ...
team had contacted Ayasdi about using their technology. The method is intended to change existing basketball team composition paradigms to help NBA teams win championships. Alagappan used Devin Ebanks of the
Los Angeles Lakers The Los Angeles Lakers are an American professional basketball team based in Los Angeles. The Lakers compete in the National Basketball Association (NBA) as a member of the Pacific Division (NBA), Pacific Division of the Western Conference (NBA ...
as an example, whom Alagappan considered promising for his classification as a "scoring rebounder" alongside
Carmelo Anthony Carmelo Kyam Anthony ( ; born May 29, 1984) is an American former professional basketball player. Anthony played 19 seasons in the National Basketball Association (NBA) and is a ten-time NBA All-Star Game, NBA All-Star and six-time All-NBA T ...
and
Dirk Nowitzki Dirk Werner Nowitzki (; born June 19, 1978) is a German former professional basketball player who is a special advisor for the Dallas Mavericks of the National Basketball Association (NBA). Listed at , he is widely regarded as one of the great ...
despite a subpar season record. '' GQ'' reported that Ebanks would come to fulfill the model's forecast in following games for six weeks when two other players sat out and Ebanks started games. While the model couldn't have predicted Linsanity, when given college basketball stats, it was able to determine three players most similar to Lin in college, of which two were already drafted in the NBA. The forecasting is expected to improve with the growth of the data set. His data-driven analysis has been well received. He won the top prize in the "Evolution of Sports" category at the 2012
MIT Sloan Sports Analytics Conference The MIT Sloan Sports Analytics Conference (SSAC) is an annual event that provides a forum for industry professionals (executives and leading researchers) and students to discuss the increasing role of analytics in the sports industry. The confere ...
. ''GQ'' called his work "a new frontier for the NBA" and "Muthuball", an allusion to
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 "
Moneyball Moneyball or money ball may refer to: * '' Moneyball: The Art of Winning an Unfair Game'', 2003 book by Michael Lewis ** ''Moneyball'' (film), 2011 film adaptation of the book * ''Moneyball'' (album), 2025 album by Dutch Interior * Sabermetrics ...
"
sabermetrics Sabermetrics (originally SABRmetrics) is the original or blanket term for sports analytics in the US, the empirical analysis of baseball, especially the development of advanced metrics based on baseball statistics that measure in-game activity ...
(
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 ...
statistical analysis Statistical inference is the process of using data analysis to infer properties of an underlying probability distribution.Upton, G., Cook, I. (2008) ''Oxford Dictionary of Statistics'', OUP. . Inferential statistical analysis infers properties of ...
known for revolutionizing the sport). ''
Forbes ''Forbes'' () is an American business magazine founded by B. C. Forbes in 1917. It has been owned by the Hong Kong–based investment group Integrated Whale Media Investments since 2014. Its chairman and editor-in-chief is Steve Forbes. The co ...
'' included him in their 2012 and 2013 "30 Under 30" lists of influential people in the sports industry. His work has received mention in ''
The New York Times ''The New York Times'' (''NYT'') is an American daily newspaper based in New York City. ''The New York Times'' covers domestic, national, and international news, and publishes opinion pieces, investigative reports, and reviews. As one of ...
'',
ESPN ESPN (an initialism of their original name, which was the Entertainment and Sports Programming Network) is an American international basic cable sports channel owned by the Walt Disney Company (80% and operational control) and Hearst Commu ...
, ''
The Wall Street Journal ''The Wall Street Journal'' (''WSJ''), also referred to simply as the ''Journal,'' is an American newspaper based in New York City. The newspaper provides extensive coverage of news, especially business and finance. It operates on a subscriptio ...
'', ''
Wired Wired may refer to: Arts, entertainment, and media Music * ''Wired'' (Jeff Beck album), 1976 * ''Wired'' (Hugh Cornwell album), 1993 * ''Wired'' (Mallory Knox album), 2017 * "Wired", a song by Prism from their album '' Beat Street'' * "Wired ...
'', and ''
Slate Slate is a fine-grained, foliated, homogeneous, metamorphic rock derived from an original shale-type sedimentary rock composed of clay or volcanic ash through low-grade, regional metamorphism. It is the finest-grained foliated metamorphic ro ...
''. Rob Mahoney of ''The New York Times'' called the model "a novel execution of a productive thought", but cited the "one-of-a-kind" catch-all position and the substantial number of players categorized within it as weak points.
ESPN ESPN (an initialism of their original name, which was the Entertainment and Sports Programming Network) is an American international basic cable sports channel owned by the Walt Disney Company (80% and operational control) and Hearst Commu ...
TrueHoop's Jim Calvan criticized Alagappan's Sloan conference presentation for its lack of data showing how team reconfiguration to cover the 13 positions results in more wins.


References


External links

{{DEFAULTSORT:Alagappan, Muthu Stanford University School of Engineering alumni American people of Indian Tamil descent American people of Indian descent Living people People from Crewe Stanford University School of Medicine alumni Year of birth uncertain Year of birth missing (living people) English emigrants to the United States