For Efficiency & Productivity, these are 1272 authors affiliated with 2930 institutions.
.
| Rank | Institution | Score | Authors | Author shares |
| 1 | London School of Economics (LSE) London, United Kingdom | 1.79 | 331 | 5.6 |
| 2 | National Bureau of Economic Research (NBER) Cambridge, Massachusetts (USA) | 3.41 | 460 | 2.35 |
| 3 | World Bank Group Washington, District of Columbia (USA) | 5.02 | 601 | 20.23 |
| 4 | School of Economics, University of Queensland Brisbane, Australia | 5.87 | 94 | 5.56 |
| 5 | African Governance and Development Institute (AGDI) Yaoundé, Cameroun | 7.62 | 7 | 0.98 |
| --- | Centre for Economic Performance (CEP), London School of Economics (LSE) London, United Kingdom | 7.93 | 91 | 1.33 |
| 6 | Organisation de Coopération et de Développement Économiques (OCDE) Paris, France | 8.24 | 247 | 18.05 |
| 7 | Department of Commerce, Government of the United States Washington, District of Columbia (USA) | 8.66 | 86 | 9.26 |
| 8 | Department of Economics, University of California-Berkeley Berkeley, California (USA) | 9.6 | 62 | 0.82 |
| --- | Census Bureau, Department of Commerce, Government of the United States Washington, District of Columbia (USA) | 11.09 | 67 | 8.26 |
| 9 | Department of Economics, Stanford University Stanford, California (USA) | 11.84 | 64 | 0.44 |
| 10 | Faculteit Economie en Bedrijfswetenschappen, KU Leuven Leuven, Belgium | 12.35 | 143 | 7.81 |
| 11 | Department of Economics, University of Toronto Toronto, Canada | 13.84 | 73 | 2.33 |
| --- | Center for Economic Studies, Census Bureau, Department of Commerce, Government of the United States Washington, District of Columbia (USA) | 16.92 | 47 | 7.3 |
| 12 | Louvain Institute of Data Analysis and Modelling in Economics and Statistics (LIDAM), Université Catholique de Louvain Louvain-la-Neuve, Belgium | 17.88 | 132 | 2.67 |
| 13 | Booth School of Business, University of Chicago Chicago, Illinois (USA) | 17.99 | 61 | 1.06 |
| 14 | Banca d'Italia Roma, Italy | 18.83 | 302 | 13.23 |
| 15 | International Monetary Fund (IMF) Washington, District of Columbia (USA) | 19.17 | 497 | 11.94 |
| 16 | Department of Economics, University of Maryland College Park, Maryland (USA) | 20.39 | 48 | 0.66 |
| --- | Center for Operations Research and Econometrics (CORE), Louvain Institute of Data Analysis and Modelling in Economics and Statistics (LIDAM), Université Catholique de Louvain Louvain-la-Neuve, Belgium | 21.66 | 50 | 1.46 |
| 17 | Department of Economics, Harvard University Cambridge, Massachusetts (USA) | 22.9 | 74 | 2.31 |
| --- | Economics Department, Organisation de Coopération et de Développement Économiques (OCDE) Paris, France | 22.91 | 79 | 8.6 |
| --- | Economics Research, World Bank Group Washington, District of Columbia (USA) | 24.49 | 154 | 6.25 |
| 18 | Department of Economics, State University of New York-Binghamton (SUNY) Binghamton, New York (USA) | 25.25 | 23 | 0.85 |
| 19 | Economics Department, Michigan State University East Lansing, Michigan (USA) | 27.1 | 58 | 0.96 |
| 20 | Faculteit Economie en Bedrijfskunde, Rijksuniversiteit Groningen Groningen, Netherlands | 27.37 | 81 | 2.86 |
| 21 | Università Commerciale Luigi Bocconi Milano, Italy | 29.65 | 168 | 2.53 |
| 22 | Economic Research Service, Department of Agriculture, Government of the United States Washington, District of Columbia (USA) | 29.94 | 121 | 7.42 |
| 23 | Department of Economics, Boston College Chestnut Hill, Massachusetts (USA) | 30.28 | 63 | 1.53 |
| --- | Centre for Efficiency and Productivity Analysis (CEPA), School of Economics, University of Queensland Brisbane, Australia | 30.91 | 7 | 1.56 |
| 24 | Department of Economics, Pennsylvania State University State College, Pennsylvania (USA) | 32.54 | 33 | 1.59 |
| 25 | Vancouver School of Economics, University of British Columbia Vancouver, Canada | 33.85 | 60 | 1.86 |
| --- | John E. Walker Department of Economics, College of Business and Behavioral Science, Clemson University Clemson, South Carolina (USA) | 35.01 | 31 | 1.2 |
| 26 | College of Business and Behavioral Science, Clemson University Clemson, South Carolina (USA) | 35.01 | 33 | 1.2 |
| 27 | International Food Policy Research Institute (IFPRI) Washington, District of Columbia (USA) | 37.79 | 187 | 7.61 |
| 28 | Solvay Brussels School of Economics and Management, Université Libre de Bruxelles Bruxelles, Belgium | 42.87 | 175 | 6.73 |
| 29 | Wharton School of Business, University of Pennsylvania Philadelphia, Pennsylvania (USA) | 43.5 | 86 | 2.18 |
| 30 | Economics Department, Yale University New Haven, Connecticut (USA) | 44.52 | 59 | 0.44 |
| 31 | Department of Economics, University of Chicago Chicago, Illinois (USA) | 44.64 | 78 | 0.87 |
| 32 | Institute of Labor Economics (IZA) Bonn, Germany | 45.23 | 952 | 2.8 |
| 33 | Economics Department, Massachusetts Institute of Technology (MIT) Cambridge, Massachusetts (USA) | 48.97 | 64 | 0.43 |
| 34 | School of Economics, University of Nottingham Nottingham, United Kingdom | 49.03 | 121 | 2.6 |
| 35 | Department of Economics, Princeton University Princeton, New Jersey (USA) | 49.98 | 52 | 0.49 |
| 36 | Centro de Estudios Monetarios y Financieros (CEMFI) Madrid, Spain | 51.35 | 26 | 0.94 |
| 37 | Stern School of Business, New York University (NYU) New York City, New York (USA) | 51.45 | 53 | 1.72 |
| 38 | Graduate School of Business, Stanford University Stanford, California (USA) | 53.1 | 43 | 0.56 |
| 39 | Management School, Lancaster University Lancaster, United Kingdom | 53.63 | 68 | 4.01 |
| 40 | Paris School of Economics Paris, France | 54.32 | 215 | 2.76 |
| 41 | Business School, Imperial College London, United Kingdom | 54.98 | 45 | 1.69 |
| 42 | Motu: Economic & Public Policy Research Wellington, New Zealand | 55.51 | 22 | 2.21 |
| 43 | Economics Department, Brown University Providence, Rhode Island (USA) | 58.76 | 62 | 0.3 |
| 44 | Monash Business School, Monash University Melbourne, Australia | 59.23 | 188 | 3.76 |
| 45 | Federal Reserve Bank of New York New York City, New York (USA) | 60.52 | 88 | 1.64 |
| 46 | United Nations University-Maastricht Economic Research Institute of Innovation and Technology (UNU-MERIT) Maastricht, Netherlands | 61.98 | 108 | 3.62 |
| --- | Groningen Growth and Development Centre (GGDC), Faculteit Economie en Bedrijfskunde, Rijksuniversiteit Groningen Groningen, Netherlands | 62.37 | 11 | 1.34 |
| 47 | Department of Economics, Rice University Houston, Texas (USA) | 63.33 | 20 | 0.93 |
| 48 | Department of Economics, University of Warwick Coventry, United Kingdom | 63.34 | 89 | 1.73 |
| 49 | Dipartimenti e Istituti di Scienze Economiche, Università Cattolica del Sacro Cuore Milano/Piacenza, Italy | 63.86 | 105 | 5.35 |
| 50 | UNSW Business School, UNSW Sydney Sydney, Australia | 68.12 | 82 | 3.89 |
| 51 | Department of Economics, Oxford University Oxford, United Kingdom | 68.26 | 177 | 2.94 |
| --- | Economics Department, Stern School of Business, New York University (NYU) New York City, New York (USA) | 68.73 | 20 | 1.01 |
| 52 | Inter-American Development Bank Washington, District of Columbia (USA) | 69.05 | 120 | 7.16 |
| 53 | Sciences économiques, Sciences Po Paris, France | 69.66 | 119 | 1.82 |
| 54 | Department of Economics, Boston University Boston, Massachusetts (USA) | 71.15 | 69 | 2.36 |
| 55 | Department of Economics, School of Arts and Sciences, Columbia University New York City, New York (USA) | 73.63 | 55 | 0.48 |
| 56 | Department of Economics, University College London (UCL) London, United Kingdom | 75.07 | 67 | 0.91 |
| 57 | Department of Economics, Northwestern University Evanston, Illinois (USA) | 75.43 | 43 | 0.27 |
| --- | Department of Economics, Sciences économiques, Sciences Po Paris, France | 75.65 | 54 | 1.65 |
| 58 | Lille Économie et Management (LEM) Lille, France | 76.07 | 141 | 4.07 |
| 59 | Harvard Kennedy School, Harvard University Cambridge, Massachusetts (USA) | 76.39 | 83 | 0.25 |
| 60 | Banque de France Paris, France | 80.88 | 186 | 5.26 |
| 61 | Federal Reserve Bank of San Francisco San Francisco, California (USA) | 86.89 | 39 | 1.13 |
| 62 | Barcelona School of Economics (BSE) Barcelona, Spain | 88.11 | 165 | 3.07 |
| --- | School of Economics, UNSW Business School, UNSW Sydney Sydney, Australia | 89.09 | 50 | 1.66 |
| 63 | Copenhagen Business School København, Denmark | 89.88 | 84 | 3.71 |
| 64 | Bank for International Settlements (BIS) Basel, Switzerland | 89.95 | 95 | 2.37 |
| 65 | DIW Berlin (Deutsches Institut für Wirtschaftsforschung) Berlin, Germany | 90.03 | 141 | 4.37 |
| 66 | McDonough School of Business, Georgetown University Washington, District of Columbia (USA) | 91.13 | 9 | 1.2 |
| --- | Economics Department, London School of Economics (LSE) London, United Kingdom | 91.18 | 52 | 0.98 |
| 67 | Economics Department, University of California-Davis Davis, California (USA) | 92.34 | 50 | 1.17 |
| --- | Dipartimento di Economia "Ettore Bocconi", Università Commerciale Luigi Bocconi Milano, Italy | 92.91 | 32 | 1.2 |
| --- | Research Division, Federal Reserve Bank of St. Louis St. Louis, Missouri (USA) | 93.21 | 52 | 1.1 |
| 68 | Federal Reserve Bank of St. Louis St. Louis, Missouri (USA) | 93.21 | 59 | 1.1 |
| --- | Economic Research, Federal Reserve Bank of San Francisco San Francisco, California (USA) | 95.12 | 33 | 1.08 |
| 69 | Federal Reserve Board (Board of Governors of the Federal Reserve System) Washington, District of Columbia (USA) | 97.27 | 213 | 2.16 |
| 70 | Centre for Economic Policy Research (CEPR) London, United Kingdom | 98.54 | 363 | 0.63 |
| --- | Centrum voor Economische Studiën, Faculteit Economie en Bedrijfswetenschappen, KU Leuven Leuven, Belgium | 98.83 | 48 | 1.43 |
| 71 | Department of International Development (Queen Elizabeth House), Oxford University Oxford, United Kingdom | 99.12 | 26 | 0.91 |
| --- | Dipartimento di Politica Economica, Dipartimenti e Istituti di Scienze Economiche, Università Cattolica del Sacro Cuore Milano, Italy | 101.8 | 34 | 2.88 |
| 72 | European Central Bank Frankfurt am Main, Germany | 103.38 | 251 | 5.34 |
| 73 | Facultad de Economía y Empresa, Universidad de Oviedo Oviedo, Spain | 105.26 | 40 | 6.44 |
| 74 | Banco de España Madrid, Spain | 105.48 | 116 | 4.31 |
| 75 | Center for Energy and Environmental Policy Research (CEEP), Beijing Institute of Technology Beijing, China | 106.23 | 29 | 1.17 |
| 76 | Laboratory of Economics and Management (LEM), Scuola Superiore Sant'Anna Pisa, Italy | 106.26 | 38 | 1.5 |
| 77 | Leibniz-Zentrum für Europäische Wirtschaftsforschung (ZEW) Mannheim, Germany | 106.36 | 162 | 6.32 |
| 78 | Department of Management, Technology and Economics (D-MTEC), Eidgenössische Technische Hochschule Zürich (ETHZ) Zürich, Switzerland | 106.4 | 87 | 2.99 |
| 79 | Department of Economics, York University Toronto, Canada | 109.44 | 40 | 2.06 |
| --- | Økonomisk Institut, Copenhagen Business School Frederiksberg, Denmark | 109.83 | 30 | 3.26 |
| 80 | Department of Economics, University of Minnesota Minneapolis, Minnesota (USA) | 110.28 | 20 | 0.36 |
| 81 | Facultad de Economía, Universidad de València València, Spain | 111.29 | 73 | 3.86 |
| 82 | Centre de Recherche en Économie et Statistique (CREST) Palaiseau, France | 115.43 | 96 | 0.99 |
| 83 | Economics Department, University of Michigan Ann Arbor, Michigan (USA) | 116.21 | 61 | 1.02 |
| 84 | School of Economics, University of Kent Canterbury, United Kingdom | 116.35 | 53 | 1.85 |
| 85 | Alliance Manchester Business School, University of Manchester Manchester, United Kingdom | 117.26 | 37 | 2.02 |
| 86 | Rotterdam School of Management (RSM Erasmus University), Erasmus Universiteit Rotterdam Rotterdam, Netherlands | 118.61 | 26 | 2.73 |
| 87 | Centro de Investigación Operativa (CIO), Universidad Miguel Hernández Elche, Spain | 121.94 | 6 | 2 |
| 88 | David Eccles School of Business, University of Utah Salt Lake City, Utah (USA) | 122.33 | 12 | 0.53 |
| 89 | Department of Agricultural & Applied Economics, University of Wisconsin-Madison Madison, Wisconsin (USA) | 123.46 | 27 | 2.36 |
| 90 | ifo Institut - Leibniz-Institut für Wirtschaftsforschung an der Universität München e.V. München, Germany | 123.94 | 166 | 3.41 |
| 91 | Økonomisk institutt, Universitetet i Oslo Oslo, Norway | 125.1 | 44 | 1 |
| --- | Department of Finance, David Eccles School of Business, University of Utah Salt Lake City, Utah (USA) | 126.83 | 8 | 0.5 |
| 92 | Federal Reserve Bank of Minneapolis Minneapolis, Minnesota (USA) | 127.03 | 35 | 0.57 |
| 93 | Dipartimento di Scienze Economiche, Statistiche e Finanziarie "Giovanni Anania", Università degli Studi della Calabria Arcavacata di Rende, Italy | 127.06 | 16 | 4.17 |
| 94 | School of Business and Economics, Loughborough University Loughborough, United Kingdom | 127.42 | 35 | 6.01 |
| --- | Institut für Volkswirtschaftslehre, Fakultät Wirtschaftswissenschaften, Leuphana Universität Lüneburg Lüneburg, Germany | 127.97 | 13 | 0.38 |
| 95 | Fakultät Wirtschaftswissenschaften, Leuphana Universität Lüneburg Lüneburg, Germany | 127.97 | 21 | 0.38 |
| 96 | Walter A. Haas School of Business, University of California-Berkeley Berkeley, California (USA) | 129.63 | 51 | 0.56 |
| 97 | Instituto Superior de Economia e Gestão (ISEG), Universidade de Lisboa Lisboa, Portugal | 130.75 | 129 | 4.88 |
| 98 | University of Piraeus Piraeus, Greece | 131.9 | 66 | 3.12 |
| 99 | School of Business and Economics, Vrije Universiteit Amsterdam Amsterdam, Netherlands | 133.11 | 121 | 2.05 |
| 100 | Crawford School of Public Policy, Australian National University Canberra, Australia | 133.24 | 178 | 4.51 |
| 101 | Department of Economics, University of Crete Rethymnon, Greece | 134.12 | 25 | 3.29 |
| 102 | Harvard Business School, Harvard University Cambridge, Massachusetts (USA) | 134.47 | 40 | 0.26 |
| 103 | Joint Research Centre, European Commission Sevilla, Spain | 136.25 | 315 | 7.52 |
| 104 | Centro Ricerche Nord Sud (CRENoS) Cagliari, Italy | 137.2 | 48 | 3.33 |
| 105 | Tinbergen Instituut Amsterdam, Netherlands | 137.7 | 123 | 0.54 |
| --- | Real Estate Department, Wharton School of Business, University of Pennsylvania Philadelphia, Pennsylvania (USA) | 137.78 | 10 | 0.17 |
| 106 | Leibniz-Institut für Wirtschaftsforschung Halle (IWH) Halle, Germany | 138.27 | 53 | 1.86 |
| 107 | Deutsche Bundesbank Frankfurt, Germany | 139.51 | 172 | 4.27 |
| 108 | INSEAD Fontainebleau, France | 140.27 | 22 | 0.25 |
| --- | Economic and Political Sciences Area, INSEAD Fontainebleau, France | 140.27 | 9 | 0.25 |
| 109 | Facoltà di Economia, Università degli Studi di Roma "Tor Vergata" Roma, Italy | 141.55 | 114 | 4.24 |
| 110 | École Universitaire de Recherche d'Économie et de Management (ELMI), Université Côte d'Azur Nice, France | 142.72 | 90 | 3.68 |
| --- | Groupe de REcherche en Droit, Économie, Gestion (GREDEG), École Universitaire de Recherche d'Économie et de Management (ELMI), Université Côte d'Azur Nice, France | 142.72 | 85 | 3.68 |
| 111 | Dipartimento di Scienze Economiche e Statistiche (DISES), Università degli Studi di Salerno Fisciano, Italy | 145.81 | 44 | 3.95 |
| --- | Research and Statistics Group, Federal Reserve Bank of New York New York City, New York (USA) | 146.03 | 64 | 1.28 |
| 112 | Economics Department, Dartmouth College Hanover, New Hampshire (USA) | 147.1 | 40 | 0.71 |
| 113 | Dipartimento di Economia e Finanza (DEF), Libera Università Internazionale degli Studi Sociali Guido Carli (LUISS) Roma, Italy | 148.09 | 43 | 2.18 |
| 114 | Ross School of Business, University of Michigan Ann Arbor, Michigan (USA) | 148.44 | 28 | 0.8 |
| 115 | SKEMA Business School Lille, France | 148.78 | 43 | 3.06 |
| 116 | Department of Economics, University of Connecticut Storrs, Connecticut (USA) | 149.12 | 49 | 2.41 |
| 117 | Facultade de Ciencias Económicas e Empresariais, Universidade de Santiago de Compostela Santiago de Compostela, Spain | 149.3 | 36 | 5.24 |
| 118 | Department of Economics, Vanderbilt University Nashville, Tennessee (USA) | 151.11 | 42 | 1.54 |
| 119 | Wirtschaftswissenschaftliche Fakutät, Universität Zürich Zürich, Switzerland | 153.56 | 163 | 3.7 |
| 120 | School of Business and Economics, Maastricht University Maastricht, Netherlands | 153.58 | 95 | 1.77 |
| 121 | Toulouse School of Economics (TSE) Toulouse, France | 154.23 | 156 | 2.57 |
| 122 | Department of Economics, International Business School, Brandeis University Waltham, Massachusetts (USA) | 156.34 | 35 | 1.18 |
| 123 | Department of Economics, University of Birmingham Birmingham, United Kingdom | 157.03 | 53 | 1.06 |
| --- | Research Department, Federal Reserve Bank of Minneapolis Minneapolis, Minnesota (USA) | 157.44 | 19 | 0.47 |
| 124 | Department of Agricultural and Resource Economics, University of California-Davis Davis, California (USA) | 157.87 | 26 | 0.69 |
| 125 | Institute of Business and Management, National Yang Ming Chiao Tung University Taipei, Taiwan | 158.04 | 3 | 1 |
| 126 | Department of Economics, University of California-Los Angeles (UCLA) Los Angeles, California (USA) | 161.78 | 55 | 0.84 |
| --- | Research in Economics and Mathematics (REM), Instituto Superior de Economia e Gestão (ISEG), Universidade de Lisboa Lisboa, Portugal | 161.96 | 71 | 3.38 |
| 127 | Institut ekonomických studií, Univerzita Karlova v Praze Praha, Czech Republic | 163.34 | 127 | 5.4 |
| 128 | Department of Public Administration and Policy, University of Georgia Athens, Georgia (USA) | 163.37 | 3 | 1 |
| 129 | Bank of England London, United Kingdom | 164.32 | 205 | 5.47 |
| 130 | Graduate School of Economics, Kyoto University Kyoto, Japan | 164.58 | 36 | 2.28 |
| 131 | Charles H. Dyson School of Applied Economics and Management, College of Agriculture and Life Sciences, Cornell University Ithaca, New York (USA) | 167.85 | 39 | 1.18 |
| --- | Departament d'Economia i Empresa, Universitat Pompeu Fabra, Barcelona School of Economics (BSE) Barcelona, Spain | 168.02 | 96 | 2.03 |
| 132 | Faculteit Economie en Bedrijfskunde, Universiteit Gent Gent, Belgium | 170.08 | 109 | 4.58 |
| 133 | Department of Economics and Related Studies, University of York York, United Kingdom | 172.24 | 84 | 2.37 |
| --- | Department of Geography and Environment, London School of Economics (LSE) London, United Kingdom | 172.28 | 30 | 0.81 |
| --- | Unidade de Estudos sobre Complexidade e Economia (UECE), Research in Economics and Mathematics (REM), Instituto Superior de Economia e Gestão (ISEG), Universidade de Lisboa Lisboa, Portugal | 172.47 | 53 | 3.26 |
| 134 | Dipartimento di Economia e Impresa, Università degli Studi di Catania Catania, Italy | 174.94 | 27 | 3.81 |
| --- | Directorate for Employment, Labour and Social Affairs (ELS), Organisation de Coopération et de Développement Économiques (OCDE) Paris, France | 175.15 | 34 | 1.71 |
| --- | Innocenzo Gasparini Institute for Economic Research (IGIER), Università Commerciale Luigi Bocconi Milano, Italy | 179.34 | 49 | 0.14 |
| 135 | Department of Agricultural Economics, Kansas State University Manhattan, Kansas (USA) | 180.28 | 35 | 5.33 |
| 136 | Business School, King's College London London, United Kingdom | 181.13 | 31 | 1.5 |
| 137 | Neoma Business School Rouen/Reims, France | 181.81 | 14 | 0.5 |
| 138 | Department of Economics, Hebrew University of Jerusalem Jerusalem, Israel | 182.96 | 39 | 0.81 |
| 139 | Faculty of Business and Law, Curtin University Perth, Australia | 183.73 | 44 | 0.86 |
| 140 | Tuck School of Business, Dartmouth College Hanover, New Hampshire (USA) | 184.78 | 12 | 0.29 |
| 141 | Schar School of Policy and Government, George Mason University Arlington, Virginia (USA) | 188.83 | 19 | 0.58 |
| 142 | Athens University of Economics and Business (AUEB) Athens, Greece | 190.63 | 89 | 1.66 |
| --- | Dipartimento di Economia e Finanza, Facoltà di Economia, Università degli Studi di Roma "Tor Vergata" Roma, Italy | 191.27 | 66 | 2.29 |
| 143 | Department of Agricultural and Resource Economics, University of Maryland College Park, Maryland (USA) | 193.19 | 27 | 1 |
| 144 | School of Management, Politecnico di Milano Milano, Italy | 197.26 | 21 | 1.5 |
| --- | Institute of Developing Economies, Japan External Trade Organization (JETRO), Government of Japan Tokyo, Japan | 197.33 | 44 | 3.13 |
| 145 | Japan External Trade Organization (JETRO), Government of Japan Tokyo, Japan | 197.33 | 45 | 3.13 |
| 146 | Department of Economics, Duke University Durham, North Carolina (USA) | 197.45 | 47 | 1.21 |
| 147 | Kellogg Graduate School of Management, Northwestern University Evanston, Illinois (USA) | 199.16 | 52 | 0.78 |
| 148 | Nationale Bank van België/Banque national de Belqique (BNB) Bruxelles/Brussel, Belgium | 201.14 | 35 | 2.15 |
| 149 | Banco de la Republica de Colombia Bogotá, Colombia | 201.93 | 122 | 3.53 |
| 150 | Department of Food Economics and Marketing, School of Agriculture, Policy and Development, University of Reading Reading, United Kingdom | 202.79 | 11 | 1.9 |
| 151 | Faculty of Business and Economics, University of Hong Kong Pokfulam, Hong Kong | 204.06 | 27 | 0.52 |
| 152 | Montpellier Business School Montpellier, France | 205.5 | 10 | 1.61 |
| 153 | Faculteit der Economische Wetenschappen, Erasmus Universiteit Rotterdam Rotterdam, Netherlands | 207.89 | 113 | 0.83 |
| 154 | Ekonomska fakuteta, Univerza v Ljubljani Ljubljana, Slovenia | 210.49 | 19 | 2.45 |
| 155 | Department of Economics, University of Houston Houston, Texas (USA) | 210.51 | 25 | 0.4 |
| --- | Laboratoire de Recherche en Gestion (LaRGE), Institut de Finance de Strasbourg, Université de Strasbourg Strasbourg, France | 213.16 | 25 | 2.02 |
| 156 | Institut de Finance de Strasbourg, Université de Strasbourg Strasbourg, France | 213.16 | 25 | 2.02 |
| 157 | Dipartimento di Economia e Statistica "Cognetti de Martiis", Università degli Studi di Torino Torino, Italy | 214.19 | 54 | 1.52 |
| 158 | Institutet för Näringslivsforskning (IFN) Stockholm, Sweden | 214.52 | 99 | 2.65 |
| 159 | Faculty of Economics, University of Cambridge Cambridge, United Kingdom | 215.51 | 64 | 1.32 |
| 160 | Stanford Institute for Economic Policy Research (SIEPR), Stanford University Stanford, California (USA) | 216.16 | 22 | 0.14 |
| 161 | Department of Economics, Simon Fraser University Burnaby, Canada | 216.73 | 39 | 0.94 |
| 162 | Bangor Business School, Bangor University Bangor, United Kingdom | 217.11 | 34 | 0.54 |
| 163 | Departamento de Economía, Universidad Carlos III de Madrid Madrid, Spain | 217.83 | 62 | 1.33 |
| 164 | Department of Economics, University of Calgary Calgary, Canada | 220.39 | 42 | 0.9 |
| 165 | Cardiff Business School, Cardiff University Cardiff, United Kingdom | 220.77 | 53 | 2.44 |
| --- | Departament d'Estructura Econòmica, Facultad de Economía, Universidad de València València, Spain | 223.39 | 16 | 2.27 |
| 166 | Department of Economics, University of Southern California Los Angeles, California (USA) | 224.2 | 68 | 0.79 |
| 167 | Centre for Macroeconomics (CFM) London, United Kingdom | 224.29 | 29 | 0.53 |
| 168 | Department of Economics, Maxwell School, Syracuse University Syracuse, New York (USA) | 226.45 | 26 | 0.75 |
| 169 | Department of Applied Economics, College of Agricultural, Food, and Environmental Sciences, University of Minnesota-St. Paul St. Paul, Minnesota (USA) | 226.65 | 50 | 1.97 |
| --- | Department of Economics, Monash Business School, Monash University Melbourne, Australia | 227.24 | 76 | 1.13 |
| 170 | Volkswirtschaftliche Fakultät, Ludwig-Maximilians-Universität München München, Germany | 229.21 | 92 | 1.76 |
| 171 | School of International and Public Affairs (SIPA), Columbia University New York City, New York (USA) | 231.3 | 33 | 0.45 |
| 172 | ESADE Business School, Universitat Ramon Llull Barcelona, Spain | 231.34 | 9 | 1.06 |
| 173 | Sectie Business Science, Wageningen Universiteit en Researchcentrum Wageningen, Netherlands | 231.51 | 9 | 1.19 |
| 174 | Federal Reserve Bank of Chicago Chicago, Illinois (USA) | 232.04 | 60 | 0.78 |
| 175 | Department of Economics, Tufts University Medford, Massachusetts (USA) | 232.83 | 28 | 0.68 |
| 176 | WU Wirtschaftsuniversität Wien Wien, Austria | 233.19 | 95 | 2.91 |
| 177 | Eitan Berglas School of Economics, Tel Aviv University Tel Aviv, Israel | 233.42 | 26 | 0.53 |
| 178 | Business School, Durham University Durham, United Kingdom | 233.46 | 42 | 0.64 |
| --- | Leerstoelgroep Bedrijfseconomie, Sectie Business Science, Wageningen Universiteit en Researchcentrum Wageningen, Netherlands | 233.51 | 5 | 1.17 |
| 179 | Department of Economics and Business, Central European University Budapest, Hungary | 233.72 | 33 | 1.5 |
| 180 | Turun Kauppakorkeakoulu, Turun Yliopisto Turku, Finland | 233.76 | 30 | 0.83 |
| 181 | Hoover Institution on War Revolution & Peace, Stanford University Stanford, California (USA) | 234.56 | 14 | 0.4 |
| --- | Econometria, Facultade de Ciencias Económicas e Empresariais, Universidade de Santiago de Compostela Santiago de Compostela, Spain | 234.75 | 13 | 2.85 |
| --- | Institut für Volkswirtschaftslehre, Wirtschaftswissenschaftliche Fakutät, Universität Zürich Zürich, Switzerland | 234.94 | 92 | 1.92 |
| 182 | Department of Economics, Chinese University of Hong Kong Shatin, Hong Kong | 235.31 | 12 | 1.1 |
| 183 | Department of Agricultural Economics, Purdue University West Lafayette, Indiana (USA) | 235.5 | 56 | 2.35 |
| 184 | Federal Reserve Bank of Kansas City Kansas City, Missouri (USA) | 235.54 | 51 | 1.46 |
| 185 | IESEG School of Management, Université Catholique de Lille Lille, France | 236.08 | 92 | 3.37 |
| --- | Taloustieteen laitos, Turun Kauppakorkeakoulu, Turun Yliopisto Turku, Finland | 236.82 | 17 | 0.83 |
| 186 | School of Management, Yale University New Haven, Connecticut (USA) | 236.98 | 39 | 0.35 |
| 187 | Department of Economics, Washington University in St. Louis St. Louis, Missouri (USA) | 237.65 | 31 | 0.28 |
| 188 | Walton College of Business, University of Arkansas Fayetteville, Arkansas (USA) | 237.94 | 14 | 0.9 |
| --- | Department of Economics, Walton College of Business, University of Arkansas Fayetteville, Arkansas (USA) | 237.94 | 10 | 0.9 |
| --- | Department of Econometrics and Business Statistics, Monash Business School, Monash University Melbourne, Australia | 239.85 | 38 | 1.55 |
| 189 | Essex Business School, University of Essex Colchester, United Kingdom | 240.77 | 32 | 1.39 |
| --- | Manchester Institute of Innovation Research (MIoIR), Alliance Manchester Business School, University of Manchester Manchester, United Kingdom | 241.68 | 20 | 0.79 |
| --- | Department of Economics, Carol Martin Gatton College of Business and Economics, University of Kentucky Lexington, Kentucky (USA) | 242.98 | 22 | 0.83 |
| 190 | Carol Martin Gatton College of Business and Economics, University of Kentucky Lexington, Kentucky (USA) | 242.98 | 32 | 0.83 |
| 191 | Département ECOSOCIO - Économie et Sciences Sociales pour l'Agriculture, l'Alimentation et l'Environnement (SAE2), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE) Rennes, France | 243.11 | 79 | 4.29 |
| 192 | Centre d'Économie de la Sorbonne, Université Paris 1 (Panthéon-Sorbonne) Paris, France | 243.3 | 142 | 3.3 |
| 193 | Bank of Canada Ottawa, Canada | 243.87 | 180 | 4.55 |
| 194 | Department of Economics, McGill University Montréal, Canada | 244.05 | 34 | 1.35 |
| 195 | Institute for International Economic Studies (IIES), Stockholms Universitet Stockholm, Sweden | 244.57 | 26 | 0.26 |
| 196 | Facultat d'Economia i Empresa, Universitat Autònoma de Barcelona Barcelona, Spain | 244.7 | 20 | 3.22 |
| --- | Departament d'Empresa, Facultat d'Economia i Empresa, Universitat Autònoma de Barcelona Barcelona, Spain | 244.7 | 17 | 3.22 |
| 197 | Bordeaux Sciences Économiques (BSE), Université de Bordeaux Bordeaux, France | 245.6 | 91 | 1.24 |
| 198 | Department of Economics, University of Western Ontario London, Canada | 246.55 | 50 | 1 |
| 199 | Stockholm School of Economics Stockholm, Sweden | 249.58 | 62 | 1.17 |
| 200 | Department of Economics, New York University (NYU) New York City, New York (USA) | 251.41 | 59 | 1.26 |
| 201 | Fox School of Business and Management, Temple University Philadelphia, Pennsylvania (USA) | 252.44 | 15 | 0.37 |
| 202 | Department of Agricultural, Food and Resource Economics, College of Agriculture and Natural Resources, Michigan State University East Lansing, Michigan (USA) | 253.5 | 68 | 1.64 |
| 203 | Facultat d'Economia i Empresa, Universitat de Barcelona Barcelona, Spain | 254.58 | 133 | 3.05 |
| 204 | Rotman School of Management, University of Toronto Toronto, Canada | 254.74 | 53 | 0.82 |
| --- | Arndt-Corden Department of Economics, Crawford School of Public Policy, Australian National University Canberra, Australia | 254.87 | 45 | 3.4 |
| 205 | Department of Economics, University of Notre Dame South Bend, Indiana (USA) | 255.6 | 53 | 0.96 |
| 206 | School of Economic Sciences, Washington State University Pullman, Washington (USA) | 256.08 | 26 | 1.52 |
| --- | Economic Growth Center, Economics Department, Yale University New Haven, Connecticut (USA) | 258.33 | 8 | 0.06 |
| 207 | Suomen Pankki Helsinki, Finland | 261.06 | 36 | 2.03 |
| 208 | Internationella Handelshögskolan, Jönköping Universitet Jönköping, Sweden | 263.46 | 34 | 2.22 |
| 209 | Judge Business School, University of Cambridge Cambridge, United Kingdom | 264.71 | 41 | 0.56 |
| 210 | Sussex Business School, University of Sussex Brighton, United Kingdom | 268.59 | 91 | 3.44 |
| 211 | Aston Business School, Aston University Birmingham, United Kingdom | 270.49 | 22 | 2.99 |
| --- | European Centre for Advanced Research in Economics and Statistics (ECARES), Solvay Brussels School of Economics and Management, Université Libre de Bruxelles Bruxelles, Belgium | 272.01 | 67 | 2.41 |
| 212 | Facultad de Ciencias Económicas y Empresariales, Universidad Complutense de Madrid Madrid, Spain | 273.47 | 91 | 4.33 |
| 213 | Business School, Deakin University Melbourne, Australia | 274.69 | 73 | 0.38 |
| --- | Department of Economics, Business School, Deakin University Melbourne, Australia | 274.69 | 41 | 0.38 |
| 214 | School of Economics, Universiteit Utrecht Utrecht, Netherlands | 274.87 | 44 | 1.46 |
| --- | Centre Emile Bernheim, Solvay Brussels School of Economics and Management, Université Libre de Bruxelles Bruxelles, Belgium | 275.53 | 72 | 1.22 |
| 215 | Dipartimento di Economia, Università degli Studi di Perugia Perugia, Italy | 277.11 | 19 | 1.59 |
| --- | Centre d'Études et de Recherches sur le Développement International (CERDI), École d'Économie, Université Clermont Auvergne Clermont-Ferrand, France | 279.12 | 56 | 3.24 |
| 216 | École d'Économie, Université Clermont Auvergne Clermont-Ferrand, France | 279.12 | 61 | 3.24 |
| 217 | Department of Agricultural Economics, University of Nebraska Lincoln, Nebraska (USA) | 279.17 | 23 | 2.06 |
| 218 | Department of Economics, Aristotle University of Thessaloniki Thessaloniki, Greece | 280.72 | 22 | 3 |
| 219 | National Institute of Economic and Social Research (NIESR) London, United Kingdom | 280.82 | 40 | 2.99 |
| 220 | Facultad de Ciencias Económicas y Empresariales, Universidad de Málaga Málaga, Spain | 282.1 | 35 | 1.71 |
| 221 | College of Economics, Sogang University Seoul, South Korea | 282.55 | 23 | 1.2 |
| 222 | Brookings Institution Washington, District of Columbia (USA) | 285.89 | 37 | 0.36 |
| 223 | Sustainability Environmental Economics and Dynamics Studies (SEEDS) Ferrara, Italy | 286.47 | 28 | 1.46 |
| --- | Economic Research Department, Federal Reserve Bank of Chicago Chicago, Illinois (USA) | 286.49 | 39 | 0.75 |
| 224 | Department of Land Economy, University of Cambridge Cambridge, United Kingdom | 286.73 | 30 | 1.9 |
| --- | Nationalekonomi, Internationella Handelshögskolan, Jönköping Universitet Jönköping, Sweden | 286.97 | 20 | 2.02 |
| 225 | Centre of Excellence for Science and Innovation Studies, Kungliga Tekniska Högskolan (KTH) Stockholm, Sweden | 287.94 | 18 | 1.08 |
| 226 | Dipartimento di Scienze Economiche, Alma Mater Studiorum - Università di Bologna Bologna, Italy | 288.51 | 125 | 2.33 |
| 227 | W.P. Carey School of Business, Arizona State University Tempe, Arizona (USA) | 288.58 | 47 | 1.09 |
| 228 | Österreichisches Institut für Wirtschaftsforschung (WIFO) Wien, Austria | 289.71 | 61 | 1.69 |
| 229 | Department of Economics, Rutgers University-New Brunswick New Brunswick, New Jersey (USA) | 290.93 | 38 | 0.63 |
| 230 | Robert Schuman Centre for Advanced Studies (RSCAS), European University Institute Firenze, Italy | 291.65 | 27 | 0.51 |
| --- | Departamento de Economía, Facultad de Economía y Empresa, Universidad de Oviedo Oviedo, Spain | 292.65 | 18 | 3.61 |
| 231 | Közgazdaság-tudományi Intézet, Közgazdaság- és Regionális Tudományi Kutatóközpont Budapest, Hungary | 292.96 | 71 | 4.53 |
| 232 | Facultad de Economía y Negocios, Universidad de Chile Santiago, Chile | 293.03 | 59 | 1.08 |
| 233 | Graduate School of Economics and Management, Université Paris-Saclay Saint-Aubin, France | 293.08 | 85 | 2.63 |
| 234 | Resources for the Future (RFF) Washington, District of Columbia (USA) | 293.61 | 55 | 1.37 |
| 235 | Institut for Økonomi, Aarhus Universitet Aarhus, Denmark | 294.03 | 115 | 0.9 |
| 236 | Research Institute of Economy, Trade and Industry (RIETI) Tokyo, Japan | 294.05 | 49 | 2.09 |
| 237 | School of Economics, University of Manchester Manchester, United Kingdom | 294.1 | 55 | 0.55 |
| 238 | Economics Department, Georgetown University Washington, District of Columbia (USA) | 294.9 | 49 | 0.52 |
| 239 | Cowles Foundation for Research in Economics, Yale University New Haven, Connecticut (USA) | 295.11 | 16 | 0.05 |
| 240 | Department of Economics, University of Thessaly Thessaly, Greece | 296.65 | 18 | 0.53 |
| 241 | Bank of Greece Athens, Greece | 299.66 | 51 | 2.26 |
| 242 | Dipartimento di Economia, Management e Metodi Quantitativi (DEMM), Università degli Studi di Milano Milano, Italy | 302.36 | 98 | 3.16 |
| 243 | Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche, Università degli Studi di Torino Torino, Italy | 310.69 | 40 | 1.62 |
| --- | Departamento de Teoría e Historia Económica, Facultad de Ciencias Económicas y Empresariales, Universidad de Málaga Málaga, Spain | 310.84 | 16 | 1.04 |
| 244 | Institute of Islamic Banking and Finance, International Islamic University Malaysia (IIUM) Jalan Gombak, Malaysia | 312.12 | 3 | 1 |
| 245 | Griffith Business School, Griffith University Brisbane, Australia | 312.51 | 39 | 1.26 |
| --- | Centre for Health Economics, Department of Economics and Related Studies, University of York York, United Kingdom | 313.17 | 25 | 1.73 |
| 246 | Economics Department, University of Wisconsin-Madison Madison, Wisconsin (USA) | 313.98 | 35 | 1.19 |
| 247 | London Business School (LBS) London, United Kingdom | 315.1 | 32 | 0.39 |
| 248 | Saïd Business School, Oxford University Oxford, United Kingdom | 315.48 | 27 | 0.27 |
| 249 | Federal Reserve Bank of Boston Boston, Massachusetts (USA) | 315.69 | 53 | 0.99 |
| --- | Development Economics Research Group - DERG, Økonomisk Institut, Københavns Universitet København, Denmark | 316.31 | 16 | 0.77 |
| --- | Energy Policy Research Group, Judge Business School, University of Cambridge Cambridge, United Kingdom | 317.23 | 7 | 0.19 |
| 250 | Department of Economics, Korea University Seoul, South Korea | 317.65 | 28 | 1.16 |
| 251 | Istituto Einaudi per l'Economia e la Finanza (EIEF) Roma, Italy | 317.77 | 30 | 0.31 |
| 252 | Business School, University of Western Australia Perth, Australia | 317.85 | 30 | 0.88 |
| 253 | Økonomisk Institut, Københavns Universitet København, Denmark | 318.83 | 80 | 1.5 |
| --- | Department of Economics, Business School, University of Western Australia Perth, Australia | 320.19 | 24 | 0.38 |
| 254 | Norges Handelshøyskole (NHH) Bergen, Norway | 320.65 | 118 | 2.12 |
| 255 | Wiener Institut für Internationale Wirtschaftsvergleiche (WIIW) Wien, Austria | 323.19 | 41 | 2.44 |
| --- | CER-ETH Center of Economic Research, Department of Management, Technology and Economics (D-MTEC), Eidgenössische Technische Hochschule Zürich (ETHZ) Zürich, Switzerland | 325 | 25 | 1.31 |
| --- | Department of Banking and Financial Management, University of Piraeus Piraeus, Greece | 327.28 | 20 | 0.21 |
| --- | Department of Economics, Sussex Business School, University of Sussex Brighton, United Kingdom | 328.2 | 53 | 2.79 |
| 256 | Graduate School of Business, Nazarbayev University Nur-Sultan, Kazakhstan | 328.57 | 3 | 0.16 |
| 257 | Department of Labor, Government of the United States Washington, District of Columbia (USA) | 330.14 | 24 | 1.18 |
| 258 | Food and Agriculture Organization (FAO), United Nations Roma, Italy | 331.17 | 69 | 3.09 |
| 259 | Institute of Economic Research, Hitotsubashi University Tokyo, Japan | 332.22 | 24 | 1.28 |
| 260 | Fisher College of Business, Ohio State University Columbus, Ohio (USA) | 334.43 | 9 | 0.03 |
| 261 | Federal Reserve Bank of Cleveland Cleveland, Ohio (USA) | 334.77 | 77 | 0.27 |
| 262 | Department of Economics, University of Patras Patras, Greece | 337.52 | 18 | 2.15 |
| 263 | Henley Business School, University of Reading Reading, United Kingdom | 338.23 | 30 | 0.53 |
| --- | Oviedo Efficiency Group, Facultad de Economía y Empresa, Universidad de Oviedo Oviedo, Spain | 340.13 | 15 | 2.55 |
| 264 | École d'Économie d'Aix-Marseille, Aix-Marseille Université Aix-en-Provence/Marseille, France | 340.33 | 120 | 3.12 |
| 265 | Department of Agricultural and Resource Economics, University of Connecticut Storrs, Connecticut (USA) | 340.64 | 16 | 0.87 |
| 266 | Institut für Volkswirtschaftslehre, Christian-Albrechts-Universität Kiel Kiel, Germany | 341.48 | 35 | 1.26 |
| --- | Department of Economics, W.P. Carey School of Business, Arizona State University Tempe, Arizona (USA) | 341.88 | 39 | 1.01 |
| --- | International Bank for Reconstruction & Development (IBRD), World Bank Group Washington, District of Columbia (USA) | 342.64 | 113 | 3.26 |
| --- | Département d'Économie Appliquée (DULBEA), Solvay Brussels School of Economics and Management, Université Libre de Bruxelles Bruxelles, Belgium | 344.36 | 31 | 1.65 |
| 267 | Scuola de Economia e Studi Aziendali, Università degli Studi Roma Tre Roma, Italy | 346.13 | 61 | 2.22 |
| 268 | School of Business and Management, Queen Mary University of London London, United Kingdom | 347.74 | 17 | 0.82 |
| --- | Departamento de Economía, Facultad de Economía y Negocios, Universidad de Chile Santiago, Chile | 347.97 | 38 | 0.43 |
| 269 | Dipartimento di Scienze Economiche e Aziendali "Marco Fanno", Università degli Studi di Padova Padova, Italy | 348.76 | 52 | 1.23 |
| 270 | Business School, University of Nottingham Nottingham, United Kingdom | 349.47 | 27 | 3.05 |
| --- | Onderzoekseenheid Bedrijfseconomie, Strategie en Innovatie, Faculteit Economie en Bedrijfswetenschappen, KU Leuven Leuven, Belgium | 350.21 | 15 | 1.78 |
| --- | Department of Accounting, Finance and Economics, Griffith Business School, Griffith University Brisbane, Australia | 352.04 | 28 | 0.9 |
| 271 | Department of Economics, University of Pennsylvania Philadelphia, Pennsylvania (USA) | 352.72 | 47 | 0.48 |
| 272 | Handelshögskolan, Göteborgs Universitet Göteborg, Sweden | 353.06 | 70 | 1.54 |
| 273 | Department of Economics, Iowa State University Ames, Iowa (USA) | 355.63 | 48 | 0.88 |
| 274 | Departamento de Economía, Universidad de San Andrés Buenos Aires, Argentina | 358.49 | 33 | 1.25 |
| 275 | IE Business School, Universidad IE Madrid, Spain | 359.17 | 22 | 0.52 |
| 276 | Directorate-General Economic and Financial Affairs (ECFIN), European Commission Bruxelles/Brussel, Belgium | 359.21 | 57 | 2.07 |
| --- | Dipartimento di Economia, Scuola de Economia e Studi Aziendali, Università degli Studi Roma Tre Roma, Italy | 359.32 | 53 | 2.2 |
| 277 | Sloan School of Management, Massachusetts Institute of Technology (MIT) Cambridge, Massachusetts (USA) | 359.48 | 53 | 0.26 |
| 278 | ESSEC Business School Cergy-Pontoise, France | 362.58 | 34 | 0.56 |
| --- | Economic Research, Federal Reserve Bank of Kansas City Kansas City, Missouri (USA) | 366.34 | 25 | 0.37 |
| 279 | Anderson Graduate School of Management, University of California-Los Angeles (UCLA) Los Angeles, California (USA) | 366.43 | 33 | 0.67 |
| 280 | Asian Development Bank Manila, Philippines | 367.93 | 47 | 3.34 |
| 281 | Center for Economic Research and Graduate Education and Economics Institute (CERGE-EI) Praha, Czech Republic | 367.97 | 85 | 1.05 |
| 282 | Economic and Social Research Institute (ESRI) Dublin, Ireland | 368.43 | 72 | 1.49 |
| 283 | Department of Agricultural and Resource Economics, University of California-Berkeley Berkeley, California (USA) | 369.78 | 28 | 0.52 |
| 284 | Delhi School of Economics, University of Delhi Delhi, India | 370.28 | 33 | 1.83 |
| --- | Department of Economics, Delhi School of Economics, University of Delhi Delhi, India | 370.28 | 27 | 1.83 |
| 285 | Istituto Nazionale di Statistica (ISTAT) Roma, Italy | 371.57 | 35 | 2.07 |
| 286 | Graduate School of Business, Columbia University New York City, New York (USA) | 371.67 | 52 | 0.15 |
| --- | School of Economics and Finance, Business School, Queensland University of Technology Brisbane, Australia | 371.96 | 27 | 1.62 |
| 287 | Business School, Queensland University of Technology Brisbane, Australia | 371.96 | 35 | 1.62 |
| 288 | Collegio Carlo Alberto, Università degli Studi di Torino Torino, Italy | 374.42 | 63 | 0.87 |
| 289 | HEC Montréal (École des Hautes Études Commerciales) Montréal, Canada | 374.95 | 39 | 0.96 |
| 290 | Facoltá di scienze economiche, Universitá della Svizzera Italiana (USI) Lugano, Switzerland | 375.9 | 24 | 0.28 |
| 291 | Centre d'études prospectives et d'informations internationales (CEPII) Paris, France | 376.05 | 46 | 1.67 |
| 292 | Pakistan Institute of Development Economics (PIDE) Islamabad, Pakistan | 376.53 | 91 | 5.89 |
| 293 | Productivity Commission, Government of New Zealand Wellington, New Zealand | 377.92 | 6 | 1.55 |