Kenneth Arrow

Kenneth Joseph Arrow (23 August 1921 – 21 February 2017) was an American economist, mathematician, writer, and political theorist. He was the joint winner of the Nobel Memorial Prize in Economic Sciences with John Hicks in 1972.

Kenneth Arrow
Arrow in 1996
Born
Kenneth Joseph Arrow

(1921-08-23)23 August 1921
New York City, U.S.
Died21 February 2017(2017-02-21) (aged 95)
Palo Alto, California, U.S.
InstitutionStanford University
Field
  • Microeconomics
  • General equilibrium theory
  • Social choice theory
School or
tradition		Neoclassical economics
Alma mater
Doctoral
advisor		Harold Hotelling
Doctoral
students
  • David F. Bradford
  • Michael Bruno
  • John Geanakoplos
  • Joshua Gans
  • Nancy Gordon
  • Gillian Hadfield
  • John Harsanyi
  • Jan Kmenta
  • Timur Kuran
  • Jean-Jacques Laffont
  • Eric Maskin
  • Roger Myerson
  • Sebastian Piñera
  • Andrea Prat[1]
  • Karl Shell
  • Michael Spence
  • Nancy Stokey[2]
  • Menahem Yaari
Influences
Contributions
Awards
Information at IDEAS / RePEc
Websitehealthpolicy.fsi.stanford.edu/people/kenneth_j_arrow

In economics, he was a major figure in post-World War II neo-classical economic theory. Many of his former graduate students have gone on to win the Nobel Memorial Prize themselves. His most significant works are his contributions to social choice theory, notably "Arrow's impossibility theorem", and his work on general equilibrium analysis. He has also provided foundational work in many other areas of economics, including endogenous growth theory and the economics of information.

Education and early career

Arrow was born on 23 August 1921, in New York City.[5] Arrow's mother, Lilian (Greenberg), was from Iași, Romania, and his father, Harry Arrow, was from nearby Podu Iloaiei.[6][7] The Arrow family were Romanian Jews.[8][9] His family was very supportive of his education.[10] Growing up during the Great Depression, he embraced socialism in his youth. He would later move away from socialism, but his views retained a left-leaning philosophy.[11]

He graduated from Townsend Harris High School and then earned a Bachelor's degree from the City College of New York in 1940 in mathematics, where he was a member of Sigma Phi Epsilon. He then attended Columbia University for graduate studies, obtaining a Master's degree in mathematics in June 1941.[12] While there, Arrow studied under Harold Hotelling, who influenced him to change fields to economics.[11] He served as a weather officer in the United States Army Air Forces from 1942 to 1946.[13][5]

Academic career

From 1946 to 1949 Arrow spent his time partly as a graduate student at Columbia and partly as a research associate at the Cowles Commission for Research in Economics at the University of Chicago. During that time he also held the rank of Assistant Professor in Economics at the University of Chicago and worked at the RAND Corporation in California. He left Chicago to take up the post of Acting Assistant Professor of Economics and Statistics at Stanford University. In 1951, he earned his PhD from Columbia.[12] He served in the government on the staff of the Council of Economic Advisers in the 1960s with Robert Solow.[14] In 1968, he left Stanford for the position of Professor of Economics at Harvard University. It was during his tenure there that he received the Nobel Prize in Economics.[12]

Arrow returned to Stanford in 1979 and became the Joan Kenney Professor of Economics and Professor of Operations Research. He retired in 1991. As a Fulbright Distinguished Chair, in 1995 he taught Economics at the University of Siena. He was also a founding member of the Pontifical Academy of Social Sciences and a member of the Science Board of Santa Fe Institute. At various stages in his career he was a Fellow of Churchill College, Cambridge.[12] He was one of the founding editors of the Annual Review of Economics, which was first published in 2009.[15]

Four of his former students have gone on to become Nobel Prize winners, namely John Harsanyi, Eric Maskin, Roger Myerson and Michael Spence.[16] A collection of Arrow's papers is housed at the Rubenstein Library at Duke University.[17]

Arrow's impossibility theorem
Main article: Arrow's impossibility theorem

Arrow's monograph Social Choice and Individual Values derives from his 1951 PhD thesis.

If we exclude the possibility of interpersonal comparisons of utility, then the only methods of passing from individual tastes to social preferences which will be satisfactory and which will be defined for a wide range of sets of individual orderings are either imposed or dictatorial.[18]

In what he named the General Impossibility Theorem, he theorized that, unless we accept to compare the levels of utility reached by different individuals, it is impossible to formulate a social preference ordering that satisfies all of the following conditions:[19]

  1. Nondictatorship: The preferences of an individual should not become the group ranking without considering the preferences of others.
  2. Individual Sovereignty: each individual should be able to order the choices in any way and indicate ties
  3. Unanimity: If every individual prefers one choice to another, then the group ranking should do the same
  4. Freedom From Irrelevant Alternatives: If a choice is removed, then the others' order should not change
  5. Uniqueness of Group Rank: The method should yield the same result whenever applied to a set of preferences. The group ranking should be transitive.

The theorem has implications for welfare economics and theories of justice, and for voting theory (it extends the Condorcet paradox). Following Arrow's logical framework, Amartya Sen formulated the liberal paradox which argued that given a status of "Minimal Liberty" there was no way to obtain Pareto optimality, nor to avoid the problem of social choice of neutral but unequal results.[19]

General equilibrium theory

Work by Arrow and Gérard Debreu and simultaneous work by Lionel McKenzie offered the first rigorous proofs of the existence of a market clearing equilibrium.[20] For this work and his other contributions, Debreu won the 1983 Nobel Prize in Economics.[21] Arrow went on to extend the model and its analysis to include uncertainty, the stability. His contributions to the general equilibrium theory were strongly influenced by Adam Smith's Wealth of Nations. Written in 1776, The Wealth of Nations is an examination of economic growth brought forward by the division of labor, by ensuring interdependence of individuals within society.[22]

In 1974, The American Economic Association published the paper written by Kenneth Arrow, General Economic Equilibrium: Purpose, Analytic Techniques, Collective Choice, where he states:

From the time of Adam Smith's Wealth of Nations in 1776, one recurrent theme of economic analysis has been the remarkable degree of coherence among the vast numbers of individual and seemingly separate decisions about the buying and selling of commodities. In everyday, normal experience, there is something of a balance between the amounts of goods and services that some individuals want to supply and the amounts that other, different individuals want to sell. Would-be buyers ordinarily count correctly on being able to carry out their intentions, and would-be sellers do not ordinarily find themselves producing great amounts of goods that they cannot sell. This experience of balance is indeed so widespread that it raises no intellectual disquiet among laymen; they take it so much for granted that they are not disposed to understand the mechanism by which it occurs.[23]

Fundamental theorems of welfare economics

In 1951, Arrow presented the first and second fundamental theorems of welfare economics and their proofs without requiring differentiability of utility, consumption, or technology, and including corner solutions.[24]

Endogenous-growth theory

Arrow was one of the precursors of endogenous growth theory, which seeks to explain the source of technical change, which is a key driver of economic growth. Until this theory came to prominence, technical change was assumed to occur exogenously — that is, it was assumed to occur outside economic activities, and was outside (exogenous) to common economic models. At the same time there was no economic explanation for why it occurred. Endogenous-growth theory provided standard economic reasons for why firms innovate, leading economists to think of innovation and technical change as determined by economic actors, that is endogenously to economic activities, and thus belong inside the model. Endogenous growth theory started with Paul Romer's 1986 paper,[25] borrowing from Arrow's 1962 "learning-by-doing" model which introduced a mechanism to eliminate diminishing returns in aggregate output.[26] A literature on this theory has developed subsequently to Arrow's work.[27]

Information economics

In other pioneering research, Arrow investigated the problems caused by asymmetric information in markets. In many transactions, one party (usually the seller) has more information about the product being sold than the other party. Asymmetric information creates incentives for the party with more information to cheat the party with less information; as a result, a number of market structures have developed, including warranties and third party authentication, which enable markets with asymmetric information to function. Arrow analysed this issue for medical care (a 1963 paper entitled "Uncertainty and the Welfare Economics of Medical Care", in the American Economic Review);[28] later researchers investigated many other markets, particularly second-hand assets, online auctions and insurance.

Awards and honors

Arrow was awarded the John Bates Clark Medal in 1957[29] and was elected a Fellow of the American Academy of Arts and Sciences in 1959.[30] In 1968, he was elected to both the United States National Academy of Sciences and the American Philosophical Society.[31][32] He was the joint winner of the Nobel Memorial Prize in Economics with John Hicks in 1972 and the 1986 recipient of the von Neumann Theory Prize.[12] He was one of the recipients of the 2004 National Medal of Science, the nation's highest scientific honor, presented by President George W. Bush for his contributions to research on the problem of making decisions using imperfect information and his research on bearing risk.[4]

He has received honorary doctorates from the University of Chicago (1967), the University of Vienna (1971) the City University of New York (1972).[12] On 2 June 1995 he received an honorary doctorate from the Faculty of Social Sciences at Uppsala University, Sweden.[33] He was elected a Foreign Member of the Royal Society (ForMemRS) in 2006.[34][4] He was elected to the 2002 class of Fellows of the Institute for Operations Research and the Management Sciences.[35]

Personal life and death

Arrow was a brother to the economist Anita Summers, uncle to economist and former Treasury Secretary and Harvard President Larry Summers, and brother-in-law of the late economists Robert Summers and Paul Samuelson.[36] In 1947, he married Selma Schweitzer, graduate in economics at the University of Chicago[37] and psychotherapist, who died in 2015; they had two children, David Michael (b. 1962), an actor,[38] and Andrew Seth (b. 1965), an actor/singer.[12]

Arrow was well known for being a polymath, possessing prodigious knowledge of subjects far removed from economics. On one occasion (recounted by Eric Maskin), in an attempt to artificially test Arrow's knowledge, the junior faculty agreed to closely study the breeding habits of gray whales — a suitably obscure topic — and discuss it in his presence. To their surprise, Arrow already was familiar with the work they had studied and, in addition, thought it had been refuted by other research.[36][39]

Arrow died in his Palo Alto, California home on 21 February 2017 at the age of 95.[36]

Publications
  • Arrow, Kenneth J. (1951a). "Alternative approaches to the theory of choice in risk-taking situations". Econometrica. The Econometric Society. 19 (4): 404–37. doi:10.2307/1907465. JSTOR 1907465.
  • Arrow, Kenneth J. (1951b). Social Choice and Individual Values (1st ed.). New Haven, New York / London: J. Wiley / Chapman & Hall. OCLC 892549124.
Reprinted as: Arrow, Kenneth J. (1963). Social Choice and Individual Values (2nd ed.). New Haven: Yale University Press. ISBN 9780300013641.
Also available as: Arrow, Kenneth J.; Hurwicz, Leonid (1977). Appendix: An optimality criterion for decision-making under ignorance. Cambridge Books Online. pp. 461–72. doi:10.1017/CBO9780511752940.015. ISBN 9780511752940.
and as: Arrow, Kenneth J.; Hurwicz, Leonid (1977), "Appendix: An optimality criterion for decision-making under ignorance", in Arrow, Kenneth J.; Hurwicz, Leonid (eds.), Studies in resource allocation processes, Cambridge New York: Cambridge University Press, pp. 461–72, ISBN 9780521215220.
  • Arrow, Kenneth J.; Debreu, Gérard (July 1954). "Existence of an equilibrium for a competitive economy". Econometrica. The Econometric Society. 22 (3): 265–90. doi:10.2307/1907353. JSTOR 1907353.
  • Arrow, Kenneth J. (February 1959a). "Functions of a theory of behaviour under uncertainty". Metroeconomica. Wiley. 11 (1–2): 12–20. doi:10.1111/j.1467-999X.1959.tb00258.x.
  • Arrow, Kenneth J. (1959b), "Toward a theory of price adjustment", in Abramovitz, Moses; et al. (eds.), The allocation of economic resources: essays in honor of Bernard Francis Haley, Stanford, California: Stanford University Press, OCLC 490147128.
  • Arrow, Kenneth J. (1960), "Price-quantity adjustments in multiple markets with rising demands", in Arrow, Kenneth J.; Karlin, Samuel; Suppes, Patrick (eds.), Mathematical models in the social sciences, 1959: Proceedings of the first Stanford symposium, Stanford mathematical studies in the social sciences, IV, Stanford, California: Stanford University Press, pp. 3–15, ISBN 9780804700214.
  • Arrow, Kenneth J.; Suppes, Patrick; Karlin, Samuel (1960). Mathematical models in the social sciences, 1959: Proceedings of the first Stanford symposium. Stanford, California: Stanford University Press. ISBN 9780804700214.
Including: Arrow, Kenneth J. Price-quantity adjustments in multiple markets with rising demands, pp. 3–15.
  • Arrow, Kenneth J. (June 1962). "The economic implications of learning by doing". The Review of Economic Studies. Oxford Journals. 29 (3): 155–73. doi:10.2307/2295952. JSTOR 2295952. S2CID 155029478.
  • Arrow, Kenneth J. (December 1963). "Uncertainty and the welfare economics of medical care" (PDF). American Economic Review. American Economic Association. 53 (5): 941–73. JSTOR 1812044. Archived from the original (PDF) on 11 May 2011.
  • Arrow, Kenneth J. (1968), "Economic equilibrium", in Merton, Robert K.; Sills, David L. (eds.), International encyclopedia of the social sciences (vol. 4), London and New York: Macmillan and the Free Press, pp. 376–88, OCLC 310091393.
  • Arrow, Kenneth J. (1969), "The organization of economic activity: issues pertinent to the choice of market versus non-market allocations", in {Papers} (ed.), The analysis and evaluation of public expenditures: the PPB system; a compendium of papers submitted to the Subcommittee on Economy in Government of the Joint Economic Committee, Congress of the United States, vol. 1, Washington, D.C.: Government Printing Office, pp. 47–64, OCLC 26897.
Reprinted as: Arrow, Kenneth J. (1983b), "The organization of economic activity: issues pertinent to the choice of market versus non-market allocations", in Arrow, Kenneth J. (ed.), Collected papers of Kenneth J. Arrow, volume 2: general equilibrium, Cambridge, Massachusetts: Belknap Press, pp. 133–55, ISBN 9780674137615.
Also reprinted as a pdf.
  • Arrow, Kenneth J. (1970). Essays in the theory of risk-bearing. Amsterdam: North-Holland Pub. Co. ISBN 9780720430479.
  • Arrow, Kenneth; Hahn, Frank (1971). General competitive analysis. San Francisco: Holden-Day. ISBN 9780816202751.
  • Arrow, Kenneth J.; Hurwicz, Leonid (1972), "Decision making under ignorance", in Carter, C. F.; Ford, J. L. (eds.), Uncertainty and expectations in economics: essays in honour of G.L.S. Shackle, Oxford / New York: Basil Blackwell / Augustus M. Kelley, ISBN 9780631141709.
  • Arrow, Kenneth J. (1974). The limits of organization. New York: Norton. ISBN 9780393093230.
  • Arrow, Kenneth J. (February 1977). "Extended sympathy and the possibility of social choice". American Economic Review. American Economic Association. 67 (1): 219–25. JSTOR 1815907.
Reprinted as: Arrow, Kenneth J. (1983a), "Extended sympathy and the possibility of social choice", in Arrow, Kenneth J. (ed.), Collected papers of Kenneth J. Arrow, volume 1: social Choice and justice, Cambridge, Massachusetts: Belknap Press, ISBN 9780674137608.
  • Arrow, Kenneth J.; Intriligator, Michael D. (1981). Handbook of mathematical economics. Handbook of Economics Series. Amsterdam New York, New York: Elsevier North-Holland. ISBN 9780444861269.
  • Arrow, Kenneth J. Collected papers of Kenneth J. Arrow. Cambridge, Massachusetts: Harvard University Press.:
Arrow, Kenneth J. (1983a). Collected papers of Kenneth J. Arrow, volume 1: social Choice and justice. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137608.
Arrow, Kenneth J. (1983b). Collected papers of Kenneth J. Arrow, volume 2: general equilibrium. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137615.
Arrow, Kenneth J. (1984a). Collected papers of Kenneth J. Arrow, volume 3: individual choice under certainty and uncertainty. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137622.
Arrow, Kenneth J. (1984b). Collected papers of Kenneth J. Arrow, volume 4: the economics of information. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137639.
Arrow, Kenneth J. (1985a). Collected papers of Kenneth J. Arrow, volume 5: production and capital. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137776.
Arrow, Kenneth J. (1985b). Collected papers of Kenneth J. Arrow, volume 6: applied economics. Cambridge, Massachusetts: Belknap Press. ISBN 9780674137783.
  • Arrow, Kenneth J. (1987), "Rationality of self and others in an economic system", in Hogarth, Robin M.; Reder, Melvin W. (eds.), Rational choice: the contrast between economics and psychology, Chicago: University of Chicago Press, pp. 201–16, ISBN 9780226348575.
  • Arrow, Kenneth J.; Anderson, Philip W.; Pines, David, eds. (1988). The economy as an evolving complex system: the proceedings of the Evolutionary Paths of the Global Economy Workshop, held September, 1987 in Santa Fe, New Mexico. Redwood City, California: Addison-Wesley Pub. Co. ISBN 9780201156850. Book details.
  • Arrow, Kenneth J.; Intriligator, Michael D.; Harberger, Arnold C.; Wolf, Jr., Charles; Tullock, Gordon (April 1993). "Economic integration and the future of the nation-state". Contemporary Economic Policy. Wiley. 11 (2): 1–22. doi:10.1111/j.1465-7287.1993.tb00376.x.
  • Arrow, Kenneth J. (May 1994). "Methodological individualism and social knowledge (Richard T. Ely Lecture)" (PDF). American Economic Review. American Economic Association. 84 (2): 1–9. JSTOR 2117792.
  • Arrow, Kenneth J. (2008), "Arrow's theorem", in Durlauf, Steven N.; Blume, Lawrence E. (eds.), The new Palgrave dictionary of economics (8 volume set) (2nd ed.), Basingstoke, Hampshire New York: Palgrave Macmillan, ISBN 9780333786765.
Also available online as: Arrow, Kenneth J. (2008). "Arrow's theorem". The New Palgrave Dictionary of Economics (2nd ed.). Palgrave Macmillan. pp. 241–245. doi:10.1057/9780230226203.0061. ISBN 978-0-333-78676-5.
  • Arrow, Kenneth J. (2008), "Hotelling, Harold (1895–1973)", in Durlauf, Steven N.; Blume, Lawrence E. (eds.), The new Palgrave dictionary of economics (8 volume set) (2nd ed.), Basingstoke, Hampshire New York: Palgrave Macmillan, ISBN 9780333786765.
Also available online as: Arrow, Kenneth J. (2008). "Hotelling, Harold (1895–1973)". The New Palgrave Dictionary of Economics (2nd ed.). Palgrave Macmillan. pp. 73–75. doi:10.1057/9780230226203.0747. ISBN 978-0-333-78676-5.
  • Arrow, Kenneth J.; Debreu, Gérard (2001). Landmark papers in general equilibrium theory, social choice and welfare. Cheltenham, UK Northampton, Massachusetts, USA: Edward Elgar Publishing. ISBN 9781840645699.
  • Arrow, Kenneth J. (June 2009). "Some developments in economic theory since 1940: an eyewitness account". Annual Review of Economics. Wiley. 1: 1–16. doi:10.1146/annurev.economics.050708.143405.
  • Arrow, Kenneth J.; Anderson, Philip W.; Pines, David (1988). The economy as an evolving complex system: the proceedings of the evolutionary paths of the global economy workshop, held September, 1987 in Santa Fe, New Mexico. Redwood City, California: Addison-Wesley Pub. Co. ISBN 9780201156850.
  • Arrow, Kenneth J.; Bensoussan, Alain; Feng, Qi; Sethi, Suresh P. (2007). "Optimal Savings and the value of population". PNAS. 104 (47): 18421–18426. Bibcode:2007PNAS..10418421A. doi:10.1073/pnas.0708030104. PMC 2141792. PMID 17984059.

Further reading

See also
  • Arrow information paradox
  • List of economists
  • List of Jewish Nobel laureates
  • List of think tanks

References
  1. Andrea Prat's CV
  2. PROFILE: Nancy Stokey.(Accessed September 2016)
  3. Kenneth Joseph Arrow (2017). On Ethics and Economics: Conversations with Kenneth J. Arrow. Routledge. pp. 12, 33. ISBN 978-1-138-67606-0.
  4. "Professor Kenneth Arrow ForMemRS, elected 2006". London: Royal Society. Archived from the original on 17 November 2015.
  5. Maskin, Eric S. (2 August 2019). "The Economics of Kenneth J. Arrow: A Selective Review". Annual Review of Economics. 11 (1): 1–26. doi:10.1146/annurev-economics-080218-030323. ISSN 1941-1383.
  6. "Premiat Nobel cu origini românești, Doctor Honoris Causa al Universității "Al. I. Cuza" din Iași". Jurnalul.ro. Archived from the original on 1 November 2014. Retrieved 1 November 2014.
  7. Arrow and the Foundations of the Theory of Economic Policy
  8. Abu N.M. Wahid (2002). Frontiers of Economics: Nobel Laureates of the Twentieth Century. Greenwood Publishing. p. 5. ISBN 0-313-32073-X.
  9. Steven Pressman (1999). Fifty major economists: Business & Economics. Routledge Publishing. p. 177. ISBN 0-415-13480-3.
  10. "American Jewish Recipients of the Nobel Prize". Fau.edu. Retrieved 1 November 2014.
  11. "Econ Journal Watch – Ideological Profiles of the Economics Laureates". Econjwatch.org. Retrieved 1 November 2014.
  12. Kenneth Arrow on Nobelprize.org
  13. "Kenneth J. Arrow, MA, PhD". Stanford University. Retrieved 1 November 2014.
  14. "American President". Millercenter.org. Archived from the original on 2 November 2014. Retrieved 1 November 2014.
  15. Arrow, Kenneth J.; Bresnahan, Timothy (2009). "Preface". Annual Review of Economics. 1. doi:10.1146/annurev.ec.1.081709.100001.
  16. John B. Shoven. "Kenneth Arrow Contributions to Economics" (PDF). Siepr.stanford.edu. Retrieved 1 November 2014.
  17. "Kenneth J. Arrow Papers, 1939–2009". Rubenstein Library, Duke University.
  18. Kenneth Arrow, "A Difficulty in the Concept of Social Welfare" (1950).
  19. Morreau, Michael (1 January 2016). "Arrow's Theorem". The Stanford Encyclopedia of Philosophy. Metaphysics Research Lab, Stanford University. Retrieved 25 February 2017.
  20. Mas-Colell, Andreu; Whinston, Michael D.; Green, Jerry R. (1995). Microeconomic Theory. New York: Oxford University Press. pp. 691–93. ISBN 0-19-507340-1.
  21. "Gerard Debreu – Biographical". nobelprize.org. Retrieved 25 February 2017.
  22. Smith, Adam, and Andrew S. Skinner. The wealth of nations. London: Penguin Books, 1999. Print.
  23. Arrow, Kenneth (1974). "General Economic Equilibrium: Purpose, Analytic Techniques, Collective Choice". American Economic Review. 64 (3): 253–72. JSTOR 1808881.
  24. "Kenneth Arrow (1921– )". Concise Encyclopedia of Economics. Liberty Fund. 2008. Retrieved 18 June 2017.
  25. Romer, Paul M. (1986). "Increasing Returns and Long-Run Growth" (PDF). Journal of Political Economy. 94 (5): 1002–37. doi:10.1086/261420. JSTOR 1833190. S2CID 6818002.
  26. Arrow, Kenneth J. (1962). "The Economic Implications of Learning by Doing". The Review of Economic Studies. 29 (3): 155–73. doi:10.2307/2295952. JSTOR 2295952. S2CID 155029478.
  27. Barro, Robert J.; Sala-i-Martin, Xavier (2004). Economic Growth (2nd ed.). Cambridge: MIT Press. pp. 212–20. ISBN 0-262-02553-1.
  28. "Uncertainty and the Welfare Economics of Medical Care" (PDF). {{cite journal}}: Cite journal requires |journal= (help)
  29. "John Bates Clark Medal". American Economic Association. Retrieved 25 February 2017.
  30. "Book of Members, 1780–2010: Chapter A" (PDF). American Academy of Arts and Sciences. Retrieved 25 April 2011.
  31. "Kenneth J. Arrow". www.nasonline.org. Retrieved 16 September 2022.
  32. "APS Member History". search.amphilsoc.org. Retrieved 16 September 2022.
  33. Honorary Doctors of the Faculty of Social Sciences
  34. Velupillai, K. Vela (2019). "Kenneth Joseph Arrow. 23 August 1921 – 21 February 2017". Biographical Memoirs of Fellows of the Royal Society. 67: 9–28. doi:10.1098/rsbm.2019.0002.
  35. Fellows: Alphabetical List, Institute for Operations Research and the Management Sciences, archived from the original on 10 May 2019, retrieved 9 October 2019
  36. Weinstein, Michael M. (21 February 2017). "Kenneth Arrow, Nobel-Winning Economist Whose Influence Spanned Decades, Dies at 95". The New York Times. Retrieved 21 February 2017.
  37. Heller, Walter P.; Starr, Ross M.; Starrett, David A., eds. (1986). "Kenneth J. Arrow". Social Choice and Public Decision Making: Essays in Honor of Kenneth J. Arrow, Volume I. Cambridge University Press. p. xiv. ISBN 0-521-30454-7.
  38. David Arrow at IMDb
  39. Arrow, Kenneth Joseph (2012). Social choice and individual values. Yale University Press. ISBN 9780300179316. OCLC 837682848.
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