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Top 10% Institutions and Economists in the Field of Banking, as of January 2022

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  • Only authors registered with the RePEc Author Service are considered.
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  • A series of rankings by different criteria are aggregated. The average rank score is determined by taking a harmonic mean of the ranks in each criterion. For a list of criteria, see the general ranking page.
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  • To be classified, an author needs to have five or more working papers announced in the NEP report for this field. For authors whose first paper is less that 10 years old, having 25% of the papers in the NEP report is sufficient.
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  • There are 8517 institutions with 63833 registered authors evaluated for all the rankings.

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The rankings

Top 10% institutions in the field of Banking

For Banking, these are 1510 authors affiliated with 2211 institutions.
All authors classified in this field.

RankInstitutionScoreAuthorsAuthor shares
1Bank for International Settlements (BIS)

Basel, Switzerland

1.588524.24
2Booth School of Business, University of Chicago

Chicago, Illinois (USA)

2.73604.24
3European Central Bank

Frankfurt am Main, Germany

2.9324235.17
4International Monetary Fund (IMF)

Washington, District of Columbia (USA)

4.4947329.89
5Federal Reserve Bank of New York

New York City, New York (USA)

4.849113.68
6Federal Reserve Board (Board of Governors of the Federal Reserve System)

Washington, District of Columbia (USA)

6.7920724
7Banca d'Italia

Roma, Italy

9.4927137.3
---Research and Statistics Group, Federal Reserve Bank of New York

New York City, New York (USA)

9.87679.2
8Stern School of Business, New York University (NYU)

New York City, New York (USA)

11.64534.76
9World Bank Group

Washington, District of Columbia (USA)

125749.39
10National Bureau of Economic Research (NBER)

Cambridge, Massachusetts (USA)

13.64581.5
11Bank of England

London, United Kingdom

14.620443.58
12Sloan School of Management, Massachusetts Institute of Technology (MIT)

Cambridge, Massachusetts (USA)

14.93472.89
13Department of Economics, New York University (NYU)

New York City, New York (USA)

15.99582.39
14Banco de España

Madrid, Spain

16.5511918.41
15Department of Economics, Harvard University

Cambridge, Massachusetts (USA)

18.2732.08
16Deutsche Bundesbank

Frankfurt, Germany

18.8216828.47
17Graduate School of Business, Stanford University

Stanford, California (USA)

18.96431.86
18Walter A. Haas School of Business, University of California-Berkeley

Berkeley, California (USA)

19.39461.82
19African Governance and Development Institute (AGDI)

Yaoundé, Cameroun

21.1571.03
20Graduate School of Business, Columbia University

New York City, New York (USA)

21.48491.94
21Università Commerciale Luigi Bocconi

Milano, Italy

24.431668.88
---Finance and Economics Department, Graduate School of Business, Columbia University

New York City, New York (USA)

24.82271.4
22Bank of Canada

Ottawa, Canada

27.217223.53
23Barcelona School of Economics (BSE)

Barcelona, Spain

30.531644.24
24Federal Reserve Bank of San Francisco

San Francisco, California (USA)

32.47384.44
25Federal Reserve Bank of Philadelphia

Philadelphia, Pennsylvania (USA)

33.3466.29
26Banque de France

Paris, France

33.5619022.61
---Finance Department, Stern School of Business, New York University (NYU)

New York City, New York (USA)

34.16161.92
27Bangor Business School, Bangor University

Bangor, United Kingdom

34.67355.93
28School of Management, Yale University

New Haven, Connecticut (USA)

34.95352.08
29de Nederlandsche Bank

Amsterdam, Netherlands

35.568517.24
30Economics Department, Massachusetts Institute of Technology (MIT)

Cambridge, Massachusetts (USA)

36.25611.57
---Economic Research, Federal Reserve Bank of San Francisco

San Francisco, California (USA)

36.73324.07
31Fisher College of Business, Ohio State University

Columbus, Ohio (USA)

36.8790.53
---Departament d'Economia i Empresa, Universitat Pompeu Fabra, Barcelona School of Economics (BSE)

Barcelona, Spain

37.14953.62
---Research Department, International Monetary Fund (IMF)

Washington, District of Columbia (USA)

40.25593.57
32Centre for Economic Policy Research (CEPR)

London, United Kingdom

41.473511.77
33Business School, Imperial College

London, United Kingdom

43.05461.45
34Department of Economics, University of California-Berkeley

Berkeley, California (USA)

43.11590.72
35School of Economics and Management, Universiteit van Tilburg

Tilburg, Netherlands

43.971383.47
36Swiss Finance Institute

Genève/Zürich, Switzerland

44.01260.97
37Federal Reserve Bank of Boston

Boston, Massachusetts (USA)

47.9523.93
38Federal Reserve Bank of Cleveland

Cleveland, Ohio (USA)

49.29644.8
39Wirtschaftswissenschaftliche Fakutät, Universität Zürich

Zürich, Switzerland

49.461554.2
40Harvard Business School, Harvard University

Cambridge, Massachusetts (USA)

49.8421.39
41Federal Reserve Bank of St. Louis

St. Louis, Missouri (USA)

49.85572.04
---Research Division, Federal Reserve Bank of St. Louis

St. Louis, Missouri (USA)

52.6501.93
---Research Department, Federal Reserve Bank of Philadelphia

Philadelphia, Pennsylvania (USA)

52.63293.59
---Department of Finance, Fisher College of Business, Ohio State University

Columbus, Ohio (USA)

53.1620.2
---Applied Economics Workshop, Booth School of Business, University of Chicago

Chicago, Illinois (USA)

53.7831
42Wharton School of Business, University of Pennsylvania

Philadelphia, Pennsylvania (USA)

55.48832.36
43Toulouse School of Economics (TSE)

Toulouse, France

561542.83
44Centro de Estudios Monetarios y Financieros (CEMFI)

Madrid, Spain

58.06231.86
---Finance Unit, Harvard Business School, Harvard University

Cambridge, Massachusetts (USA)

60.4991.25
45Leibniz-Institut für Wirtschaftsforschung Halle (IWH)

Halle, Germany

60.57487.78
46Olin School of Business, Washington University in St. Louis

St. Louis, Missouri (USA)

61.68271.44
47Robert Schuman Centre for Advanced Studies (RSCAS), European University Institute

Firenze, Italy

62.74260.8
48London Business School (LBS)

London, United Kingdom

63.61343.25
49Federal Reserve Bank of Chicago

Chicago, Illinois (USA)

64.59583.47
50Department of Economics, University of Chicago

Chicago, Illinois (USA)

64.67761.66
51Suomen Pankki

Helsinki, Finland

67.49344.39
---Dipartimento di Finanza, Università Commerciale Luigi Bocconi

Milano, Italy

69.03285.82
52Banco de la Republica de Colombia

Bogotá, Colombia

70.771198.24
53Federal Reserve Bank of Atlanta

Atlanta, Georgia (USA)

71.15281.8
54Brookings Institution

Washington, District of Columbia (USA)

74410.52
---Institut für Banking und Finance (Institut für Schweizerisches Bankwesen), Wirtschaftswissenschaftliche Fakutät, Universität Zürich

Zürich, Switzerland

74.13141.22
55Department of Economics, University of Pennsylvania

Philadelphia, Pennsylvania (USA)

74.97470.53
56London School of Economics (LSE)

London, United Kingdom

75.283202.85
---Economic Research, Federal Reserve Bank of Boston

Boston, Massachusetts (USA)

76.69331.81
57Kelley School of Business, Indiana University

Bloomington, Indiana (USA)

77.41230.96
58Centro Studi di Economia e Finanza (CSEF)

Napoli, Italy

77.74603.16
---Institut d'Économie Industrielle (IDEI), Toulouse School of Economics (TSE)

Toulouse, France

79.3170.31
59Department of Economics, Princeton University

Princeton, New Jersey (USA)

79.4551
60Department of Economics, Rutgers University-New Brunswick

New Brunswick, New Jersey (USA)

80.7392.64
61Federal Reserve Bank of Dallas

Dallas, Texas (USA)

80.93611.97
---Laboratoire de Recherche en Gestion (LaRGE), Institut de Finance de Strasbourg, Université de Strasbourg

Strasbourg, France

81.65252.94
62Institut de Finance de Strasbourg, Université de Strasbourg

Strasbourg, France

81.65252.94
---Economic Studies, Brookings Institution

Washington, District of Columbia (USA)

81.69140.28
63Faculté de Droit et des Sciences Économiques, Université de Limoges

Limoges, France

82.86106.38
---Laboratoire d'Analyse et de Prospective Économique (LAPE), Faculté de Droit et des Sciences Économiques, Université de Limoges

Limoges, France

82.86106.38
---Department of Finance, Kelley School of Business, Indiana University

Bloomington, Indiana (USA)

84.1240.48
---Economics Research, World Bank Group

Washington, District of Columbia (USA)

85.191132.35
64Faculteit Economie en Bedrijfskunde, Rijksuniversiteit Groningen

Groningen, Netherlands

85.6822.8
65HEC Paris (École des Hautes Études Commerciales)

Jouy-en-Josas, France

88.04353.09
---Economic Research Department, Federal Reserve Bank of Atlanta

Atlanta, Georgia (USA)

89221.62
66Fachbereich Wirtschaftswissenschaft, Goethe Universität Frankfurt am Main

Frankfurt am Main, Germany

90.73695.48
---Departement Algemene Economie, School of Economics and Management, Universiteit van Tilburg

Tilburg, Netherlands

92.12191.09
67Faculty of Business and Economics, University of Hong Kong

Pokfulam, Hong Kong

96.01251.59
68Stockholm School of Economics

Stockholm, Sweden

96.78621.83
69Anderson Graduate School of Management, University of California-Los Angeles (UCLA)

Los Angeles, California (USA)

96.9291.36
---Finance Group, Anderson Graduate School of Management, University of California-Los Angeles (UCLA)

Los Angeles, California (USA)

96.951.36
70Bank of Greece

Athens, Greece

98.92475.25
71Schweizerische Nationalbank (SNB)

Bern/Zürich, Switzerland

99.6611713.02
72Faculteit Economie en Bedrijfskunde, Universiteit Gent

Gent, Belgium

99.841048.15
73Economics Department, Williams College

Williamstown, Massachusetts (USA)

103.46311.16
74Faculteit Economie en Bedrijfswetenschappen, KU Leuven

Leuven, Belgium

104.421373.56
75Kellogg Graduate School of Management, Northwestern University

Evanston, Illinois (USA)

107.1541.3
---Innocenzo Gasparini Institute for Economic Research (IGIER), Università Commerciale Luigi Bocconi

Milano, Italy

107.29490.89
---Finance Area, Fuqua School of Business, Duke University

Durham, North Carolina (USA)

108.54100.65
76Fuqua School of Business, Duke University

Durham, North Carolina (USA)

108.54200.65
77Department of Economics, Northwestern University

Evanston, Illinois (USA)

108.77421.43
78Federal Reserve Bank of Richmond

Richmond, Virginia (USA)

108.88242.88
79Department of Economics, School of Arts and Sciences, Columbia University

New York City, New York (USA)

110.26530.36
80Central Bank of Ireland

Dublin, Ireland

112.31459.17
81DIW Berlin (Deutsches Institut für Wirtschaftsforschung)

Berlin, Germany

114.021462.89
82Department of Economics, Oxford University

Oxford, United Kingdom

115.631781.27
83Oesterreichische Nationalbank

Wien, Austria

116.17374.63
84Department of Economics, Duke University

Durham, North Carolina (USA)

116.95500.6
85Faculteit Economie en Bedrijfskunde, Universiteit van Amsterdam

Amsterdam, Netherlands

118.44932.61
86Wirtschaftswissenschaftlicher Fachbereich, Rheinische Friedrich-Wilhelms-Universität Bonn

Bonn, Germany

118.49433.55
---Economic Research Department, Federal Reserve Bank of Dallas

Dallas, Texas (USA)

119.59391.18
87Montpellier Business School

Montpellier, France

119.94121.49
---Department of Finance, Stockholm School of Economics

Stockholm, Sweden

123.4591.1
88Economics Department, University of Wisconsin-Madison

Madison, Wisconsin (USA)

125.24381.95
89Institut ekonomických studií, Univerzita Karlova v Praze

Praha, Czech Republic

125.681185.26
90Department of Economics, University of Western Ontario

London, Canada

126.47480.69
91Department of Economics, University of California-Los Angeles (UCLA)

Los Angeles, California (USA)

127.01560.94
92Economics Department, University of California-Davis

Davis, California (USA)

128.9490.52
---Finance Department, Wharton School of Business, University of Pennsylvania

Philadelphia, Pennsylvania (USA)

129.69301.44
---Economic Research Department, Federal Reserve Bank of Chicago

Chicago, Illinois (USA)

131.52382.49
93Centre de Recherche en Économie et Statistique (CREST)

Palaiseau, France

132.66941.37
94Ross School of Business, University of Michigan

Ann Arbor, Michigan (USA)

133.32281.23
95Management School, Lancaster University

Lancaster, United Kingdom

134.38663.37
96Geneva Finance Research Institute (GFRI), Université de Genève

Genève, Switzerland

135.6280.26
97Department of Economics, Boston University

Boston, Massachusetts (USA)

135.76661.16
98Peter G. Peterson Institute for International Economics (IIE)

Washington, District of Columbia (USA)

137.21420.74
99Federal Reserve Bank of Minneapolis

Minneapolis, Minnesota (USA)

144.55360.55
---Economic Research, Federal Reserve Bank of Cleveland

Cleveland, Ohio (USA)

145.91442.38
---Department of Finance, College of Business, University of Illinois at Urbana-Champaign

Urbana-Champaign, Illinois (USA)

146.0580.82
100College of Business, University of Illinois at Urbana-Champaign

Urbana-Champaign, Illinois (USA)

146.05150.82
101Economics Department, University of California-Santa Cruz (UCSC)

Santa Cruz, California (USA)

146.26330.66
102Česká Národní Banka

Praha, Czech Republic

146.759010
103Carlson School of Management, University of Minnesota

Minneapolis, Minnesota (USA)

147.51191.73
104Department of Economics, Washington University in St. Louis

St. Louis, Missouri (USA)

150.34321.17
105School of Business and Economics, Vrije Universiteit Amsterdam

Amsterdam, Netherlands

151.531182.57
106Federal Reserve Bank of Kansas City

Kansas City, Missouri (USA)

155.22463.55
---Départment de Finance et Économie, HEC Paris (École des Hautes Études Commerciales)

Jouy-en-Josas, France

155.86131.55
107Kennedy School of Government, Harvard University

Cambridge, Massachusetts (USA)

156.64820.76
108School of Finance, Universität St. Gallen

Sankt Gallen, Switzerland

157.32343.99
---Department of Economics, London Business School (LBS)

London, United Kingdom

157.99160.65
---Research Department, Federal Reserve Bank of Minneapolis

Minneapolis, Minnesota (USA)

159.07200.54
109Department of Economics, Stanford University

Stanford, California (USA)

159.31660.5
110Faculty of Economics, University of Tokyo

Tokyo, Japan

159.92411.33
111Wallace E. Carroll School of Management, Boston College

Chestnut Hill, Massachusetts (USA)

159.98130.66
112Essex Business School, University of Essex

Colchester, United Kingdom

160.2322.84
113Rotterdam School of Management (RSM Erasmus University), Erasmus Universiteit Rotterdam

Rotterdam, Netherlands

160.64252.1
---Department of Finance, Rotterdam School of Management (RSM Erasmus University), Erasmus Universiteit Rotterdam

Rotterdam, Netherlands

160.64112.1
114School of Business and Economics, Loughborough University

Loughborough, United Kingdom

160.69343.14
115Banco Central do Brasil

Brasília, Brazil

163.256411.93
116Department of Economics, University of California-Santa Barbara (UCSB)

Santa Barbara, California (USA)

164.02290.42
117Department of Economics, Boston College

Chestnut Hill, Massachusetts (USA)

164.08582.1
118Dipartimento di Economia e Finanza (DEF), Libera Università Internazionale degli Studi Sociali Guido Carli (LUISS)

Roma, Italy

166.65443.03
---Finance Department, Wallace E. Carroll School of Management, Boston College

Chestnut Hill, Massachusetts (USA)

166.84100.33
119Weatherhead School of Management, Case Western Reserve University

Cleveland, Ohio (USA)

167.0972.16
120Department of Economics, University of Southern California

Los Angeles, California (USA)

167.75630.59
121LeBow College of Business, Drexel University

Philadelphia, Pennsylvania (USA)

167.94322.28
---School of Economics, LeBow College of Business, Drexel University

Philadelphia, Pennsylvania (USA)

167.94282.28
122Department of Economics, University of Toronto

Toronto, Canada

168.02680.31
123University of Piraeus

Piraeus, Greece

169.26643.81
124School of Business and Economics, Universidade Nova de Lisboa

Lisboa, Portugal

172.51561.74
---CentER Graduate School for Economics and Business, School of Economics and Management, Universiteit van Tilburg

Tilburg, Netherlands

172.74981.48
---Department of Finance, Kellogg Graduate School of Management, Northwestern University

Evanston, Illinois (USA)

174.35201.04
125Judge Business School, University of Cambridge

Cambridge, United Kingdom

175.26421.87
126Frankfurt School of Finance and Management

Frankfurt, Germany

175.56424.22
127Istituto Einaudi per l'Economia e la Finanza (EIEF)

Roma, Italy

176.5270.6
---Abteilung Finanzen, Fachbereich Wirtschaftswissenschaft, Goethe Universität Frankfurt am Main

Frankfurt am Main, Germany

180.17124.39
128Athens University of Economics and Business (AUEB)

Athens, Greece

180.4904.58
129College of Business, Auburn University

Auburn, Alabama (USA)

180.4710.5
---Department of Finance, College of Business, Auburn University

Auburn, Alabama (USA)

180.4710.5
---Finance Group, Faculteit Economie en Bedrijfskunde, Universiteit van Amsterdam

Amsterdam, Netherlands

181.62121.58
130Business School, University of Sydney

Sydney, Australia

182.05302.3
---Economic Research Division, Federal Reserve Bank of Richmond

Richmond, Virginia (USA)

182.1161.8
131Department of Economics, Cornell University

Ithaca, New York (USA)

183.22460.31
132Facoltà di Economia, Università degli Studi di Roma "Tor Vergata"

Roma, Italy

186.681084.57
133Nationale Bank van België/Banque national de Belqique (BNB)

Bruxelles/Brussel, Belgium

187.11314.43
134Paris School of Economics

Paris, France

190.172112.13
135EconomiX, Université Paris-Nanterre (Paris X)

Nanterre, France

190.81249.02
136Department of Economics, University of Virginia

Charlottesville, Virginia (USA)

191.45380.89
---Real Estate Department, Wharton School of Business, University of Pennsylvania

Philadelphia, Pennsylvania (USA)

192.55100.61
137Warwick Business School, University of Warwick

Coventry, United Kingdom

194.1271.45
138Collège du Management de la Technologie, École Polytechnique Fédérale de Lausanne (EPFL)

Lausanne, Switzerland

195.66180.93
139Graduate School of Management, University of California-Davis

Davis, California (USA)

197.6140.58
---Department of Finance, Investment and Banking, School of Business, University of Wisconsin-Madison

Madison, Wisconsin (USA)

198.1761.71
140School of Business, University of Wisconsin-Madison

Madison, Wisconsin (USA)

198.17141.71
141International Economics Section, The Graduate Institute of International and Development Studies

Genève, Switzerland

198.22530.79
142National Institute of Economic and Social Research (NIESR)

London, United Kingdom

199.72413.27
143College of Business Administration, University of Texas-El Paso

El Paso, Texas (USA)

199.86140.33
---Economics & Finance Department, College of Business Administration, University of Texas-El Paso

El Paso, Texas (USA)

199.86120.33
144Banco de Portugal

Lisboa, Portugal

200474.42
---Discipline of Finance, Business School, University of Sydney

Sydney, Australia

200.0571.29
145School of Economics, University of Nottingham

Nottingham, United Kingdom

201.211341.12
146Department of Economics, Indiana University

Bloomington, Indiana (USA)

202.85300.85
147Solvay Brussels School of Economics and Management, Université Libre de Bruxelles

Bruxelles, Belgium

206.641684.55
148Department of Economics, Johns Hopkins University

Baltimore, Maryland (USA)

207.41290.2
---Center for Analytic Economics, Department of Economics, Cornell University

Ithaca, New York (USA)

207.540.27
149Leibniz-Institut für Finanzmarktforschung SAFE (Sustainable Architecture for Finance in Europe)

Frankfurt am Main, Germany

209.58132.32
---Finance Group, Warwick Business School, University of Warwick

Coventry, United Kingdom

209.78141.38
150Gabelli School of Business, Fordham University

New York City, New York (USA)

210.2860.19
151Economics Department, Michigan State University

East Lansing, Michigan (USA)

212.22631.26
152Max-Planck-Institut zur Erforschung von Gemeinschaftsgütern, Max-Planck-Gesellschaft

Bonn, Germany

212.44170.34
153School of Economics, University of Bristol

Bristol, United Kingdom

212.9581.64
154Lille Économie et Management (LEM)

Lille, France

215.261393.59
155Kogod School of Business, American University

Washington, District of Columbia (USA)

215.4520.82
156Department of Economics, National University of Singapore (NUS)

Singapore, Singapore

219.8370.31
157European Bank for Reconstruction and Development (EBRD)

London, United Kingdom

220.42140.68
158Birmingham Business School, University of Birmingham

Birmingham, United Kingdom

220.7142
159UNSW Business School, UNSW Sydney

Sydney, Australia

221.96810.75
---Department of Economics, College of Business, University of Wyoming

Laramie, Wyoming (USA)

222.33160.91
160College of Business, University of Wyoming

Laramie, Wyoming (USA)

222.33190.91
161Department of Economics, University of California-Irvine

Irvine, California (USA)

222.69470.91
---Volatility Institute, Stern School of Business, New York University (NYU)

New York City, New York (USA)

223.3920.04
162Faculté des Hautes Études Commerciales (HEC), Université de Lausanne

Lausanne, Switzerland

223.44521.42
163Dipartimento di Scienze Economiche, Alma Mater Studiorum - Università di Bologna

Bologna, Italy

223.611242.07
---Finance Department, Robert H. Smith School of Business, University of Maryland

College Park, Maryland (USA)

223.9101.06
164Robert H. Smith School of Business, University of Maryland

College Park, Maryland (USA)

223.9171.06
165Department of Economics, Trinity College Dublin

Dublin, Ireland

226.26662.63
166School of Business, Leicester University

Leicester, United Kingdom

226.66392.26
167Dipartimento di Economia, Università Ca' Foscari Venezia

Venezia, Italy

226.69812.22
168W.P. Carey School of Business, Arizona State University

Tempe, Arizona (USA)

228.61532
169College of Business, Florida Atlantic University

Boca Raton, Florida (USA)

229.6181.22
---Economics Department, London School of Economics (LSE)

London, United Kingdom

229.63510.81
---Institut für Volkswirtschaftslehre, Wirtschaftswissenschaftliche Fakutät, Universität Zürich

Zürich, Switzerland

230.1882.93
170Norges Bank

Oslo, Norway

230.2283.95
171Facoltà di Economia "Giorgio Fuà", Università Politecnica delle Marche

Ancona, Italy

231.02733.36
172Economics Department, Queen's University

Kingston, Canada

231.97491.32
173School of Economics, University of Manchester

Manchester, United Kingdom

233.73510.55
174Økonomisk Institut, Københavns Universitet

København, Denmark

234.03771.24
175Facultad de Economía, Universidad de València

València, Spain

234.05710.93
176Tinbergen Instituut

Amsterdam, Netherlands

234.461231.87
---Essex Finance Center, Essex Business School, University of Essex

Colchester, United Kingdom

234.9261.27
177Economics Department, Georgetown University

Washington, District of Columbia (USA)

236.15460.35
178School of Public and International Affairs, Princeton University

Princeton, New Jersey (USA)

238.9160.18
179Escola de Políticas Públicas e Governo (EPPG), Fundação Getúlio Vargas (FGV)

Brasília, Brazil

239.3540.49
180İktisadi ve İdari Bilimler Fakültesi, Koç Üniversitesi

İstanbul, Turkey

239.57161
181Institute of Islamic Banking and Finance, International Islamic University Malaysia (IIUM)

Jalan Gombak, Malaysia

240.3841
182Cardiff Business School, Cardiff University

Cardiff, United Kingdom

240.71552.43
183Department of Economics, University of Warwick

Coventry, United Kingdom

242.34881.08
---Departament d'Anàlisi Económica, Facultad de Economía, Universidad de València

València, Spain

242.36280.89
184Dipartimenti e Istituti di Scienze Economiche, Università Cattolica del Sacro Cuore

Milano/Piacenza, Italy

243.89992.24
185European School of Management and Technology (ESMT)

Berlin, Germany

245.5371.05
186Monash Business School, Monash University

Melbourne, Australia

246.861832.69
187Money and Finance Research group (Mo.Fi.R.)

Ancona, Italy

248.82161.01
---John E. Walker Department of Economics, College of Business and Behavioral Science, Clemson University

Clemson, South Carolina (USA)

248.9340.34
188College of Business and Behavioral Science, Clemson University

Clemson, South Carolina (USA)

248.9360.34
189School of Business and Economics, Maastricht University

Maastricht, Netherlands

250.81991.24
190College of Business and Administration, University of New Orleans

New Orleans, Louisiana (USA)

254.1230.33
---Department of Economics and Finance, College of Business and Administration, University of New Orleans

New Orleans, Louisiana (USA)

254.1220.33
---Dipartimento di Economia e Finanza, Dipartimenti e Istituti di Scienze Economiche, Università Cattolica del Sacro Cuore

Milano, Italy

254.92351.97
191Faculté de droit, d'économie et de gestion, Université d'Orléans

Orléans, France

256.01491.51
192Business School, King's College London

London, United Kingdom

256.78271.67
193Sveriges Riksbank

Stockholm, Sweden

258.1393.14
194INSEAD

Fontainebleau, France

258.9220.87
195IESE Business School, Universidad de Navarra

Barcelona, Spain

260.82140.09
196CESifo

München, Germany

262.63120.92
---Abteilung Geld und Währung, Fachbereich Wirtschaftswissenschaft, Goethe Universität Frankfurt am Main

Frankfurt am Main, Germany

263.09120.71
197Faculté de droit, d'économie et de finance, Université du Luxembourg

Luxembourg, Luxembourg

263.47612.77
---Laboratoire d'Économie d'Orléans (LEO), Faculté de droit, d'économie et de gestion, Université d'Orléans

Orléans, France

264.9451.28
---Dipartimento di Economia "Ettore Bocconi", Università Commerciale Luigi Bocconi

Milano, Italy

268.05311.32
198Bank of Japan

Tokyo, Japan

269.78303.76
---Economic and Political Sciences Area, INSEAD

Fontainebleau, France

270.2980.37
199Adam Smith Business School, University of Glasgow

Glasgow, United Kingdom

272.19712.01
200Saïd Business School, Oxford University

Oxford, United Kingdom

272.3270.66
201Department of Economics, University of Maryland

College Park, Maryland (USA)

275.6450.32
202Faculteit der Economische Wetenschappen, Erasmus Universiteit Rotterdam

Rotterdam, Netherlands

275.781111.67
203School of Economics, University College Dublin

Dublin, Ireland

276.32441.47
---School of Banking and Finance, UNSW Business School, UNSW Sydney

Sydney, Australia

276.7790.25
204Department of Economics, Emory University

Atlanta, Georgia (USA)

276.81300.38
205Bayes Business School, City University

London, United Kingdom

276.82392.71
206School of Economics and Finance, Queen Mary University of London

London, United Kingdom

278.25612.39
---Department of Economics, University of Piraeus

Piraeus, Greece

280.73302.65
207Tuck School of Business, Dartmouth College

Hanover, New Hampshire (USA)

281.63120.74
---İktisat Bölümü, İktisadi ve İdari Bilimler Fakültesi, Koç Üniversitesi

İstanbul, Turkey

281.89140.42
208Organisation de Coopération et de Développement Économiques (OCDE)

Paris, France

284.32412.18
209Dipartimento di Scienze Economiche e Statistiche (DISES), Università degli Studi di Salerno

Fisciano, Italy

284.86421.71
---Department of Economics, W.P. Carey School of Business, Arizona State University

Tempe, Arizona (USA)

287.2441.42
210Business School, University of Exeter

Exeter, United Kingdom

287.54491.28
---School of Economics & Finance, Faculty of Business and Economics, University of Hong Kong

Pokfulam, Hong Kong

289.26111.16
---Centre de Recerca en Economia Financera i Comptabilitat (CREFC), Departament d'Economia i Empresa, Universitat Pompeu Fabra, Barcelona School of Economics (BSE)

Barcelona, Spain

291.9150.21
211Shanghai Advanced Institute of Finance (SAIF), Shanghai Jiao Tong University

Shanghai, China

292.08340.56
212National Research University Higher School of Economics

Moscow, Russia

294.245427.62
213Banco Central de Chile

Santiago, Chile

294.83564.06
214BI Handelshøyskolen

Oslo, Norway

295.66572.23
---Dipartimento di Scienze Economiche e Sociali, Facoltà di Economia "Giorgio Fuà", Università Politecnica delle Marche

Ancona, Italy

297.41643.14
215Marshall School of Business, University of Southern California

Los Angeles, California (USA)

297.49231.37
---Department of Finance and Business Economics, Marshall School of Business, University of Southern California

Los Angeles, California (USA)

297.49171.37
216Departamento de Economía de la Empresa, Universidad Carlos III de Madrid

Madrid, Spain

300.09242.53
---Economic Analysis & Policy Group (EAP), Walter A. Haas School of Business, University of California-Berkeley

Berkeley, California (USA)

300.5560.08
---Faculty of Finance, Bayes Business School, City University

London, United Kingdom

300.96151.65
217Université Paris-Dauphine (Paris IX)

Paris, France

307.571382.46
218Instituto Superior de Economia e Gestão (ISEG), Universidade de Lisboa

Lisboa, Portugal

307.741182.95
219School of Business, George Washington University

Washington, District of Columbia (USA)

307.98201.02
220Copenhagen Business School

København, Denmark

310.15800.94
221Jon M. Huntsman School of Business, Utah State University

Logan, Utah (USA)

311.53221.5
---Department of Economics and Finance, Jon M. Huntsman School of Business, Utah State University

Logan, Utah (USA)

311.53221.5

The rankings

Top 10% authors in the field of Banking

For Banking, these are 1510 authors affiliated with 2211 institutions.
All authors classified in this field.

RankAuthorScore
1Robert W. Vishny

Booth School of Business, University of Chicago, Chicago, Illinois (USA)

3.38
2Viral V. Acharya

Finance Department, Stern School of Business, New York University (NYU), New York City, New York (USA)

4.41
3Simplice A Asongu

African Governance and Development Institute (AGDI), Yaoundé, Cameroun

4.87
4Ross Levine

Walter A. Haas School of Business, University of California-Berkeley, Berkeley, California (USA)

5.4
5Asli Demirguc-Kunt

World Bank Group, Washington, District of Columbia (USA)

5.5
6Steven Ongena

Institut für Banking und Finance (Institut für Schweizerisches Bankwesen), Wirtschaftswissenschaftliche Fakutät, Universität Zürich, Zürich, Switzerland
Swiss Finance Institute, Genève/Zürich, Switzerland

7.03
7Mark L. Gertler

Department of Economics, New York University (NYU), New York City, New York (USA)

10.5
8Luc Laeven

European Central Bank, Frankfurt am Main, Germany

10.51
9Rene M. Stulz

Department of Finance, Fisher College of Business, Ohio State University, Columbus, Ohio (USA)

12.94
10Robert F. Engle III

Finance Department, Stern School of Business, New York University (NYU), New York City, New York (USA)
Volatility Institute, Stern School of Business, New York University (NYU), New York City, New York (USA)

13.3
11Anjan V. Thakor

Olin School of Business, Washington University in St. Louis, St. Louis, Missouri (USA)

14.74
12Jose-Luis Peydro

Departament d'Economia i Empresa, Universitat Pompeu Fabra, Barcelona School of Economics (BSE), Barcelona, Spain

15.34
13Stijn Claessens

Bank for International Settlements (BIS), Basel, Switzerland

15.68
14Hyun Song Shin

Bank for International Settlements (BIS), Basel, Switzerland

15.88
15Jeremy C. Stein

Department of Economics, Harvard University, Cambridge, Massachusetts (USA)
National Bureau of Economic Research (NBER), Cambridge, Massachusetts (USA)

15.98
16Franklin Allen

Business School, Imperial College, London, United Kingdom

17.54
17Leonardo Gambacorta

Bank for International Settlements (BIS), Basel, Switzerland

17.83
18Thorsten Beck

Robert Schuman Centre for Advanced Studies (RSCAS), European University Institute, Firenze, Italy

18.01
19Jean Charles Rochet

Geneva Finance Research Institute (GFRI), Université de Genève, Genève, Switzerland

19.53
20Philip Molyneux

Bangor Business School, Bangor University, Bangor, United Kingdom

20.24
21Iftekhar Hasan

Gabelli School of Business, Fordham University, New York City, New York (USA)
Suomen Pankki, Helsinki, Finland

22.94
22Tobias Adrian

International Monetary Fund (IMF), Washington, District of Columbia (USA)

23.37
23Anil K Kashyap

Booth School of Business, University of Chicago, Chicago, Illinois (USA)

23.48
24Gary Gorton

School of Management, Yale University, New Haven, Connecticut (USA)

23.5
25Andrei Shleifer

Department of Economics, Harvard University, Cambridge, Massachusetts (USA)
National Bureau of Economic Research (NBER), Cambridge, Massachusetts (USA)

23.6
26Jesus Saurina

Banco de España, Madrid, Spain

23.97
27Douglas Gale

Department of Economics, New York University (NYU), New York City, New York (USA)

24.56
28Patrick Bolton

Finance and Economics Department, Graduate School of Business, Columbia University, New York City, New York (USA)

25.13
29Nicholas M. Kiefer

Center for Analytic Economics, Department of Economics, Cornell University, Ithaca, New York (USA)

26.97
30John Y. Campbell

Department of Economics, Harvard University, Cambridge, Massachusetts (USA)

27.64
31Gregory Udell

Department of Finance, Kelley School of Business, Indiana University, Bloomington, Indiana (USA)

29.61
32Laurent Weill

Laboratoire de Recherche en Gestion (LaRGE), Institut de Finance de Strasbourg, Université de Strasbourg, Strasbourg, France

31.15
33Harry P. Huizinga

Departement Algemene Economie, School of Economics and Management, Universiteit van Tilburg, Tilburg, Netherlands

32.77
34Jean Tirole

Institut d'Économie Industrielle (IDEI), Toulouse School of Economics (TSE), Toulouse, France

33.3
35Rafael Repullo

Centro de Estudios Monetarios y Financieros (CEMFI), Madrid, Spain

34.97
36Joseph E. Stiglitz

Finance and Economics Department, Graduate School of Business, Columbia University, New York City, New York (USA)

36.25
37Allen N. Berger

41.16
38Anat Ruth Admati

Graduate School of Business, Stanford University, Stanford, California (USA)

41.51
39Charles W. Calomiris

44.04
40Edward J. Kane

Finance Department, Wallace E. Carroll School of Management, Boston College, Chestnut Hill, Massachusetts (USA)

44.09
41Raghuram G. Rajan

George J. Stigler Center for the Study of the Economy and the State, Booth School of Business, University of Chicago, Chicago, Illinois (USA)
Sloan School of Management, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts (USA)

45.01
42Philipp Schnabl

Stern School of Business, New York University (NYU), New York City, New York (USA)

46.46
43Stephen D. Williamson

Department of Economics, University of Western Ontario, London, Canada

49.84
44Gabriel Jimenez

Banco de España, Madrid, Spain

50.86
45Hans Degryse

Faculteit Economie en Bedrijfswetenschappen, KU Leuven, Leuven, Belgium

51.38
46Michael Koetter

Leibniz-Institut für Wirtschaftsforschung Halle (IWH), Halle, Germany

53.06
47Oliver D. Hart

Department of Economics, Harvard University, Cambridge, Massachusetts (USA)

54.24
48Randall Wright

Department of Finance, Investment and Banking, School of Business, University of Wisconsin-Madison, Madison, Wisconsin (USA)
Economics Department, University of Wisconsin-Madison, Madison, Wisconsin (USA)

54.74
49Vikrant Vig

London Business School (LBS), London, United Kingdom

54.9
50Sumit Agarwal

Department of Economics, National University of Singapore (NUS), Singapore, Singapore

55.2
51Amit Seru

Graduate School of Business, Stanford University, Stanford, California (USA)

55.42
52Reint Eberhard Gropp

Leibniz-Institut für Wirtschaftsforschung Halle (IWH), Halle, Germany

55.79
53Chen Lin

Faculty of Business and Economics, University of Hong Kong, Pokfulam, Hong Kong

57.96
54Joao Santos

Federal Reserve Bank of New York, New York City, New York (USA)

61.5
55Darrell Duffie

Graduate School of Business, Stanford University, Stanford, California (USA)

62.06
56Luigi Zingales

Booth School of Business, University of Chicago, Chicago, Illinois (USA)

63.77
57Claudio Borio

Bank for International Settlements (BIS), Basel, Switzerland

63.79
58Giovanni Dell'ariccia

Research Department, International Monetary Fund (IMF), Washington, District of Columbia (USA)

65.03
59Atif Rehman Mian

Department of Economics, Princeton University, Princeton, New Jersey (USA)
School of Public and International Affairs, Princeton University, Princeton, New Jersey (USA)

65.55
60Alain Monfort

Centre de Recherche en Économie et Statistique (CREST), Palaiseau, France

67.69
61Linda S. Goldberg

Research and Statistics Group, Federal Reserve Bank of New York, New York City, New York (USA)

72.23
62Manthos D. Delis

Montpellier Business School, Montpellier, France

72.36
63Zhiguo He

Booth School of Business, University of Chicago, Chicago, Illinois (USA)

72.39
64Nicola Cetorelli

Research and Statistics Group, Federal Reserve Bank of New York, New York City, New York (USA)

73.23
65Hamid Mehran

Federal Reserve Bank of New York, New York City, New York (USA)

73.25
66Mathias Drehmann

Bank for International Settlements (BIS), Basel, Switzerland

74.39
67Xavier Freixas

Centre de Recerca en Economia Financera i Comptabilitat (CREFC), Departament d'Economia i Empresa, Universitat Pompeu Fabra, Barcelona School of Economics (BSE), Barcelona, Spain
Centre for Economic Policy Research (CEPR), London, United Kingdom

75.19
68Amine Tarazi

Laboratoire d'Analyse et de Prospective Économique (LAPE), Faculté de Droit et des Sciences Économiques, Université de Limoges, Limoges, France

75.52
69Arvind Krishnamurthy

Graduate School of Business, Stanford University, Stanford, California (USA)

76.65
70David Marques-Ibanez

European Central Bank, Frankfurt am Main, Germany

76.89
71Elena Carletti

Dipartimento di Finanza, Università Commerciale Luigi Bocconi, Milano, Italy
Innocenzo Gasparini Institute for Economic Research (IGIER), Università Commerciale Luigi Bocconi, Milano, Italy

78.49
72Yener Altunbas

Bangor Business School, Bangor University, Bangor, United Kingdom

80.96
73Claudia M. Buch

Deutsche Bundesbank, Frankfurt, Germany

81.04
74Javier Suarez

Centro de Estudios Monetarios y Financieros (CEMFI), Madrid, Spain

83.39
75Joe Peek

Economic Research, Federal Reserve Bank of Boston, Boston, Massachusetts (USA)

84.01
76Jakob de Haan

Faculteit Economie en Bedrijfskunde, Rijksuniversiteit Groningen, Groningen, Netherlands

84.34
77Sherrill Shaffer

Department of Economics, College of Business, University of Wyoming, Laramie, Wyoming (USA)

86.56
78Andrew Metrick

School of Management, Yale University, New Haven, Connecticut (USA)

87.3
79Alan M. Taylor

Economics Department, University of California-Davis, Davis, California (USA)

88.58
80Manju Puri

Finance Area, Fuqua School of Business, Duke University, Durham, North Carolina (USA)

88.76
81Benjamin Miranda Tabak

Escola de Políticas Públicas e Governo (EPPG), Fundação Getúlio Vargas (FGV), Brasília, Brazil

89.14
82Christian S. Gourieroux

Department of Economics, University of Toronto, Toronto, Canada

89.91
83Simon Gilchrist

Department of Economics, New York University (NYU), New York City, New York (USA)

90.37
84Adam B. Ashcraft

Research and Statistics Group, Federal Reserve Bank of New York, New York City, New York (USA)

91.48
85Harald Uhlig

Department of Economics, University of Chicago, Chicago, Illinois (USA)

91.5
86Patrick M. McGuire

Bank for International Settlements (BIS), Basel, Switzerland

92.58
87Neeltje Van Horen

Bank of England, London, United Kingdom

96.49
88Mike Tsionas

Management School, Lancaster University, Lancaster, United Kingdom

101.61
89John Muellbauer

Department of Economics, Oxford University, Oxford, United Kingdom

103.37
90Gerard Caprio Jr.

Economics Department, Williams College, Williamstown, Massachusetts (USA)

104.14
91Timothy H. Hannan

Federal Reserve Board (Board of Governors of the Federal Reserve System), Washington, District of Columbia (USA)

104.78
92Inaki Aldasoro

Bank for International Settlements (BIS), Basel, Switzerland

104.91
93David Thesmar

Sloan School of Management, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts (USA)

106.22
94Markus K. Brunnermeier

Department of Economics, Princeton University, Princeton, New Jersey (USA)

108.48
95Todd Keister

Department of Economics, Rutgers University-New Brunswick, New Brunswick, New Jersey (USA)

108.99
96Martin F. Hellwig

Max-Planck-Institut zur Erforschung von Gemeinschaftsgütern, Max-Planck-Gesellschaft, Bonn, Germany

109.59
97Maria Soledad Martinez Peria

Research Department, International Monetary Fund (IMF), Washington, District of Columbia (USA)

109.92
98Pierre-Richard Agenor

School of Economics, University of Manchester, Manchester, United Kingdom

110.17
99Martin Brown

School of Finance, Universität St. Gallen, Sankt Gallen, Switzerland

111.2
100Andrea Filippo Presbitero

International Monetary Fund (IMF), Washington, District of Columbia (USA)

112.64
101Moritz Schularick

Wirtschaftswissenschaftlicher Fachbereich, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany

115.39
102Glenn Schepens

European Central Bank, Frankfurt am Main, Germany

115.41
103David Andolfatto

Research Division, Federal Reserve Bank of St. Louis, St. Louis, Missouri (USA)

116.32
104Ralph De Haas

European Bank for Reconstruction and Development (EBRD), London, United Kingdom

118.19
105Marco Pagano

Centro Studi di Economia e Finanza (CSEF), Napoli, Italy

118.41
106Sweder van Wijnbergen

Faculteit Economie en Bedrijfskunde, Universiteit van Amsterdam, Amsterdam, Netherlands
Tinbergen Instituut, Amsterdam, Netherlands

120.37
107Wolf Wagner

Department of Finance, Rotterdam School of Management (RSM Erasmus University), Erasmus Universiteit Rotterdam, Rotterdam, Netherlands

121.89
108Nikola Tarashev

Bank for International Settlements (BIS), Basel, Switzerland

122.2
109Joaquin Maudos

Instituto Valenciano de Investigaciones Económicas (IVIE), Valencia, Spain
Departament d'Anàlisi Económica, Facultad de Economía, Universidad de València, València, Spain

122.88
110Joseph P. Hughes

Department of Economics, Rutgers University-New Brunswick, New Brunswick, New Jersey (USA)

123.53
111Paolo Emilio Mistrulli

Banca d'Italia, Roma, Italy

124.24
112Robert Cull

Economics Research, World Bank Group, Washington, District of Columbia (USA)

124.73
113Guido Tabellini

Innocenzo Gasparini Institute for Economic Research (IGIER), Università Commerciale Luigi Bocconi, Milano, Italy

124.87
114David Alexandre Sraer

Department of Economics, University of California-Berkeley, Berkeley, California (USA)
Finance Group, Walter A. Haas School of Business, University of California-Berkeley, Berkeley, California (USA)

125.53
115Enrico Sette

Banca d'Italia, Roma, Italy

127.55
116Paul Klemperer

128.21
117Larry D. Wall

Economic Research Department, Federal Reserve Bank of Atlanta, Atlanta, Georgia (USA)

128.31
118Oscar Jorda

Economic Research, Federal Reserve Bank of San Francisco, San Francisco, California (USA)

128.83
119Simon H. Kwan

Economic Research, Federal Reserve Bank of San Francisco, San Francisco, California (USA)

129.58
120Mariassunta Giannetti

Department of Finance, Stockholm School of Economics, Stockholm, Sweden

130.08
121Tanju Yorulmazer

Research and Statistics Group, Federal Reserve Bank of New York, New York City, New York (USA)

130.92
122Paul Wachtel

Stern School of Business, New York University (NYU), New York City, New York (USA)

133.41
123Costas Azariadis

Department of Economics, Washington University in St. Louis, St. Louis, Missouri (USA)

134.03
124Gary Richardson

Department of Economics, University of California-Irvine, Irvine, California (USA)

134.08
125Giorgio E. Primiceri

Department of Economics, Northwestern University, Evanston, Illinois (USA)

136.94
126Sascha Steffen

European School of Management and Technology (ESMT), Berlin, Germany

137.71
127Franco Fiordelisi

Essex Finance Center, Essex Business School, University of Essex, Colchester, United Kingdom

138.55
128Alberto Zazzaro

Centro Studi di Economia e Finanza (CSEF), Napoli, Italy

138.85
129Maximilian J.B. Hall

School of Business and Economics, Loughborough University, Loughborough, United Kingdom

139.17
130Antoinette Schoar

Sloan School of Management, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts (USA)

139.65
131P. Dean Corbae

Economics Department, University of Wisconsin-Madison, Madison, Wisconsin (USA)

140.08
132Christoffer Kok

European Central Bank, Frankfurt am Main, Germany

140.24
133Klaus Schaeck

School of Economics, University of Bristol, Bristol, United Kingdom

140.5
134Angela Maddaloni

European Central Bank, Frankfurt am Main, Germany

142.84
135Loretta J. Mester

Federal Reserve Bank of Cleveland, Cleveland, Ohio (USA)

143.96
136Egon Zakrajsek

Bank for International Settlements (BIS), Basel, Switzerland

145.69
137Enrique G. Mendoza

Department of Economics, University of Pennsylvania, Philadelphia, Pennsylvania (USA)

145.87
138Hans Gersbach

CER-ETH Center of Economic Research, Department of Management, Technology and Economics (D-MTEC), Eidgenössische Technische Hochschule Zürich (ETHZ), Zürich, Switzerland
Institute of Labor Economics (IZA), Bonn, Germany

146.23
139Frank Rafael Smets

European Central Bank, Frankfurt am Main, Germany

149.15
140Ricardo Correa

Federal Reserve Board (Board of Governors of the Federal Reserve System), Washington, District of Columbia (USA)

149.82
141Julapa A. Jagtiani

Federal Reserve Bank of Philadelphia, Philadelphia, Pennsylvania (USA)

150.47
142Andreas Fuster

Collège du Management de la Technologie, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

152.03
143Ester Faia

Abteilung Geld und Währung, Fachbereich Wirtschaftswissenschaft, Goethe Universität Frankfurt am Main, Frankfurt am Main, Germany

153.13
144Skander J. Van den Heuvel

Federal Reserve Board (Board of Governors of the Federal Reserve System), Washington, District of Columbia (USA)

153.66
145Suk-Joong Kim

Discipline of Finance, Business School, University of Sydney, Sydney, Australia

154.17
146Lucrezia Reichlin

Department of Economics, London Business School (LBS), London, United Kingdom
Centre for Economic Policy Research (CEPR), London, United Kingdom

156.83
147Kostas Tsatsaronis

Bank for International Settlements (BIS), Basel, Switzerland

156.91
148Andrew Kenan Rose

Economic Analysis & Policy Group (EAP), Walter A. Haas School of Business, University of California-Berkeley, Berkeley, California (USA)

157.6
149Christopher Mayer

Finance and Economics Department, Graduate School of Business, Columbia University, New York City, New York (USA)

159.79
150Federico M. Signoretti

Banca d'Italia, Roma, Italy

159.83
151Paolo Angelini

Banca d'Italia, Roma, Italy

160.87

The data presented here is experimental. It is based on a limited sample of the research output in Economics and Finance. Only material catalogued in RePEc is considered. For any citation based criterion, only works that could be parsed by the CitEc project are considered. For any ranking of people, only those registered with the RePEc Author Service can be taken into account. And for rankings of institutions, only those listed in EDIRC and claimed as affiliation by the respective, registered authors can be measured. Thus, this list is by no means based on a complete sample. You can help making this more comprehensive by encouraging more publications to be listed (instructions) and more authors to register (form). For more details on the various rankings that are available as well for documentation, follow this link.

Credits:

We do our best, but we cannot exclude errors.
IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.