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The Carnegie School is a school of economic thought originally formed at the Graduate School of Industrial Administration (GSIA), the current Tepper School of Business, of Carnegie Institute of Technology, the current
Carnegie Mellon University Carnegie Mellon University (CMU) is a private research university in Pittsburgh, Pennsylvania, United States. The institution was established in 1900 by Andrew Carnegie as the Carnegie Technical Schools. In 1912, it became the Carnegie Institu ...
, especially during the 1950s to 1970s. The Carnegie School is notable for its interdisciplinary approach, integrating insights from
economics Economics () is a behavioral science that studies the Production (economics), production, distribution (economics), distribution, and Consumption (economics), consumption of goods and services. Economics focuses on the behaviour and interac ...
,
psychology Psychology is the scientific study of mind and behavior. Its subject matter includes the behavior of humans and nonhumans, both consciousness, conscious and Unconscious mind, unconscious phenomena, and mental processes such as thoughts, feel ...
,
management science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
,
computer science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
,
public policy Public policy is an institutionalized proposal or a Group decision-making, decided set of elements like laws, regulations, guidelines, and actions to Problem solving, solve or address relevant and problematic social issues, guided by a conceptio ...
,
statistics Statistics (from German language, German: ', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a s ...
,
social sciences Social science (often rendered in the plural as the social sciences) is one of the branches of science, devoted to the study of society, societies and the Social relation, relationships among members within those societies. The term was former ...
, and
decision sciences Decision theory or the theory of rational choice is a branch of probability theory, probability, economics, and analytic philosophy that uses expected utility and probabilities, probability to model how individuals would behave Rationality, ratio ...
. Faculty and students from these diverse fields collaborated closely, fostering innovative research at the intersection of business, technology, and the social sciences. Faculty at the Graduate School of Industrial Administration are known for formulating two "seemingly incompatible"Oliver E. Williamson (1996). "Transaction cost economics and the Carnegie connection". ''J Econ Beh & Org'' 31:2, pp. 149-155 concepts:
bounded rationality Bounded rationality is the idea that rationality is limited when individuals decision-making, make decisions, and under these limitations, rational individuals will select a decision that is satisficing, satisfactory rather than optimal. Limitat ...
and rational expectations. Bounded rationality was developed by Herbert A. Simon, along with James March, Richard Cyert and Oliver Williamson. Rational expectations were developed by John F. Muth and later translated into
macroeconomic theory Macroeconomics is a branch of economics that deals with the performance, structure, behavior, and decision-making of an economy as a whole. This includes regional, national, and global economies. Macroeconomists study topics such as output/ GDP ...
by
Robert Lucas Jr. Robert Emerson Lucas Jr. (September 15, 1937 – May 15, 2023) was an American economist at the University of Chicago. Widely regarded as the central figure in the development of the New classical macroeconomics, new classical approach to macr ...
,
Thomas Sargent Thomas John Sargent (born July 19, 1943) is an American economist and the W.R. Berkley Professor of Economics and Business at New York University. He specializes in the fields of macroeconomics, monetary economics, and time series econometric ...
, Leonard Rapping, and others.Esther-Mirjam Sent (1998). ''The evolving rationality of rational expectations : an assessment of Thomas Sargent's achievements''. . Depending on author and context, the term "Carnegie School" can refer to either both branches or only the bounded rationality branch, sometimes with the qualifier "Carnegie School of organization theory". The commonality between both branches is the use of dynamic optimization and
forecasting Forecasting is the process of making predictions based on past and present data. Later these can be compared with what actually happens. For example, a company might Estimation, estimate their revenue in the next year, then compare it against the ...
techniques derived from production theory, and the early use of computers to solve planning and optimization problems. Along with other, mostly Midwestern universities, the rational expectations branch is considered part of freshwater economics, while the bounded rationality branch has been credited with originating
behavioral economics Behavioral economics is the study of the psychological (e.g. cognitive, behavioral, affective, social) factors involved in the decisions of individuals or institutions, and how these decisions deviate from those implied by traditional economi ...
and economics of organization.


History

The Graduate School of Industrial Administration (GSIA) at the Carnegie Institute of Technology (CIT) in
Pittsburgh, Pennsylvania Pittsburgh ( ) is a city in Allegheny County, Pennsylvania, United States, and its county seat. It is the List of municipalities in Pennsylvania#Municipalities, second-most populous city in Pennsylvania (after Philadelphia) and the List of Un ...
was founded in the late 1940s, after receiving a grant by
William Larimer Mellon Sr. William Larimer Mellon Sr. (June 1, 1868 – October 9, 1949), sometimes referred to as W. L., was an American businessman who was active in Republican Party (United States), Republican Party politics. A co-founder of Gulf Oil, he was a member o ...
to enable graduate instruction in business and economics for the engineers the CIT already produced. This superseded an initial attempt to "restart" the economics department, which had lapsed during
World War II World War II or the Second World War (1 September 1939 – 2 September 1945) was a World war, global conflict between two coalitions: the Allies of World War II, Allies and the Axis powers. World War II by country, Nearly all of the wo ...
. The founding dean was George Leland Bach, initial faculty hires included William W. Cooper and Herbert A. Simon. Other early appointees were Abraham Charnes, Richard Cyert, James G. March,
Franco Modigliani Franco Modigliani (; ; 18 June 1918 – 25 September 2003) was an Italian-American economist and the recipient of the 1985 Nobel Memorial Prize in Economics. He was a professor at University of Illinois at Urbana–Champaign, Carnegie Mellon Uni ...
and Merton Miller. GSIA was set up as a "new look" business school, moving beyond the case-based method of instruction popularized by
Harvard Business School Harvard Business School (HBS) is the graduate school, graduate business school of Harvard University, a Private university, private Ivy League research university. Located in Allston, Massachusetts, HBS owns Harvard Business Publishing, which p ...
, to incorporate scientific methods of management. The economics faculty was folded into the business school. In 1956, Carnegie Tech obtained an
IBM 650 The IBM 650 Magnetic Drum Data-Processing Machine is an early digital computer produced by IBM in the mid-1950s. It was the first mass-produced computer in the world. Almost 2,000 systems were produced, the last in 1962, and it was the firs ...
computer, jointly acquired by GSIA and the engineering and mathematics departments, but housed in the basement of the business school. Along with the computer,
Allen Newell Allen Newell (March 19, 1927 – July 19, 1992) was an American researcher in computer science and cognitive psychology at the RAND Corporation and at Carnegie Mellon University's School of Computer Science, Tepper School of Business, and D ...
and
Alan Perlis Alan Jay Perlis (April 1, 1922 – February 7, 1990) was an American computer scientist and professor at Purdue University, Carnegie Mellon University and Yale University. He is best known for his pioneering work in programming languages and was t ...
joined the faculty, with Perlis being put in charge of the computing facilities.
Edward Feigenbaum Edward Albert Feigenbaum (born January 20, 1936) is a computer scientist working in the field of artificial intelligence, and joint winner of the 1994 ACM Turing Award. He is often called the "father of expert systems". Education and early life ...
, at the time a student at Carnegie Tech, was sufficiently intrigued to transfer to GSIA. All three, along with Herb Simon, would later receive the
Turing Award The ACM A. M. Turing Award is an annual prize given by the Association for Computing Machinery (ACM) for contributions of lasting and major technical importance to computer science. It is generally recognized as the highest distinction in the fi ...
for their contributions to
computer science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
.


Scope

The focus of the research was on
organizational behavior Organizational behavior or organisational behaviour (see American and British English spelling differences, spelling differences) is the "study of human behavior in organizational settings, the interface between human behavior and the organiza ...
and the application of
decision analysis Decision analysis (DA) is the Academic discipline, discipline comprising the philosophy, methodology, and professional practice necessary to address important Decision making, decisions in a formal manner. Decision analysis includes many procedures ...
,
management science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
, and
psychology Psychology is the scientific study of mind and behavior. Its subject matter includes the behavior of humans and nonhumans, both consciousness, conscious and Unconscious mind, unconscious phenomena, and mental processes such as thoughts, feel ...
as well as theories such as
bounded rationality Bounded rationality is the idea that rationality is limited when individuals decision-making, make decisions, and under these limitations, rational individuals will select a decision that is satisficing, satisfactory rather than optimal. Limitat ...
to the understanding of the organization and the firm.
"The astonishing thing about Carnegie is that it joined two fundamental and seemingly incompatible strands of research. One dealt with bounded rationality, organization theory, and behavioral economics. The leading members of that group were Herbert Simon, Richard Cyert, and James March. The second strand dealt with rational expectations and efficient markets. Members of that group include Franco Modigliani (…), John Muth, Merton Miller, and Allan Meltzer, to be joined later by Robert Lucas (…), Thomas Sargent (…), and Edward Prescott." — Oliver Williamson


People

“Carnegie Tech was an amazing place at the time. New ideas of all kinds were in the air. They were not always consistent with each other, as in the case of the conflict between John Muth’s suggestion about how to model expectations as “rational” and erbertSimon’s notion of “bounded rationality.” We students benefited from the lively debates among the faculty. We were also encouraged by the faculty to get involved in the research process even before we had mastered the details of the literature. In my last two years, I took courses from Robert Lucas and Oliver Williamson with fellow student Ed Prescott, all of whom are now Laureates. In retrospect, it was obviously a very special educational experience.” – Dale Mortensen Nobel biographical (2010).
GSIA faculty with notable contributions to their field included later Nobel Laureates in Economic Sciences Herbert A. Simon (1978),
Franco Modigliani Franco Modigliani (; ; 18 June 1918 – 25 September 2003) was an Italian-American economist and the recipient of the 1985 Nobel Memorial Prize in Economics. He was a professor at University of Illinois at Urbana–Champaign, Carnegie Mellon Uni ...
(1985), Merton Miller (1990), Robert Lucas Jr (1995),
Edward C. Prescott Edward Christian Prescott (December 26, 1940 – November 6, 2022) was an American economist. He received the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel, Nobel Memorial Prize in Economics in 2004, sharing the award with ...
& Finn E. Kydland (jointly 2004), and Lars Peter Hansen (2013). In addition, later Nobel Laureates Oliver Williamson (2009) and Dale Mortensen (2010) attended GSIA as Ph.D. students. John F. Muth, while heavily favored to receive the Prize for his pioneering work on rational expectations, was not included in 1995 or any other year thereafter. The organizational branch included James G. March along with later GSIA dean and university president Richard Cyert and graduate students Oliver Williamson, William Starbuck and
Victor Vroom Victor Harold Vroom (August 9, 1932 – July 26, 2023) was a Canadian psychologist and business school professor at the Yale School of Management. Early life Vroom was born in Montreal, Quebec on August 9, 1932. He held a PhD from University of ...
. A number of later
Turing Award The ACM A. M. Turing Award is an annual prize given by the Association for Computing Machinery (ACM) for contributions of lasting and major technical importance to computer science. It is generally recognized as the highest distinction in the fi ...
recipients also had their roots at GSIA, before the Carnegie Mellon School of Computer Science was founded in 1968. These include
Alan Perlis Alan Jay Perlis (April 1, 1922 – February 7, 1990) was an American computer scientist and professor at Purdue University, Carnegie Mellon University and Yale University. He is best known for his pioneering work in programming languages and was t ...
(1966, the inaugural recipient),
Allen Newell Allen Newell (March 19, 1927 – July 19, 1992) was an American researcher in computer science and cognitive psychology at the RAND Corporation and at Carnegie Mellon University's School of Computer Science, Tepper School of Business, and D ...
& Herbert A. Simon (jointly 1975), and
Edward Feigenbaum Edward Albert Feigenbaum (born January 20, 1936) is a computer scientist working in the field of artificial intelligence, and joint winner of the 1994 ACM Turing Award. He is often called the "father of expert systems". Education and early life ...
(1994, jointly with Raj Reddy). The interdisciplinary approach featured faculty at Carnegie Mellon's modern departments of economics, business,
computer science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
,
design A design is the concept or proposal for an object, process, or system. The word ''design'' refers to something that is or has been intentionally created by a thinking agent, and is sometimes used to refer to the inherent nature of something ...
,
public policy Public policy is an institutionalized proposal or a Group decision-making, decided set of elements like laws, regulations, guidelines, and actions to Problem solving, solve or address relevant and problematic social issues, guided by a conceptio ...
, psychology, statistics and data science, and social and decision sciences. Herbert Simon (1988) and his frequent collaborators Abraham Charnes and William Cooper (both 1982, jointly with Carnegie physicist Richard J. Duffin) also received the John von Neumann Theory Prize for their pioneering contributions to
operations research Operations research () (U.S. Air Force Specialty Code: Operations Analysis), often shortened to the initialism OR, is a branch of applied mathematics that deals with the development and application of analytical methods to improve management and ...
and
management science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
. Statistician Carlton E. Lemke (1978, jointly with
John Forbes Nash Jr. 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 differentia ...
, a Carnegie undergraduate), who wrote his dissertation at GSIA under Abraham Charnes, preceded all four.


Notable members of the Carnegie School


Founders

* George Leland Bach (PhD
University of Chicago The University of Chicago (UChicago, Chicago, or UChi) is a Private university, private research university in Chicago, Illinois, United States. Its main campus is in the Hyde Park, Chicago, Hyde Park neighborhood on Chicago's South Side, Chic ...
1940, economics) was the founding dean of GSIA when he was tasked in 1946 to restart economics education at Carnegie. He left in 1962 for
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 ...
, with the brief to make Stanford’s business school look more like GSIA. * William W. Cooper (PhD unfinished
Columbia University Columbia University in the City of New York, commonly referred to as Columbia University, is a Private university, private Ivy League research university in New York City. Established in 1754 as King's College on the grounds of Trinity Churc ...
1942, business) joined Bach from Chicago as the second faculty on the yet-to-founded new business school in 1946. Considered one of the founders of
Management Science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
, jointly with his long-time collaborator Charnes. Became dean of the new School of Urban and Public Affairs in 1969, leaving Carnegie in 1975 for Harvard and later Texas. Herb Simon’s college dormmate. * Herbert A. Simon (PhD University of Chicago 1943, political science) joined the inaugural team of academics at GSIA in 1949, initially as the director of undergraduate programs. Stayed at Carnegie until his death in 2001, but left GSIA in 1970 for a joint psychology and computer science appointment. Received the Turing Award in 1975, jointly with Alan Newell, and the Economics Nobel Prize in 1978.


Organization theorists

* Richard M. Cyert (PhD Columbia University 1948, economics) joined Carnegie in 1948, became Dean of GSIA in 1962 and president of Carnegie Mellon in 1972. Retired in 1990. * James G. March (PhD
Yale University Yale University is a Private university, private Ivy League research university in New Haven, Connecticut, United States. Founded in 1701, Yale is the List of Colonial Colleges, third-oldest institution of higher education in the United Stat ...
1953, political science) joined Carnegie in 1953 out of graduate school, left in 1964 first for
University of California, Irvine The University of California, Irvine (UCI or UC Irvine) is a Public university, public Land-grant university, land-grant research university in Irvine, California, United States. One of the ten campuses of the University of California system, U ...
, then for Stanford University to help found the California tradition of organizational science. * Oliver E. Williamson (PhD Carnegie 1963, economics) wrote his dissertation under Cyert on managerial slack, left in 1963 for UC Berkeley and later Wharton, received the 2009 economics Nobel Prize (shared with Elinor Ostrom) for pioneering transaction cost economics.


Operations researchers and industrial engineers

* Abraham Charnes (PhD
University of Illinois The University of Illinois Urbana-Champaign (UIUC, U of I, Illinois, or University of Illinois) is a public university, public land-grant university, land-grant research university in the Champaign–Urbana metropolitan area, Illinois, United ...
1947, mathematics) became a member of the GSIA founding team upon graduation in 1948. Joining up mostly with Cooper, they applied linear optimization to production and operations problems, somewhat apart from the Simon group. Left in 1955 for
Purdue University Purdue University is a Public university#United States, public Land-grant university, land-grant research university in West Lafayette, Indiana, United States, and the flagship campus of the Purdue University system. The university was founded ...
,
Northwestern University Northwestern University (NU) is a Private university, private research university in Evanston, Illinois, United States. Established in 1851 to serve the historic Northwest Territory, it is the oldest University charter, chartered university in ...
, and ultimately settled at
University of Texas The University of Texas at Austin (UT Austin, UT, or Texas) is a public research university in Austin, Texas, United States. Founded in 1883, it is the flagship institution of the University of Texas System. With 53,082 students as of fall 2 ...
in 1968. * John F. Muth (PhD Carnegie 1962, mathematical economics), considered the “father of the rational expectations movement”, at Carnegie from 1956-64 initially as a student, from 1959 as a professor, left for
Michigan State University Michigan State University (Michigan State or MSU) is a public university, public Land-grant university, land-grant research university in East Lansing, Michigan, United States. It was founded in 1855 as the Agricultural College of the State o ...
and later
Indiana University Indiana University (IU) is a state university system, system of Public university, public universities in the U.S. state of Indiana. The system has two core campuses, five regional campuses, and two regional centers under the administration o ...
after not having been offered tenure. * Charles C. Holt (PhD University of Chicago 1955, economics) joined GSIA in 1956 from M.I.T., became the forecast expert in the HMMS team, known for his
exponential smoothing Exponential smoothing or exponential moving average (EMA) is a rule of thumb technique for smoothing time series data using the exponential window function. Whereas in the simple moving average the past observations are weighted equally, exponen ...
method developed with graduate student Peter R. Winters. Left for the
University of Wisconsin A university () is an institution of tertiary education and research which awards academic degrees in several academic disciplines. ''University'' is derived from the Latin phrase , which roughly means "community of teachers and scholars". Uni ...
in 1961. * Charles P. Bonini (PhD Carnegie 1962, industrial engineering) at Carnegie as a graduate student from 1955 to 1959, joined Stanford University as junior faculty and immediately convinced Oliver Williamson to move in the other direction.


Publications

Highly influential books published by researchers of the Carnegie School include, in chronological order: * ''
Administrative Behavior ''Administrative Behavior: a Study of Decision-Making Processes in Administrative Organization'' is a book written by Herbert A. Simon (1916–2001). It asserts that "decision-making is the heart of administration, and that the vocabulary of admi ...
'' (1947) by Herbert A. Simon. * ''An Introduction to Linear Programming'' (1953) by Abraham Charnes, William W. Cooper & Alexander Henderson. * ''Models of Man'' (1957) by Herbert A. Simon. * ''Organizations'' (1959) by James G. March and Herbert A. Simon. * ''Planning Production, Inventory and Work Force'' (1960) by Charles A. Holt, Franco Modigliani, John F. Muth, and Herbert A. Simon. * ''Management Models and Industrial Applications of Linear Programming'' (1961) by Abraham Charnes and William W. Cooper. * ''Statistical Sampling for Accounting Information'' (1962) by Richard M. Cyert and H. Justin Davidson. * '' A Behavioral Theory of the Firm'' (1963) by Richard M. Cyert and James G. March. * ''The Relative Stability of Monetary Velocity and the Investment Multiplier'' (1964) by Abert K. Ando and Franco Modigliani. * ''The Carnegie Tech Management Game'' (1964) by Kalman J. Cohen, William R. Dill, Alfred A. Kuehn and Peter R. Winters * ''Theory of the Firm: Resource Allocation in a Market Economy'' (1965) by Kalman J. Cohen and Richard M. Cyert. * ''The Sciences of the Artificial'' (1969) by Herbert A. Simon. * ''Human Problem Solving'' (1972) by Allen Newell and Herbert A. Simon. * ''Bayesian Analysis and Uncertainty in Economic Theory'' (1987) by Richard M. Cyert and Morris H. DeGroot. * ''Models of Business Cycles'' (1987) by Robert E. Lucas, jr. * ''Decisions and Organizations'' (1989) by James G. March.
In addition to the books, a number of articles authored or co-authored by members of the Carnegie school became foundational within their fields. * "A Linear Decision Rule for Production and Employment Scheduling" (1955) by Charles C. Holt, Franco Modigliani, and Herbert A. Simon, ''
Management Science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
''. * "Dynamic Programming Under Uncertainty with a Quadratic Criterion Function" (1956) by Herbert A. Simon, ''
Econometrica ''Econometrica'' is a peer-reviewed academic journal of economics, publishing articles in many areas of economics, especially econometrics. It is published by Wiley-Blackwell on behalf of the Econometric Society. The current editor-in-chief is ...
''. * "Forecasting Seasonals and Trends by Exponentially Weighted Moving Averages" (1957) by Charles C. Holt, '' Office of Naval Research Report #5

', reprint (2004) ''
International Journal of Forecasting The ''International Journal of Forecasting'' is a quarterly peer-reviewed scientific journal on forecasting. It is published by Elsevier on behalf of the International Institute of Forecasters. Its objective is to "unify the field of forecasting a ...
''. * "Derivation of a Linear Decision Rule for Production and Employment" (1958) by Charles C. Holt, Franco Modigliani, and John F. Muth, ''Management Science''. * "The Cost of Capital, Corporation Finance and the Theory of Investment" (1958) by Franco Modigliani and Merton H. Miller, ''
American Economic Review The ''American Economic Review'' is a monthly peer-reviewed academic journal first published by the American Economic Association in 1911. The current editor-in-chief is Erzo FP Luttmer, a professor of economics at Dartmouth College. The journal is ...
''. * "Forecasting Sales by Exponentially Weighted Moving Averages" (1960) by Peter R. Winters, ''Management Science''. * "Rational Expectations and the Theory of Price Movements" (1961) by John F. Muth, ''Econometrica''.


References


External links

* {{Schools of economic thought Carnegie Mellon University Schools of economic thought