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Lloyd Stowell Shapley (; June 2, 1923 – March 12, 2016) was an American
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
and Nobel Memorial Prize-winning
economist An economist is a professional and practitioner in the social sciences, social science discipline of economics. The individual may also study, develop, and apply theories and concepts from economics and write about economic policy. Within this ...
. He contributed to the fields of
mathematical economics Mathematical economics is the application of Mathematics, mathematical methods to represent theories and analyze problems in economics. Often, these Applied mathematics#Economics, applied methods are beyond simple geometry, and may include diff ...
and especially
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
. Shapley is generally considered one of the most important contributors to the development of game theory since the work of von Neumann and Morgenstern. With
Alvin E. Roth Alvin Eliot Roth (born December 18, 1951) is an American academic. He is the Craig and Susan McCaw professor of economics at Stanford University and the George Gund (philanthropist), Gund professor of economics and business administration emeri ...
, Shapley won the 2012
Nobel Memorial Prize in Economic Sciences The Nobel Memorial Prize in Economic Sciences, officially the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel (), commonly referred to as the Nobel Prize in Economics(), is an award in the field of economic sciences adminis ...
"for the theory of stable allocations and the practice of market design."


Life and career

Lloyd Shapley was born on June 2, 1923, in
Cambridge, Massachusetts Cambridge ( ) is a city in Middlesex County, Massachusetts, United States. It is a suburb in the Greater Boston metropolitan area, located directly across the Charles River from Boston. The city's population as of the 2020 United States census, ...
, one of the sons of astronomers
Harlow Shapley Harlow Shapley (November 2, 1885 – October 20, 1972) was an American astronomer, who served as head of the Harvard College Observatory from 1921–1952, and political activist during the latter New Deal and Fair Deal. Shapley used Cepheid var ...
and Martha Betz Shapley, both from Missouri. He attended
Phillips Exeter Academy Phillips Exeter Academy (often called Exeter or PEA) is an Independent school, independent, co-educational, college-preparatory school in Exeter, New Hampshire. Established in 1781, it is America's sixth-oldest boarding school and educates an es ...
and was a student at Harvard when he was drafted in 1943. He served in the
United States Army Air Corps The United States Army Air Corps (USAAC) was the aerial warfare service component of the United States Army between 1926 and 1941. After World War I, as early aviation became an increasingly important part of modern warfare, a philosophical ri ...
in Chengdu, China and received the Bronze Star decoration for breaking the Soviet weather code. After the war, Shapley returned to Harvard and graduated with an A.B. in mathematics in 1948. After working for one year at the
RAND Corporation The RAND Corporation, doing business as RAND, is an American nonprofit global policy think tank, research institute, and public sector consulting firm. RAND engages in research and development (R&D) in several fields and industries. Since the ...
, he went to
Princeton University Princeton University is a private university, private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth, New Jersey, Elizabeth as the College of New Jersey, Princeton is the List of Colonial ...
where he received a Ph.D. in 1953 based on the thesis "Additive and non-additive set functions". His thesis and post-doctoral work introduced the
Shapley value In cooperative game theory, the Shapley value is a method (solution concept) for fairly distributing the total gains or costs among a group of players who have collaborated. For example, in a team project where each member contributed differently, ...
and the core solution in
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
. Shapley defined game theory as "a mathematical study of conflict and cooperation." After graduating, he remained at Princeton for a short time before going back to the RAND corporation from 1954 to 1981. In 1950, while a graduate student, Shapley invented the board game '' So Long Sucker'', along with Mel Hausner,
John Forbes Nash John Forbes Nash Jr. (June 13, 1928 – May 23, 2015), known and published as John Nash, was an American mathematician who made fundamental contributions to game theory, real algebraic geometry, differential geometry, and partial differenti ...
, and Martin Shubik. Israeli economist and Nobel Laureate Robert Aumann considered Shapley to be "the greatest game theorist of all time."Hagerty, James, Lloyd Shapley: 1923–2016, Wall Street Journal, March 19–20, 2016, p. A7. From 1981 until his death, Shapley was a professor at the
University of California, Los Angeles The University of California, Los Angeles (UCLA) is a public university, public Land-grant university, land-grant research university in Los Angeles, California, United States. Its academic roots were established in 1881 as a normal school the ...
(UCLA), serving at the time of his death as a professor emeritus there, affiliated with the Mathematics and Economics departments. He died on March 12, 2016, in
Tucson, Arizona Tucson (; ; ) is a city in Pima County, Arizona, United States, and its county seat. It is the second-most populous city in Arizona, behind Phoenix, Arizona, Phoenix, with a population of 542,630 in the 2020 United States census. The Tucson ...
, after suffering from a broken hip, at the age of 92. Shapley was an expert Kriegspiel player, and an avid baseball fan.


Contribution

Along with the
Shapley value In cooperative game theory, the Shapley value is a method (solution concept) for fairly distributing the total gains or costs among a group of players who have collaborated. For example, in a team project where each member contributed differently, ...
, stochastic games, the Bondareva–Shapley theorem (which implies that convex games have non-empty cores), the Shapley–Shubik power index (for weighted or block voting power), the Gale–Shapley algorithm for the stable marriage problem, the concept of a potential game (with Dov Monderer), the Aumann–Shapley pricing, the Harsanyi–Shapley solution, the Snow–Shapley theorem for matrix games, and the Shapley–Folkman lemma & theorem bear his name. According to ''
The Economist ''The Economist'' is a British newspaper published weekly in printed magazine format and daily on Electronic publishing, digital platforms. It publishes stories on topics that include economics, business, geopolitics, technology and culture. M ...
'', Shapley "may have thought of himself as a mathematician, but he cannot avoid being remembered for his huge contributions to economics". The
American Economic Association The American Economic Association (AEA) is a learned society in the field of economics, with approximately 23,000 members. It publishes several peer-reviewed journals, including the Journal of Economic Literature, American Economic Review, an ...
noted that Shapley was "one of the giants of game theory and economic theory". Besides, his early work with R. N. Snow and Samuel Karlin on matrix games was so complete that little has been added since. He has been instrumental in the development of
utility theory In economics, utility is a measure of a certain person's satisfaction from a certain state of the world. Over time, the term has been used with at least two meanings. * In a Normative economics, normative context, utility refers to a goal or ob ...
, and it was he who laid much of the groundwork for the solution of the problem of the existence of Von Neumann–Morgenstern stable sets. His work with M. Maschler and B. Peleg on the kernel and the nucleolus, and his work with Robert Aumann on non-atomic games and on long-term competition have all appeared in economic theory. Shapley argued with his sons about whether he should accept the Nobel Prize at all. He opined that his father, the astronomer
Harlow Shapley Harlow Shapley (November 2, 1885 – October 20, 1972) was an American astronomer, who served as head of the Harvard College Observatory from 1921–1952, and political activist during the latter New Deal and Fair Deal. Shapley used Cepheid var ...
, deserved it more. His sons persuaded him to accept it and accompanied him to
Stockholm Stockholm (; ) is the Capital city, capital and List of urban areas in Sweden by population, most populous city of Sweden, as well as the List of urban areas in the Nordic countries, largest urban area in the Nordic countries. Approximately ...
.


Awards and honors

* Bronze Star, U.S. Army Air Corps, 1944 * Procter Fellow,
Princeton University Princeton University is a private university, private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth, New Jersey, Elizabeth as the College of New Jersey, Princeton is the List of Colonial ...
, 1951–52 * Fellow,
Econometric Society The Econometric Society is an international society of academic economists interested in applying statistical tools in the practice of econometrics. It is an independent organization with no connections to societies of professional mathematicians o ...
, 1967 * Fellow,
American Academy of Arts and Sciences The American Academy of Arts and Sciences (The Academy) is one of the oldest learned societies in the United States. It was founded in 1780 during the American Revolution by John Adams, John Hancock, James Bowdoin, Andrew Oliver, and other ...
, 1974 * Member,
National Academy of Sciences The National Academy of Sciences (NAS) is a United States nonprofit, NGO, non-governmental organization. NAS is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Academy of Engineering (NAE) and the ...
, 1978 * John von Neumann Theory Prize, 1981 * Honorary Ph.D.,
Hebrew University of Jerusalem The Hebrew University of Jerusalem (HUJI; ) is an Israeli public university, public research university based in Jerusalem. Co-founded by Albert Einstein and Chaim Weizmann in July 1918, the public university officially opened on 1 April 1925. ...
, 1986 * Fellow, INFORMS (
Institute for Operations Research and the Management Sciences The Institute for Operations Research and the Management Sciences (INFORMS) is an international society for practitioners in the fields of operations research Operations research () (U.S. Air Force Specialty Code: Operations Analysis), often s ...
), 2002 * Distinguished Fellow,
American Economic Association The American Economic Association (AEA) is a learned society in the field of economics, with approximately 23,000 members. It publishes several peer-reviewed journals, including the Journal of Economic Literature, American Economic Review, an ...
, 2007 * Fellow,
American Mathematical Society The American Mathematical Society (AMS) is an association of professional mathematicians dedicated to the interests of mathematical research and scholarship, and serves the national and international community through its publications, meetings, ...
, 2012 * Sveriges Riksbank
Nobel Memorial Prize in Economic Sciences The Nobel Memorial Prize in Economic Sciences, officially the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel (), commonly referred to as the Nobel Prize in Economics(), is an award in the field of economic sciences adminis ...
, 2012 * Golden Goose Award, 2013


Selected publications

* A Value for ''n''-person Games 953 In ''Contributions to the Theory of Games'' volume II, H. W. Kuhn and A. W. Tucker (eds.). * Stochastic Games 953 ''Proceedings of National Academy of Science'' Vol. 39, pp. 1095–1100. * A Method for Evaluating the Distribution of Power in a Committee System 954(with Martin Shubik), ''
American Political Science Review The ''American Political Science Review'' (''APSR'') is a quarterly peer-reviewed academic journal covering all areas of political science. It is an official journal of the American Political Science Association and is published on their behalf ...
'' Vol. 48, pp. 787–792. * College Admissions and the Stability of Marriage 962(with David Gale), ''The
American Mathematical Monthly ''The American Mathematical Monthly'' is a peer-reviewed scientific journal of mathematics. It was established by Benjamin Finkel in 1894 and is published by Taylor & Francis on behalf of the Mathematical Association of America. It is an exposi ...
'' Vol. 69, pp. 9–15. * Simple Games : An Outline of the Descriptive Theory 962 ''
Behavioral Science Behavioural science is the branch of science concerned with Human behavior, human behaviour.Hallsworth, M. (2023). A manifesto for applying behavioural science. ''Nature Human Behaviour'', ''7''(3), 310-322. While the term can technically be ap ...
'' Vol. 7, pp. 59–66. * On Balanced Sets and Cores 967 '' Naval Research Logistics Quarterly'' Vol. 14, pp. 453–460. * On Market Games 969(with Martin Shubik), '' Journal of Economic Theory'' Vol. 1, pp. 9–25. * Utility Comparison and the Theory of Games 969 ''La Decision'', pp. 251–263. * Cores of Convex Games 971''International Journal of Game Theory'' Vol. 1, pp. 11–26. * The Assignment Game I: The Core 971(with Martin Shubik), ''International Journal of Game Theory'' Vol. 1, pp. 111–130. * ''Values of Non-Atomic Games'' 974(with Robert Aumann), Princeton University Press. * Mathematical Properties of the Banzhaf Power Index 979(with Pradeep Dubey), ''
Mathematics of Operations Research ''Mathematics of Operations Research'' is a quarterly peer-reviewed scientific journal established in February 1976. It focuses on areas of mathematics relevant to the field of operations research such as continuous optimization, discrete optimizat ...
'' Vol. 4, pp. 99–132. * Long-Term Competition – A Game-Theoretic Analysis 994(with Robert Aumann), in ''Essays in Game Theory: In Honor of Michael Maschler'', Nimrod Megiddo (ed.), Springer-Verlag. * Potential Games 996(with Dov Monderer), '' Games and Economic Behavior'' Vol. 14, pp. 124–143. * On Authority Distributions in Organizations 003(with Xingwei Hu), ''Games and Economic Behavior'' Vol. 45, pp. 132–152, 153–170. * Multiperson Utility
008 008, OO8, O08, or 0O8 may refer to: * "008", a fictional 00 Agent In Ian Fleming's James Bond novels and the derived films, the 00 Section of MI6 is considered the secret service's elite. A 00 (pronounced "Double O") is a field agent who ho ...
(with Manel Baucells). ''Games and Economic Behavior'' Vol. 62, pp. 329–347.


See also

* Matching theory (economics)


References


Further reading

''Stable Marriage and Its Relation to Other Combinatorial Problems: An Introduction to the Mathematical Analysis of Algorithms'', Donald E. Knuth, American Mathematical Society, 1997 (English Translation.)


External links


The Shapley Value

Citation of von Neumann Theory Prize on L.S.Shapley's work
"Lloyd Shapley has dominated game theory for the thirty-seven years since von Neumann and Morgenstern published their path-breaking book, ''The Theory of Games and Economic Behavior''."
Albert Tucker's comment on L.S.Shapley's work
In 1995, Albert W. Tucker mentioned in his passing that Shapley was second only to Von Neumann as the most important researcher in theory of games so far. Philip Wolfe Interview by Irv Lustig, May 4, 2001. Video by Irv Lustig, Short Hills, NJ. * including the Nobel Lecture
Robert Aumann's Nobel lecture
also see her


UCLA – In Memoriam

Biography of Lloyd S. Shapley
from the Institute for Operations Research and the Management Sciences * * * {{DEFAULTSORT:Shapley, Lloyd Lloyd Shapley, 1923 births 2016 deaths People from Cambridge, Massachusetts John von Neumann Theory Prize winners American Nobel laureates Nobel laureates in Economics Members of the United States National Academy of Sciences Fellows of the Econometric Society Fellows of the Institute for Operations Research and the Management Sciences American game theorists Mathematical economists RAND Corporation people American probability theorists 20th-century American writers 21st-century American non-fiction writers 20th-century American economists 21st-century American economists 20th-century American mathematicians 21st-century American mathematicians Harvard University alumni Fellows of the American Mathematical Society Distinguished fellows of the American Economic Association Economists from Massachusetts United States Army Air Forces personnel of World War II American expatriates in China American people of German descent Phillips Exeter Academy alumni