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Who Stacks Up? QS World University Rankings: by Subject

We are a teaching, research and entrepreneurial university. Through research, we aim to provide global solutions to the local and most urgent challenges: we undertake research to transform lives. To strengthen our research impact, the Institute: Strategically focus on seven areas: Food Science and Biotechnology, Mechatronics (Engineering Design, manufacturing, and robotics), Information and Communication technologies, Sustainable Development, Public Policy, Strategy and Global businesses, as well as Medicine. Inspires professors and postgraduate students to collaborate in multidisciplinary teams to transform communities through action-research projects with economic and social impact. Offers foreign professors and PhD students positions to carry out research internships as well as postdoctoral researcher positions of up to two years to participate on long-term research projects. Develops an entrepreneurial culture that allows faculty members and students to incubate technology-based companies from its research and innovation programs. PhD Programs Engineering Sciences: Mechatronics, Nanotechnology, Environmental, Industrial Engineering, and Energy Information and Communication technologies: Intelligent Systems, Computer Science, Electronics, Optics, and Telecommunications. Life Sciences: Biotechnology ealth: Clinical Sciences Business Administration and Management umanity Studies Social Sciences Public Policy Master programs Administration Biotechnology Business / Management Civil/ Structural engineering Computing / Information technology Economics Education Electronic / Electrical engineering Environmental Engineering Finance / Accounting umanities International Relations / Studies / Affairs Law / Legal studies Literature Manufacturing / Production engineering Public Administration Public Policy Social Studies CONTACT PhD Francisco Cantú Dean of Research and Entrepreneurship Email: fcantu@itesm.mx www.itesm.mx

Welcome to the QS World University Rankings by Subject Report The American journalist arry Allen Smith once wrote, The human animal differs from the lesser primates in his passion for lists. In few contexts does this statement seem more pertinent than when referring to university rankings, and in no other context is a set of university ranking lists to be found with greater scale and scope than the QS World University Rankings by Subject. Ben Sowter, head of QS Intelligence Unit Behind these 30 tables are 90,000 survey responses, 27m paper attributions and almost 11,000 manually verified programs. But the greatest thing about the subject tables is that for almost every university involved there is positive news to reinforce any setbacks, and the results prove that strength by subject is not only concentrated among the top universities in our overall tables. UC Davis takes the crown for agriculture for a second year running, NYU leads in philosophy, University of Wisconsin-Madison in communication and London s Institute of Education tops out the education field in. A total of 65 universities make the top 10 in at least one of these subjects, 248 the top 50, 419 the top 100 and fully 689 fall with the collective top 200. This is a serious undertaking and involves a great deal of time, effort and personnel, but the results are fascinating and we hope of genuine assistance to students around the world hoping to make more informed choices. After all, for most, before considering where in the world they might study, they start with figuring out what subject they plan to pursue. In many ways then, these subject tables make sense as the start of the search. Choosing a university remains one of the single most influential decisions in a young person s life, and getting it right can make the difference between four years of inspiration and fun or four years of frustration and loneliness; the difference between a career that is fulfilling and challenging to one which is soul-destroying, or worse, no career at all. Down the right path lies fortune, fulfilment, rich memories, lifelong friends and for the many who may have been as fortunate as me, love and family. QS believes there is no substitute for first-hand experience, for campus visits or for face-to-face meeting with people from a university, but you can t visit every university in the world. These subject tables should form a key part of a suite of tools used to shortlist suitable options, and for institutions they ought to provide a way to highlight their key strengths and give a much larger number of institutions a key piece of independent evidence to pass on to students to stake their claim to being the right choice. IREG-7 Conference: Employability & Rankings Reflections & Impacts 14-16th May London www.iu.qs.com/ireg-7 www.qs.com QS World University Rankings 3

QS World University Rankings by Subject - Methodology By Danny Byrne Since 2011 the QS World University Rankings have been extended to encompass a range of popular individual subjects. The majority of prospective international students begin their search knowing what they want to study before considering where, so understanding the comparative quality of institution by subject is fundamental to the QS mission to support students in their decisionmaking. QS aims to add more depth, more detail and more subjects to this work year by year and anticipates that these tables will, in time, become more important than the overall rankings. QS has access to three extensive datasets that enable us to drill down by subject area: our academic and employer reputation surveys, and the Scopus data we use for our citations per faculty indicator in the overall rankings. These three components have been combined to produce our subject results, with weightings adapted by discipline. 1. Reputation reputation has been the centrepiece of the QS World University Rankings since their inception in 2004. In we drew on over 62,000 respondents to compile our results. aving provided their name, contact details, job title and the institution where they are based, respondents identify the countries, regions and faculty areas that they have most familiarity with, and up to two narrower subject disciplines in which they consider themselves expert. For each of the (up to five) faculty areas they identify, respondents are asked to list up to ten domestic and thirty international institutions that they consider excellent for research in the given area. They are not able to select their own institution. The results of the academic reputation component of the new subject rankings have been produced by filtering responses according to the narrow area of expertise identified by respondents. While academics can select up to two narrow areas of expertise, greater emphasis is placed on respondents who have identified with only one. 2. reputation QS World University Rankings are unique in incorporating employability as a key factor in the evaluation of international universities, and in we drew on over 27,000 responses to compile the results for the overall rankings. The employer survey works on a similar basis to the academic one, only without the channelling for different faculty areas. s are asked to identify up to ten domestic and thirty international institutions they consider excellent for the recruitment of graduates. They are also asked to identify from which disciplines they prefer to recruit. From examining where these two questions intersect we can infer a measure of excellence in a given discipline. 3. per paper Due to the impracticality of reliably gathering faculty numbers broken down by discipline, for the purposes of this exercise we have measured citations per paper rather than per faculty member. A minimum publication threshold has been set for each subject to avoid potential anomalies stemming from small numbers of highly cited papers. Both the minimum publications threshold and the weighting applied to the citations indicator are adapted in order to best reflect prevalent publication and citation patterns in a given discipline. All citations data is sourced from Scopus, the world s most comprehensive research citations database. As of, a score based on h-index has been added to the QS World University Rankings by Subject. The h-index is a way of measuring both the productivity and impact of the published work of a scientist or scholar. The index is based on the set of the scientist s most cited papers and the number of citations that they have received in other publications. The index can also be applied to the productivity and impact of a group of scientists, such as a department or university or country, as well as a scholarly journal. The index was suggested by Jorge E. irsch, a physicist at UCSD, as a tool for determining theoretical physicists relative quality and is sometimes called the irsch index or irsch number. Further details can be found at www.iu.qs.com www.qs.com QS World University Rankings 5

QS World University Rankings by Subject - Overview By Danny Byrne This year s QS World University Rankings by Subject underline the status of Cambridge, Massachusetts as the nerve center of global academic research. Yet they also point to world-leading departments at a surprisingly diverse range of institutions, extending far beyond the big names that tend to dominate overall university rankings. ome to arvard and MIT, Cambridge was originally named in honor of the UK s University of Cambridge, but this year s results suggest that it has long-since overtaken its namesake when it comes to hosting world-class faculties at individual subject level. Between them, arvard and MIT account for 20 of the 30 number one spots. arvard maintains a slender lead over its neighbor, with 11 top spots to MIT s nine. arvard s dominance is particularly pronounced in the life sciences, in which it tops four of the five subjects: medicine, psychology, pharmacy, and biological sciences. arvard is also the pre-eminent institution in the field of social sciences and management, ranking first in five of the eight subjects: sociology, politics, law, economics and accounting. In the natural sciences, arvard tops the rankings for mathematics and earth and marine sciences. Perhaps surprisingly, the only discipline area in which it fails to take a single number one ranking is the arts and humanities, though it does make the top five in all but one of the six disciplines. While arvard rules the life and social sciences, local rival MIT is the undisputed global powerhouse in engineering and technology, recording a clean sweep of the top spots in four areas of engineering (civil, mechanical, chemical and electrical) plus computer sciences. Other subjects in which MIT emerges as the world leader include statistics, three of the core science disciplines (physics, materials science and chemistry), plus linguistics a discipline in which MIT has led the way, most famously through the work of Noam Chomsky, one of the most frequently cited humanities scholars of all time. The dominance of the Cambridge, Massachusetts institutions is almost total in the STEM disciplines, in which between them they take a remarkable 14 of the 16 top spots. Yet elsewhere the field is surprisingly diverse. Indeed, University of Oxford is the only other institution to top the table in more than one discipline, ranking number one globally in English language and literature, geography and modern languages, all areas of traditional strength. Big names under threat? Since their introduction in 2011, QS World University Rankings by Subject have been honed to more accurately discriminate between strength in a particular discipline area and the inflating effect of overall institutional prestige. This is reflected in the disciplines that fall outside of the sphere of arvard-mit dominance, in which eight different institutions feature at the top of ten different tables. Of these eight institutions, three are placed in the top ten in the overall QS World University Rankings. Oxford takes three top spots, Cambridge is number one in history, and Stanford University tops the table for statistics. s from outside of the global top 20 take the number one spots in all five of the remaining tables. Berkeley maintains its top spot for environmental sciences, while its fellow University of California branch UC Davis ranks number one in agriculture. Another of the big US public institutions, University of Wisconsin-Madison leads the way on communications and media studies. The dominance of the Cambridge, Massachusetts institutions is almost total in the STEM disciplines, in which between them they take a remarkable 14 of the 16 top spots. New York University s reputation as a world leader in philosophy is well established within the field, and it tops this year s table ahead of Oxford, the University of Pittsburgh and Rutgers. And the UK s Institute of Education takes its place at the top of the ranking for education, ahead of Australia s University of Melbourne. The rankings also point to numerous worldclass faculties in Asia-Pacific and Continental Europe, regions that have traditionally been eclipsed by the US and UK in overall rankings. 6 QS World University Rankings www.qs.com

The most successful universities outside of the US and UK in terms of number top-ten rankings are: National University of Singapore (8) ET Zurich (4) University of Melbourne (4) University of Tokyo (4) Nanyang Technological University (3) Kyoto University (2) Wageningen University (2) Other universities to make the global top ten in a single discipline include China s Tsinghua University (materials science), ong Kong University (civil engineering) and Sweden s Karolinska Institute (pharmacy). A further five Australian institutions make the top ten in one subject (ANU, Monash, University of Sydney, University of Queensland and University of New South Wales), as do two from the Netherlands (University of Amsterdam and Delft University of Technology). Latin America s top-ranking institution is Mexico s UNAM (25th in history), while Africa s top institution University of Cape Town, makes the top 50 in education (32nd), geography (34th), law (40th) and English language and literature (50th). This geographical diversity shows that worldleading work is taking place at an individual discipline level at a far greater range of institutions than overall rankings would have us believe.

8 QS World University Rankings www.qs.com

QS World University Rankings by Subject Accounting & Finance Agriculture & Forestry 1 1 arvard University US 100 95.0 100 89.6 97.5 2 3 University of Oxford GB 88.8 99.4 98.5 94.2 93.8 3 2 London School of Economics and Political Science (LSE) GB 92.3 93.3 91.6 94.2 92.8 4 4 University of Cambridge GB 86.3 100 81.4 89.6 91.7 5 6 Stanford University US 91.6 86.1 95.5 81.4 89.1 6 5 Massachusetts Institute of Technology (MIT) US 93.7 87.7 65.0 60.9 88.2 7 London Business School GB 88.7 89.2 73.8 74.6 87.5 8= 7 The University of Melbourne AU 83.0 88.9 84.8 89.6 85.8 8= 9= University of Chicago US 93.7 73.0 96.1 98.2 85.8 10 12 The University of New South Wales (UNSW) AU 81.3 89.4 84.2 87.1 85.0 11 14= University of Pennsylvania US 90.3 75.3 91.2 92.0 84.5 12 11 National University of S (NUS) SG 84.3 92.0 51.4 54.7 84.3 13 9= The University of Sydney AU 77.1 87.4 96.7 92.0 82.9 14 8 University of California, Berkeley (UCB) US 86.2 77.0 85.8 70.6 81.7 15 14= New York University (NYU) US 86.9 72.3 88.1 94.2 81.5 16 13 Yale University US 81.3 80.5 83.5 84.4 81.2 17 22 The University of Manchester GB 78.5 79.9 94.8 100 81.0 18 23= University of K (KU) K 79.3 84.7 62.7 74.6 80.4 19 16= The K University of Science and Technology (KUST) K 79.9 82.8 64.3 66.1 79.6 20 18 Monash University AU 73.7 84.8 79.6 87.1 79.1 21 16= Columbia University US 80.4 77.7 75.8 78.2 79.0 22 23= AUn National University (ANU) AU 75.5 79.6 82.2 84.4 77.9 23 26 The University of Tokyo JP 75.8 85.8 52.2 54.7 77.5 24= 27 Princeton University US 75.3 75.0 91.8 84.4 76.4 24= 20 The University of Auckland NZ 72.4 80.5 74.4 84.4 76.4 26 25 The University of Queensland (UQ) AU 72.1 82.1 66.7 74.6 76.0 27 33= The Chinese University of K (CUK) K 68.8 80.4 72.4 81.4 74.2 28= 29 Nanyang Technological University (NTU) SG 69.9 81.0 60.0 74.6 74.1 28= 40 The University of Warwick GB 69.1 76.8 89.0 87.1 74.1 30 35= Peking University CN 70.6 82.5 52.9 60.9 74.0 31 21 Università Commerciale Luigi Bocconi IT 68.8 82.1 64.6 60.9 73.5 32 31 Imperial College London GB 67.2 83.3 63.5 66.1 73.4 33 28 University of Michigan US 81.0 61.1 88.6 78.2 73.3 34= 41 Copenhagen Business School DK 73.3 69.1 64.3 78.2 71.4 34= 38 Duke University US 75.3 61.7 87.0 94.2 71.4 36 35= University of Texas at Austin US 77.7 60.2 84.0 78.2 71.1 37 33= Erasmus University Rotterdam NL 69.9 70.0 75.6 84.4 71.0 38 37 University of Toronto CA 70.0 70.2 73.1 81.4 70.8 39 39 Cornell University US 67.9 71.0 84.4 78.2 70.5 40 45= Seoul National University (SNU) KR 62.1 76.5 74.0 78.2 69.2 41 30 Northwestern University US 78.8 59.0 63.5 54.7 68.9 42 32 University of British Columbia CA 69.1 64.0 95.6 78.2 68.8 43 42 ET Zurich (Swiss Federal Institute of Technology) C 57.4 80.0 74.4 74.6 68.2 44 43 Tsinghua University CN 60.4 79.8 56.8 54.7 67.7 45 51-100 The University of Nottingham GB 57.8 70.9 98.4 98.2 67.1 46 47= Lancaster University GB 70.6 54.8 84.5 98.2 66.4 47 50= The University of Adelaide AU 60.3 75.2 60.5 60.9 66.3 48= 51-100 National Taiwan University (NTU) TW 63.8 69.4 61.0 66.1 66.0 48= 47= University of Edinburgh GB 57.2 72.3 88.3 81.4 66.0 50 49 Stockholm School of Economics SE 63.7 65.7 76.5 66.1 65.3 1 1 University of California, Davis (UCD) US 100 98.8 91.7 98.7 98.2 2 2 Wageningen University NL 95.9 90.0 91.6 100 95.5 3 3 Cornell University US 90.9 83.8 95.1 100 93.0 4 4 University of Wisconsin-Madison US 79.8 85.5 93.5 94.7 86.2 5 10 Iowa State University US 76.6 76.9 90.3 96.7 83.6 6 11= University of California, Berkeley (UCB) US 73.4 73.3 98.6 96.1 83.0 7 8 Oregon State University US 72.1 92.9 90.1 96.7 82.9 8 6 Purdue University US 78.8 61.5 89.8 87.9 81.3 9 5 Texas A&M University US 77.9 67.5 84.7 87.1 80.2 10 11= Ohio State University US 73.2 69.7 89.7 87.1 79.1 11= 44 University of Massachusetts, Amherst US 68.1 73.6 95.9 85.4 77.8 11= 11= University of Reading GB 74.7 70.9 91.8 73.8 77.8 13 19= The University of Tokyo JP 73.3 87.8 84.2 76.9 77.7 14 14= North Carolina State University US 69.3 74.5 87.0 88.7 77.4 15= 14= ET Zurich (Ciss Federal Institute of Technology) C 65.3 76.7 96.1 87.1 77.0 15= 9 Pennsylvania State University US 61.5 72.0 98.5 96.7 77.0 17 26 University of Minnesota US 67.8 51.3 93.6 93.3 76.5 18 7 The University of Queensland (UQ) AU 64.3 72.8 90.7 94.0 76.4 19 21= Massey University NZ 72.4 83.0 81.4 76.9 76.3 20 30 AUn National University (ANU) AU 68.1 84.6 93.3 72.7 75.8 21 16 Michigan State University US 63.4 69.2 90.6 92.5 75.3 22 19= Universidade Estadual de Campinas (Unicamp) BR 72.2 73.5 80.1 78.0 75.2 23 23 University of Florida US 65.6 65.2 84.0 94.0 75.0 24 32 University of Guelph CA 64.3 76.8 87.8 87.1 74.9 25 17= Kyoto University JP 65.1 92.8 80.0 80.9 74.0 26 24= Colorado State University US 61.5 73.5 91.8 81.8 73.0 27 24= Universidade de São Paulo (USP) BR 67.1 73.1 77.4 82.7 72.9 28 17= University of Illinois at Urbana-Champaign US 59.7 64.3 89.9 91.0 72.5 29 29 The University of Adelaide AU 60.3 69.9 91.5 84.5 72.3 30 34 Agro, ParisTech FR 76.4 100 69.4 48.2 72.0 31 21= University of Copenhagen DK 53.1 84.0 89.2 94.7 71.7 32 46 McGill University CA 55.8 65.5 95.6 90.3 71.6 33 51-100 Universität für Bodenkultur Wien AT 64.7 69.9 87.7 71.5 71.3 34 50= The University of Nottingham GB 59.7 70.8 92.3 79.0 71.2 35 27= Yale University US 52.9 88.0 96.6 81.8 70.8 36 42 The University of Melbourne AU 55.4 87.8 90.0 81.8 70.7 37 27= University of British Columbia CA 52.4 66.6 94.3 94.7 70.6 38 45 University of Missouri, Columbia US 57.2 84.2 88.1 78.0 70.4 39 35 okkaido University JP 62.3 91.6 76.8 71.5 70.1 40 50= University of Maryland, College Park US 50.3 62.2 97.6 94.7 69.9 41= 48 Nagoya University JP 54.6 93.6 87.6 74.8 69.2 41= 40 Cedish University of Agricultural Sciences SE 68.4 87.2 87.1 69.2 43 51-100 China Agricultural University CN 62.4 37.4 78.8 89.5 68.8 44 31 University of Ghent BE 51.3 64.5 89.5 93.3 68.6 45 51-100 Washington State University US 59.3 55.6 84.2 81.8 68.5 46 36 Tohoku University JP 58.8 87.7 81.7 69.2 68.4 47 51-100 University of California, Riverside (UCR) US 59.4 24.7 94.0 85.4 68.1 48 33 Kasetsart University T 66.2 94.1 72.5 53.5 67.9 49 38 The University of Georgia US 50.3 62.8 89.6 91.8 67.8 50 47 Universidade Estadual Paulista "Júlio de Mesquita Filho" BR 62.6 63.8 72.0 75.9 67.4 www.qs.com QS World University Rankings 9

Biological Sciences Chemistry 1 1 arvard University US 100 99.7 98.5 100 99.6 2 3 University of Cambridge GB 98.8 100 93.6 84.8 94.1 3 2 Massachusetts Institute of Technology (MIT) US 92.4 95.7 100 88.1 93.6 4 4 University of Oxford GB 97.1 99.0 92.8 84.8 93.1 5 5 Stanford University US 92.6 92.7 96.6 89.9 92.9 6 6 University of California, Berkeley (UCB) US 92.4 90.8 94.8 79.9 89.7 7= 11 California Institute of Technology (Caltech) US 95.9 82.3 97.2 71.0 88.7 7= 7 Yale University US 88.6 89.9 94.1 82.9 88.7 9 8 University of California, San Diego (UCSD) US 85.5 78.3 95.2 89.2 88.1 10 10 ET Zurich (Swiss Federal Institute of Technology) C 93.4 95.5 89.9 74.4 88.0 11 12= University of California, Los Angeles (UCLA) US 85.6 87.2 94.5 85.0 87.8 12 15 University of California, San Francisco (UCSF) US 85.8 70.6 96.6 87.9 87.5 13= 9 Imperial College London GB 86.0 93.6 90.1 77.7 85.7 13= 17= Kyoto University JP 91.8 93.9 84.3 74.0 85.7 15 21 Columbia University US 81.6 84.7 94.5 83.2 85.5 16 20 Princeton University US 90.6 87.4 93.8 66.4 85.1 17 17= National University of Singapore (NUS) SG 87.3 92.2 88.3 74.7 84.9 18 12= The University of Tokyo JP 89.5 91.1 83.0 73.3 84.0 19 16 Cornell University US 80.9 85.0 91.4 80.4 83.8 20 23 UCL (University College London) GB 82.2 78.9 89.7 82.1 83.7 21 22 The University of Queensland (UQ) AU 86.1 89.0 86.5 72.9 83.2 22 19 University of Edinburgh GB 81.3 77.4 91.2 79.3 82.9 23 14 The University of Melbourne AU 83.8 91.9 85.9 74.4 82.8 24 40= University of Washington US 77.0 71.6 92.7 85.8 82.6 25 29 University of Pennsylvania US 68.7 92.5 94.2 88.1 82.3 26 27 University of Chicago US 76.4 75.8 95.7 80.2 82.1 27 28 Duke University US 71.4 85.8 93.7 84.0 81.5 28 24 University of Toronto CA 70.3 85.9 90.6 88.1 81.4 29 30 Osaka University JP 79.9 92.1 85.4 75.1 81.3 30 39 Australian National University (ANU) AU 91.2 89.2 84.3 56.8 80.7 31= 32= Rockefeller University US 78.7 55.6 99.0 73.7 80.2 31= 26 University of British Columbia CA 77.6 83.9 89.0 74.0 80.2 33 35 Ludwig-Maximilians-Universität München DE 75.1 83.8 89.9 76.8 80.1 34 42 Ruprecht-Karls-Universität eidelberg DE 75.9 78.7 90.2 76.4 79.9 35 31 University of Wisconsin-Madison US 74.1 73.3 90.4 79.6 79.5 36 34 University of Michigan US 64.5 81.1 94.2 87.9 79.4 37 45 Peking University CN 85.2 84.7 77.4 66.8 78.6 38 25 University of California, Davis (UCD) US 75.1 78.2 86.4 76.1 78.5 39= 32= Johns opkins University US 64.6 81.8 92.3 85.0 78.3 39= 51-100 Washington University in St. Louis US 67.1 74.2 94.8 81.6 78.3 41 38 Uppsala University SE 77.1 77.9 87.7 70.6 78.2 42 51-100 University of ong Kong (KU) K 77.9 91.7 85.9 64.5 77.9 43 51-100 KAIST - Korea Advanced Institute of Science and Technology KR 84.7 75.4 83.9 61.4 77.8 44 43= New York University (NYU) US 66.5 86.1 92.8 76.8 77.6 45 51-100 University of Bristol GB 76.4 75.3 88.7 69.0 77.5 46= 47= McGill University CA 71.9 74.0 88.6 76.1 77.3 46= 43= The University of Auckland NZ 77.3 91.7 84.8 64.0 77.3 46= 47= The University of Manchester GB 71.7 75.1 88.1 76.4 77.3 49 36= University of Copenhagen DK 69.8 82.0 86.4 77.4 77.1 50= 51-100 The University of New South Wales (UNSW) AU 76.8 88.9 83.9 64.0 76.6 50= 51-100 The University of Sydney AU 78.5 88.0 81.4 64.0 76.6 1 1 Massachusetts Institute of Technology (MIT) US 100 96.2 91.9 96.0 96.8 2 3 University of California, Berkeley (UCB) US 97.1 89.8 96.5 99.4 96.0 3 2 University of Cambridge GB 99.6 100 86.0 85.0 94.0 4 4 arvard University US 98.0 97.8 89.1 81.8 92.9 5 7 Stanford University US 92.0 91.6 92.5 92.2 92.1 6 5 University of Oxford GB 98.1 99.1 80.8 79.9 91.2 7 9 ET Zurich (Swiss Federal Institute of Technology) C 93.0 91.6 83.0 85.9 89.3 8 10 California Institute of Technology (Caltech) US 95.9 78.5 92.4 81.8 88.9 9 6 The University of Tokyo JP 91.3 94.3 80.4 85.9 88.6 10 8 University of California, Los Angeles (UCLA) US 84.3 83.4 100 88.0 88.0 11 11= Imperial College London GB 89.1 87.5 86.1 86.7 87.7 12 13 National University of Singapore (NUS) SG 87.2 95.4 85.3 82.8 87.6 13 11= Kyoto University JP 88.1 97.0 77.8 86.7 87.5 14 14 Northwestern University US 82.5 78.0 92.7 100 87.2 15 15 Peking University CN 82.5 94.3 79.3 85.9 84.9 16 29 Seoul National University (SNU) KR 85.8 93.1 77.8 79.4 84.4 17= 31 KAIST - Korea Advanced Institute of Science and Technology KR 85.7 87.6 81.3 73.9 82.9 17= 16 Yale University US 83.2 85.5 86.6 76.2 82.9 19 24= The ong Kong University of Science and Technology (KUST) K 78.4 92.4 85.5 76.7 82.3 20 17 Tokyo Institute of Technology JP 84.2 92.5 75.2 73.9 82.1 21 19 University of Illinois at Urbana-Champaign US 81.6 71.0 89.1 85.9 81.9 22 20= Ecole Polytechnique Fédérale de Lausanne (EPFL) C 74.6 88.3 87.0 84.6 81.8 23 18 Tsinghua University CN 77.9 87.8 79.0 85.5 81.6 24 27= University of Texas at Austin US 76.8 80.1 89.9 83.7 81.5 25 24= Technische Universität München DE 79.9 86.0 82.2 78.3 81.3 26 23 The University of Melbourne AU 80.5 91.2 83.0 70.2 81.1 27 33= Ludwig-Maximilians-Universität München DE 79.8 80.8 82.6 76.7 79.9 28= 20= Osaka University JP 75.5 91.3 76.8 79.9 79.8 28= 26 University of Toronto CA 78.8 76.8 83.0 81.8 79.8 30 47= University of North Carolina, Chapel ill US 73.9 72.2 93.3 82.3 79.2 31= 36= Columbia University US 78.0 81.8 86.2 71.5 79.1 31= 33= Monash University AU 78.1 85.0 79.9 73.9 79.1 31= 51-100 Université de Strasbourg FR 81.3 73.4 85.7 73.3 79.1 34 35 Tohoku University JP 81.2 87.2 71.8 73.3 79.0 35= 32 Princeton University US 76.8 84.6 83.8 70.8 78.5 35= 20= University of ong Kong (KU) K 77.6 93.5 77.5 66.1 78.5 37 46 National Taiwan University (NTU) TW 74.4 91.8 77.0 73.9 78.3 38 51-100 Pohang University of Science and Technology (POSTEC) KR 76.8 85.7 81.1 70.2 78.2 39 51-100 University of California, Santa Barbara (UCSB) US 71.5 69.0 93.1 85.5 78.1 40 40= The University of Manchester GB 76.4 78.9 80.5 76.7 77.8 41 27= University of Michigan US 68.6 79.6 87.0 85.0 77.7 42 30 The University of Sydney AU 74.2 88.2 79.5 71.5 77.5 43 36= University of Bristol GB 79.7 73.6 82.1 71.5 77.4 44 49 Nanyang Technological University (NTU) SG 63.6 97.5 82.2 79.4 77.3 45 40= University of British Columbia CA 77.0 80.7 77.7 72.7 77.0 46 36= KIT, Karlsruher Institut für Technologie DE 69.5 84.1 80.3 80.4 76.8 47 51-100 University of California, San Diego (UCSD) US 72.7 77.0 85.1 76.2 76.7 48 40= Cornell University US 68.4 79.7 87.6 78.8 76.5 49= 36= Nagoya University JP 73.6 86.9 75.9 71.5 76.3 49= 50= University of Pennsylvania US 67.3 83.7 86.5 76.7 76.3 10 QS World University Rankings www.qs.com

Communication & Media Studies Computer Science & Information Systems 1 5 University of Wisconsin-Madison US 100 64.0 100 100 96.5 2 24 London School of Economics and Political Science (LSE) GB 86.4 100 96.4 87.7 90.0 3 1 University of California, Berkeley (UCB) US 86.8 87.9 96.2 86.3 88.7 4 6 University of Southern California US 94.5 67.0 87.5 85.0 88.6 5 2 University of Texas at Austin US 89.1 66.9 92.6 93.5 88.5 6 11 Nanyang Technological University (NTU) SG 82.9 91.7 92.5 88.9 86.9 7 15 University of Illinois at Urbana-Champaign US 85.1 60.3 95.3 95.5 86.8 8 8= Stanford University US 90.2 91.6 82.3 78.6 86.4 9 4 National University of Singapore (NUS) SG 84.8 98.9 86.0 78.6 85.2 10 7 University of Amsterdam NL 81.2 75.2 93.2 86.3 84.0 11 8= Michigan State University US 76.7 61.4 98.7 92.4 82.8 12 23 University of Pennsylvania US 81.6 81.0 80.2 82.0 81.3 13 3 Columbia University US 84.8 85.9 78.4 72.7 81.2 14 31 Northwestern University US 74.6 69.4 94.7 86.3 80.4 15 10 University of California, Los Angeles (UCLA) US 79.8 82.1 80.7 78.6 80.0 16 12 Massachusetts Institute of Technology (MIT) US 72.6 94.0 87.7 78.6 78.9 17 40 Cornell University US 67.7 80.0 89.3 95.5 78.8 18 13 New York University (NYU) US 79.8 78.9 79.6 74.8 78.7 19= 21 Monash University AU 78.9 88.4 76.7 74.8 78.6 19= 29 The Chinese University of ong Kong (CUK) K 76.6 87.9 80.9 76.8 78.6 19= 18 University of Michigan US 79.2 72.9 81.9 76.8 78.6 22 14 The University of Melbourne AU 77.0 96.2 73.4 76.8 78.2 23 30 City University London GB 82.1 68.7 79.8 68.0 77.6 24 38 University of North Carolina, Chapel ill US 74.3 58.6 87.4 83.5 77.2 25= 45 Korea University KR 68.6 81.6 89.4 78.6 76.1 25= 20 The University of Queensland (UQ) AU 74.2 87.6 74.4 76.8 76.1 27 26 Queensland University of Technology (QUT) AU 72.2 73.3 81.4 78.6 75.5 28 51-100 Seoul National University (SNU) KR 69.8 88.8 80.5 76.8 75.2 29 50 The University of Tokyo JP 79.3 94.4 66.6 59.0 74.2 30 36 City University of ong Kong K 69.3 74.5 83.3 74.8 73.7 31 33 Ohio State University US 65.5 58.5 87.2 86.3 73.3 32 34 Indiana University Bloomington US 66.7 61.0 84.5 83.5 73.1 33 28 University of Florida US 71.7 55.8 79.7 76.8 72.8 34 17 University of Missouri, Columbia US 77.7 43.9 75.5 70.5 72.5 35 41 Yonsei University KR 69.7 82.7 79.6 65.3 72.1 36 46 Pennsylvania State University US 63.5 65.5 85.3 80.3 71.4 37 51-100 Purdue University US 66.0 67.8 77.7 78.6 71.1 38 22 Yale University US 70.3 86.9 72.2 62.3 70.7 39 16 The University of Sydney AU 66.5 92.6 69.2 68.0 69.9 40 19 University of Westminster GB 85.3 42.5 52.1 59.0 69.2 41 51-100 University of California, Santa Barbara (UCSB) US 67.1 33.9 79.9 80.3 69.0 42 32 University of Oslo NO 63.6 61.9 77.6 76.8 68.9 43 101-150 University of California, San Diego (UCSD) US 63.3 62.3 79.8 74.8 68.8 44 37 Aarhus University DK 68.3 72.1 67.8 68.0 68.5 45 51-100 Peking University CN 60.3 92.1 74.3 68.0 67.8 46 48 Universidade de São Paulo (USP) BR 70.7 70.4 67.7 59.0 67.7 47 101-150 University of Maryland, College Park US 56.4 47.5 90.5 82.0 67.5 48= 51-100 Katholieke Universiteit Leuven BE 59.0 76.6 76.9 72.7 67.1 48= 47 Loughborough University GB 61.6 56.5 78.5 74.8 67.1 50= 51-100 University of ong Kong (KU) K 69.8 92.9 58.8 55.2 67.0 50= 51-100 University of Iowa US 68.9 57.0 66.1 68.0 67.0 1 1 Massachusetts Institute of Technology (MIT) US 90.7 93.9 95.4 99.7 93.7 2 2 Stanford University US 87.3 91.6 99.4 100 92.3 3 4 Carnegie Mellon University US 100 75.9 91.2 95.4 90.9 4 5 University of Cambridge GB 82.4 100 92.8 89.4 90.3 5 6 arvard University US 85.1 96.8 95.1 85.3 90.2 6 7 University of California, Berkeley (UCB) US 84.3 88.7 98.5 95.8 89.5 7 3 University of Oxford GB 79.1 99.3 94.8 88.0 88.9 8 9 ET Zurich (Swiss Federal Institute of Technology) C 79.8 88.3 94.4 92.2 86.4 9 8 National University of Singapore (NUS) SG 75.8 95.9 89.9 91.3 86.3 10 11 Princeton University US 77.8 83.6 99.0 88.5 84.4 11 12 The ong Kong University of Science and Technology (KUST) K 71.3 94.0 94.6 88.5 84.2 12 15 University of Edinburgh GB 86.8 76.8 88.8 83.6 83.7 13 18 Imperial College London GB 76.7 89.7 90.2 83.0 83.6 14 10 University of ong Kong (KU) K 69.1 97.0 92.3 84.7 83.3 15 13 The University of Melbourne AU 72.1 92.3 91.5 85.3 83.1 16 14 University of California, Los Angeles (UCLA) US 74.5 80.8 95.5 89.0 81.7 17 21 Australian National University (ANU) AU 71.1 91.7 86.8 81.1 81.2 18 19 The Chinese University of ong Kong (CUK) K 67.4 92.3 89.7 86.4 81.1 19 16 University of Toronto CA 75.6 77.9 93.4 89.0 81.0 20 20 The University of Tokyo JP 75.0 91.5 76.8 77.6 80.6 21 22 Nanyang Technological University (NTU) SG 63.4 92.8 88.5 93.8 80.5 22= 26 Cornell University US 72.7 79.2 94.2 84.7 79.7 22= 17 Ecole Polytechnique Fédérale de Lausanne (EPFL) C 70.4 83.9 90.2 85.9 79.7 24 27= University of Waterloo CA 74.6 73.9 92.2 90.8 79.5 25 23 UCL (University College London) GB 72.5 78.6 91.1 85.9 79.2 26 32= University of Illinois at Urbana-Champaign US 73.9 68.7 94.4 97.6 79.0 27 46 California Institute of Technology (Caltech) US 75.7 76.4 90.0 81.1 78.9 28 32= University of Washington US 80.7 64.0 93.2 88.0 78.7 29= 29 The University of New South Wales (UNSW) AU 65.3 91.2 83.3 83.6 78.5 29= 34 Yale University US 68.3 84.2 94.9 77.6 78.5 31 44 Georgia Institute of Technology (Georgia Tech) US 70.3 73.6 91.4 95.0 78.2 32 31 University of Texas at Austin US 67.7 74.5 94.1 94.3 77.7 33 40= Technische Universität München DE 69.1 83.3 82.3 84.2 77.6 34 27= Tsinghua University CN 62.5 88.2 81.0 90.8 77.2 35 35= Peking University CN 63.0 89.5 81.1 85.3 77.0 36 40= KAIST - Korea Advanced Institute of Science and Technology KR 66.1 84.8 82.9 84.2 76.9 37 30 The University of Manchester GB 66.8 77.6 90.5 88.0 76.8 38 24 The University of Sydney AU 64.5 89.6 83.0 76.8 76.7 39 25 The University of Queensland (UQ) AU 61.2 90.2 87.8 76.8 76.2 40 40= KIT, Karlsruher Institut für Technologie DE 66.9 78.6 83.7 86.9 75.9 41 35= University of British Columbia CA 66.3 75.6 91.3 85.3 75.7 42= 51-100 Seoul National University (SNU) KR 63.7 86.0 82.5 79.0 75.5 42= 48 University of Pennsylvania US 60.1 83.4 92.9 83.0 75.5 44 39 Columbia University US 62.4 82.7 91.7 79.0 75.4 45 51-100 National Taiwan University (NTU) TW 60.4 86.1 85.6 78.3 74.6 46= 49= New York University (NYU) US 59.3 80.7 93.1 83.0 74.4 46= 40= University of Chicago US 57.3 84.1 97.4 77.6 74.4 48 47 Politecnico di Milano IT 62.5 83.8 82.9 78.3 74.3 49 51-100 Katholieke Universiteit Leuven BE 58.4 79.8 92.5 85.9 74.1 50 49= The ong Kong Polytechnic University K 51.9 86.8 91.6 89.4 73.9 www.qs.com QS World University Rankings 11

Earth & Marine Sciences Economics & Econometrics 1 1= arvard University US 96.3 100 100 98.5 98.1 2 4 University of Cambridge GB 98.9 99.1 90.9 90.6 94.8 3 1= University of California, Berkeley (UCB) US 97.5 93.4 91.2 93.9 94.6 4 5 California Institute of Technology (Caltech) US 94.8 76.2 89.4 100 92.9 5 3 Massachusetts Institute of Technology (MIT) US 100 96.0 86.6 82.7 91.9 6 12 Columbia University US 91.9 83.0 90.5 91.2 90.6 7 6 University of Oxford GB 94.0 97.5 86.8 81.5 89.4 8 9 Stanford University US 91.4 93.3 87.0 86.6 89.3 9 10 ET Zurich (Swiss Federal Institute of Technology) C 94.1 85.6 84.8 81.5 87.8 10 7 University of California, Los Angeles (UCLA) US 92.0 82.8 85.2 83.0 87.1 11 24 University of California, San Diego (UCSD) US 91.5 77.0 85.8 84.1 86.9 12 13 Australian National University (ANU) AU 93.8 75.1 86.5 80.3 86.8 13 18 The University of Tokyo JP 90.3 85.8 78.6 81.9 84.8 14 8 Princeton University US 77.2 88.5 94.8 85.2 84.6 15 16 University of Edinburgh GB 82.5 80.1 89.5 82.7 84.1 16 31 University of Colorado at Boulder US 82.1 68.7 86.3 87.9 83.4 17 21 Imperial College London GB 86.1 89.0 81.2 77.3 83.0 18 14 University of Chicago US 72.2 82.0 98.9 84.8 82.9 19= 11 University of Arizona US 77.2 51.6 92.3 93.9 82.7 19= 27 University of Michigan US 81.5 88.4 84.7 80.3 82.7 21= 29 University of Bristol GB 85.3 69.8 87.1 76.3 82.1 21= 22 University of Washington US 86.0 34.6 89.8 86.6 82.1 23 17 University of Texas at Austin US 76.2 76.6 85.5 87.2 81.3 24 15 Yale University US 81.0 89.7 88.0 70.7 81.0 25= 23 Durham University GB 72.8 77.8 88.5 83.8 80.0 25= 25 Pennsylvania State University US 75.1 58.7 89.3 86.6 80.0 27= 49= National Taiwan University (NTU) TW 86.6 87.0 76.4 66.5 79.2 27= 32 UCL (University College London) GB 78.9 72.4 83.9 77.7 79.2 27= 19 University of British Columbia CA 74.3 79.4 85.0 81.1 79.2 30 38 University of Southampton GB 82.6 75.6 79.7 73.4 79.0 31 26 Cornell University US 70.0 81.7 89.2 81.5 78.7 32 20 University of Toronto CA 74.6 70.8 83.2 82.3 78.3 33 46 Utrecht University NL 80.2 68.9 83.4 72.9 78.1 34= 36= Kyoto University JP 81.0 84.4 76.5 71.3 77.8 34= 51-100 University of ong Kong (KU) K 70.9 96.2 86.0 73.4 77.8 36 30 University of Leeds GB 80.8 68.3 82.4 71.3 77.7 37 36= The University of Melbourne AU 78.4 90.4 79.7 66.5 77.0 38 51-100 University of California, Santa Barbara (UCSB) US 75.4 47.7 88.9 77.7 76.6 39 49= The University of Western Australia (UWA) AU 78.6 88.9 77.1 67.1 76.5 40= 51-100 Curtin University AU 77.6 76.9 80.3 69.5 76.4 40= 40= Tokyo Institute of Technology JP 70.8 82.4 86.5 72.9 76.4 40= 35 University of California, Irvine (UCI) US 71.6 62.7 90.0 75.4 76.4 43 Colorado School of Mines US 66.6 74.3 85.8 82.3 76.3 44 51-100 Peking University CN 73.4 87.2 77.6 73.9 75.9 45= 34 Tohoku University JP 74.4 84.6 78.3 70.7 75.5 45= 39 University of California, Santa Cruz (UCSC) US 70.0 98.8 90.6 75.5 47 51-100 The University of Manchester GB 72.3 75.5 85.0 69.0 75.0 48= 51-100 Macquarie University AU 73.6 58.9 86.3 70.7 74.7 48= 40= Nagoya University JP 71.7 83.3 82.7 67.7 74.7 50 51-100 Universität Bremen DE 85.1 22.9 81.8 70.1 74.5 1 1 arvard University US 100 97.5 99.1 100 99.2 2 2 Massachusetts Institute of Technology (MIT) US 96.7 91.3 94.7 85.7 93.8 3 3 London School of Economics and Political Science (LSE) GB 93.9 96.4 88.3 83.2 93.0 4 6 Stanford University US 93.9 90.1 93.5 90.4 92.4 5= 5 University of California, Berkeley (UCB) US 94.6 81.0 94.3 90.4 90.1 5= 4 University of Chicago US 94.0 79.2 100 93.0 90.1 7 7 Princeton University US 92.5 79.6 96.8 89.8 88.8 8 8 Yale University US 91.8 83.5 90.3 83.2 88.3 9 12 University of Pennsylvania US 88.2 80.6 90.8 81.1 85.5 10 9 University of Cambridge GB 80.7 100 80.6 69.7 85.3 11 10 Columbia University US 85.1 82.4 92.7 83.8 84.9 12 11 University of Oxford GB 79.0 99.4 81.1 74.2 84.8 13 13 New York University (NYU) US 82.6 76.0 89.0 80.4 81.0 14 15 University of California, Los Angeles (UCLA) US 84.4 76.5 82.7 71.6 80.6 15 18 Northwestern University US 84.5 65.9 88.5 79.0 78.8 16 14 National University of Singapore (NUS) SG 75.9 94.1 65.6 53.1 78.0 17 16 UCL (University College London) GB 77.8 79.6 80.9 69.7 77.8 18 24 Australian National University (ANU) AU 78.3 83.1 69.5 54.6 76.5 19 21 The University of Tokyo JP 80.6 89.0 52.3 40.9 76.3 20 17 Università Commerciale Luigi Bocconi IT 72.8 86.1 72.0 61.1 75.6 21 19 The University of Warwick GB 77.5 79.6 70.2 56.0 75.3 22 22 Cornell University US 73.1 77.5 80.9 68.7 74.8 23 20 The University of Melbourne AU 71.3 91.0 62.0 46.6 73.8 24 26 Monash University AU 71.8 84.8 70.7 53.1 73.7 25 35= Duke University US 75.8 67.2 79.9 71.6 73.2 26= 25 University of Michigan US 73.0 67.4 88.7 75.0 73.1 26= 23 University of Toronto CA 70.7 73.3 85.7 71.6 73.1 28 30= University of ong Kong (KU) K 73.6 86.4 57.4 44.8 72.9 29 33 University of California, San Diego (UCSD) US 79.1 57.4 85.4 74.2 72.8 30 32 The ong Kong University of Science and Technology (KUST) K 77.4 83.7 45.4 38.8 72.2 31 30= London Business School GB 65.5 92.5 58.6 46.6 71.0 32 28 Stockholm School of Economics SE 75.0 68.4 70.3 56.0 70.7 33 37= Peking University CN 66.8 86.2 64.0 50.0 70.6 34 42= The Chinese University of ong Kong (CUK) K 70.5 80.0 63.7 48.4 70.5 35 45 Seoul National University (SNU) KR 77.3 82.6 38.6 28.8 70.2 36 29 University of British Columbia CA 70.1 66.5 80.8 70.6 70.1 37 39 Tsinghua University CN 68.2 82.4 60.9 46.6 69.6 38 40 Erasmus University Rotterdam NL 68.4 74.2 70.5 59.9 69.5 39 51-100 Brown University US 74.3 62.8 69.4 62.3 69.2 40 34 Universitat Pompeu Fabra ES 84.4 48.6 67.7 53.1 68.9 41 41 ET Zurich (Swiss Federal Institute of Technology) C 62.3 80.9 76.3 57.4 68.8 42= 49 Kyoto University JP 72.4 79.6 47.6 38.8 68.7 42= 35= The University of Queensland (UQ) AU 67.1 82.2 61.6 42.9 68.7 44 47= Université Paris 1 Panthéon-Sorbonne FR 69.1 74.5 65.1 50.0 68.4 45 27 The University of New South Wales (UNSW) AU 62.7 89.6 53.9 44.8 68.1 46 44 Universidad Carlos III de Madrid ES 73.1 60.9 68.5 59.9 67.7 47 47= Boston University US 72.2 61.9 70.2 54.6 67.2 48 46 The University of Sydney AU 59.5 87.5 61.6 48.4 67.0 49 51-100 Korea University KR 67.8 76.5 48.8 34.1 65.2 50 42= Tilburg University NL 76.5 48.8 66.7 54.6 65.1 12 QS World University Rankings www.qs.com

Education Engineering - Chemical 1 7 Institute of Education, University of London GB 100 50.3 93.1 87.7 92.2 2 3 The University of Melbourne AU 93.0 95.3 91.4 81.1 91.2 3 1 arvard University US 89.5 99.5 92.1 84.6 90.2 4 2 University of Cambridge GB 88.2 100 90.4 82.9 88.9 5 4 Stanford University US 84.2 86.3 97.1 94.2 87.8 6 6 Monash University AU 88.4 85.9 91.4 81.1 87.6 7 5 University of Oxford GB 86.8 99.2 85.9 77.2 86.5 8 8 The University of Sydney AU 79.5 97.2 91.7 84.6 83.9 9 14 University of Toronto CA 81.4 83.3 88.3 85.4 83.2 10 10 The University of Queensland (UQ) AU 82.9 87.2 84.7 78.2 82.9 11 12 Columbia University US 80.3 85.5 91.2 80.2 82.4 12 15 University of California, Berkeley (UCB) US 80.1 83.0 87.7 84.6 82.2 13 9 University of California, Los Angeles (UCLA) US 76.6 85.2 93.7 89.8 82.0 14 13 Nanyang Technological University (NTU) SG 75.7 94.0 90.9 89.1 81.8 15 20 University of Wisconsin-Madison US 79.5 67.4 90.3 81.1 80.2 16 11 University of ong Kong (KU) K 75.3 98.6 85.0 78.2 79.5 17 18 University of Illinois at Urbana-Champaign US 77.6 69.2 88.2 81.1 78.9 18 16 University of Edinburgh GB 76.4 76.5 86.7 78.2 78.2 19 17 King's College London (KCL) GB 76.0 83.8 81.8 71.5 77.0 20 21 University of Michigan US 66.5 68.4 100 100 76.7 21 27= Michigan State University US 72.2 67.4 91.6 84.6 76.5 22 38= Boston College US 72.0 80.9 81.9 76.2 75.0 23 22 Deakin University AU 71.8 79.2 80.9 78.2 74.9 24 30 University of British Columbia CA 70.8 74.6 87.3 78.2 74.8 25 23 The Chinese University of ong Kong (CUK) K 68.5 92.0 80.3 76.2 73.8 26 19 The University of New South Wales (UNSW) AU 71.5 92.8 74.8 68.8 73.7 27 31 University of Bristol GB 74.2 71.8 77.2 68.8 73.6 28= 49 Ohio State University US 67.8 62.8 90.8 83.7 73.2 28= 26 The University of Nottingham GB 69.3 74.8 85.9 75.0 73.2 28= 40 University of Texas at Austin US 66.6 68.0 91.7 84.6 73.2 31 27= Pennsylvania State University US 68.6 65.6 87.9 81.1 73.1 32 32 University of Cape Town ZA 70.4 85.2 74.9 67.4 72.1 33 51-100 The University of Western Australia (UWA) AU 70.9 82.0 73.9 65.9 71.7 34 24 The University of Auckland NZ 66.9 84.3 80.1 70.2 71.1 35= 37 Australian National University (ANU) AU 66.9 97.9 73.8 65.9 70.9 35= 25 The University of Tokyo JP 76.1 93.0 59.4 47.1 70.9 37 41 Curtin University AU 66.3 72.9 80.6 76.2 70.6 38 34 Universidad Nacional Autónoma de México (UNAM) MX 79.8 71.8 55.9 47.1 70.5 39 38= University of Washington US 61.3 49.9 96.7 93.6 70.3 40= 35 McGill University CA 66.6 76.1 79.8 68.8 69.9 40= 27= University of Leeds GB 64.1 78.3 83.6 73.9 69.9 42 50 National Taiwan Normal University TW 65.0 72.7 79.7 76.2 69.7 43= 51-100 Beijing Normal University CN 76.5 76.9 56.2 49.9 69.5 43= 36 The University of Manchester GB 61.8 81.2 84.1 78.2 69.5 45 46= Indiana University Bloomington US 59.8 64.5 91.1 81.1 68.2 46= 51-100 The University of Georgia US 59.6 62.3 91.1 82.9 68.1 46= 51-100 University of Waikato NZ 64.3 91.8 71.2 64.3 68.1 48 51-100 The Open University GB 60.6 61.9 88.1 79.2 67.7 49 51-100 Vanderbilt University US 68.5 89.3 86.2 67.5 50 51-100 University of Pennsylvania US 55.8 77.3 92.2 82.9 67.4 1 1 Massachusetts Institute of Technology (MIT) US 95.6 96.0 95.4 97.1 95.9 2 2 University of California, Berkeley (UCB) US 88.8 88.5 100 97.7 91.7 3 15 Stanford University US 84.0 92.8 99.0 97.1 90.9 4 5 University of Cambridge GB 85.2 100 89.4 82.4 89.9 5 6 National University of Singapore (NUS) SG 80.2 94.6 89.5 89.4 87.3 6 3 Imperial College London GB 88.1 90.0 83.5 82.4 87.1 7 8 The University of Tokyo JP 82.0 92.7 86.1 80.7 85.6 8= 10 Delft University of Technology NL 88.0 87.1 79.9 73.1 84.3 8= 7 Kyoto University JP 77.2 92.7 84.0 86.4 84.3 10 14 California Institute of Technology (Caltech) US 85.8 77.9 94.6 82.4 84.2 11 9 ET Zurich (Swiss Federal Institute of Technology) C 83.1 88.3 84.1 78.0 84.0 12 16 Tsinghua University CN 78.2 86.5 80.7 92.1 83.2 13= 4 University of Oxford GB 66.9 99.8 89.8 78.9 82.0 13= 23= University of Texas at Austin US 80.0 79.7 92.5 81.6 82.0 15 11 Princeton University US 84.7 79.6 85.2 75.1 81.8 16 12= The University of Melbourne AU 78.1 91.5 79.4 70.9 81.3 17 17 Seoul National University (SNU) KR 70.2 92.0 80.1 87.9 80.9 18 19 University of Minnesota US 100 56.0 84.9 74.1 80.8 19 21 University of Wisconsin-Madison US 93.9 59.0 87.8 78.9 80.3 20 12= The University of Queensland (UQ) AU 71.9 87.4 86.9 78.9 79.9 21 20 KAIST - Korea Advanced Institute of Science and Technology KR 71.5 85.1 83.9 83.3 79.2 22= 25 Monash University AU 73.4 86.3 81.6 72.0 78.3 22= 18 The University of Manchester GB 78.8 75.3 84.7 76.1 78.3 24 23= Northwestern University US 66.4 73.0 96.2 100 77.9 25 34 Nanyang Technological University (NTU) SG 59.9 96.9 83.6 80.7 77.6 26 22 The ong Kong University of Science and Technology (KUST) K 70.3 92.4 76.9 67.5 77.5 27 36 National Taiwan University (NTU) TW 71.0 85.9 78.0 75.1 77.1 28 46= Tohoku University JP 70.8 84.3 78.6 77.1 77.0 29= 51-100 Georgia Institute of Technology (Georgia Tech) US 68.1 77.1 88.9 86.4 76.6 29= 37 University of Pennsylvania US 65.9 82.2 91.3 78.9 76.6 31= 32 Osaka University JP 64.6 88.4 82.7 78.0 76.5 31= 46= Pohang University of Science and Technology (POSTEC) KR 69.3 80.3 89.5 75.1 76.5 33= 27 University of California, Los Angeles (UCLA) US 58.1 79.0 99.9 92.1 75.7 33= 26 Yale University US 69.0 81.0 85.6 73.1 75.7 35 51-100 University of Illinois at Urbana-Champaign US 76.7 62.9 89.5 81.6 75.2 36 45 Rheinisch-Westfälische Technische ochschule Aachen DE 70.5 80.4 78.2 72.0 74.9 37 29= UCL (University College London) GB 79.2 72.6 77.8 63.7 74.7 38 40 Purdue University US 74.2 69.7 82.5 76.1 74.4 39= 33 Cornell University US 64.6 72.3 92.6 84.9 74.1 39= 49 National Tsing ua University TW 67.7 78.9 83.8 72.0 74.1 41= 29= Technical University of Denmark DK 72.8 71.0 81.8 73.1 73.7 41= 43 Tokyo Institute of Technology JP 64.6 86.4 79.1 67.5 73.7 43 51-100 University of California, Santa Barbara (UCSB) US 75.8 54.9 93.8 80.7 73.0 44 35 University of Michigan US 61.1 74.4 89.8 84.9 72.9 45 44 Ecole Polytechnique Fédérale de Lausanne (EPFL) C 52.6 85.0 91.4 84.1 72.8 46= 31 The University of New South Wales (UNSW) AU 59.6 88.8 80.9 63.7 72.1 46= 28 University of Toronto CA 66.6 66.4 88.5 81.6 72.1 48= 42 KIT, Karlsruher Institut für Technologie DE 66.6 75.7 78.8 72.0 72.0 48= 39 Technische Universität München DE 58.3 84.2 82.2 74.1 72.0 50 51-100 Korea University KR 58.2 83.1 80.7 77.1 71.9 www.qs.com QS World University Rankings 13

Engineering - Civil & Structural Engineering - Electrical & Electronic 1 5 Massachusetts Institute of Technology (MIT) US 86.5 93.4 77.4 79.7 87.0 2 6 University of Illinois at Urbana-Champaign US 100 64.4 84.0 90.0 86.8 3 2 University of California, Berkeley (UCB) US 87.3 83.0 86.1 85.1 85.7 4= 3 The University of Tokyo JP 80.3 91.9 79.7 82.5 83.9 4= 22 University of Cambridge GB 78.1 100 71.6 76.6 83.9 6 10 University of Texas at Austin US 90.1 76.1 78.9 79.7 83.8 7 11 National University of Singapore (NUS) SG 75.8 97.1 85.9 79.7 83.6 8 7 Kyoto University JP 82.5 89.5 76.6 73.4 83.1 9 1 Imperial College London GB 83.4 83.8 82.7 76.6 82.8 10 8= University of ong Kong (KU) K 74.2 93.9 90.8 79.7 82.3 11 24 Stanford University US 80.8 90.4 73.6 73.4 82.2 12 17 The ong Kong University of Science and Technology (KUST) K 75.6 98.6 71.5 73.4 81.9 13 14 ET Zurich (Swiss Federal Institute of Technology) C 77.1 89.3 79.5 76.6 81.0 14 4 Delft University of Technology NL 76.6 85.6 78.9 87.6 80.6 15= 16 The ong Kong Polytechnic University K 66.7 88.7 100 100 80.0 15= 12 The University of Sydney AU 76.2 89.0 75.5 76.6 80.0 17 18= Politecnico di Milano IT 71.6 94.0 82.8 69.8 79.3 18 15 The University of New South Wales (UNSW) AU 74.1 89.9 77.4 65.9 78.4 19 21 University of Canterbury NZ 76.3 87.9 63.1 69.8 77.9 20 13 Tsinghua University CN 63.0 95.7 83.7 92.2 77.8 21= 8= Nanyang Technological University (NTU) SG 66.4 94.8 80.1 79.7 77.6 21= 18= Tongji University CN 79.8 72.0 68.4 92.2 77.6 23 23 Purdue University US 82.8 65.2 82.5 79.7 77.2 24= 20 Ecole Polytechnique Fédérale de Lausanne (EPFL) C 68.6 88.2 77.6 73.4 75.9 24= 35 Georgia Institute of Technology (Georgia Tech) US 74.7 72.7 81.9 85.1 75.9 26 33= Texas A&M University US 76.1 68.7 76.9 94.3 75.8 27 30 University of California, San Diego (UCSD) US 76.9 69.0 81.0 82.5 75.5 28 25 National Technical University of Athens GR 60.7 84.7 94.6 90.0 74.2 29 31 Tokyo Institute of Technology JP 69.8 83.4 66.5 73.4 73.9 30 26 Monash University AU 63.1 92.9 74.2 69.8 73.8 31 51-100 City University of ong Kong K 59.8 80.0 99.1 92.2 73.0 32 45 KAIST - Korea Advanced Institute of Science and Technology KR 66.4 80.0 76.2 76.6 72.5 33 44 University of Toronto CA 68.4 71.4 81.3 79.7 71.7 34 51-100 University of California, Davis (UCD) US 74.6 59.4 79.6 85.1 71.6 35 32 National Taiwan University (NTU) TW 61.3 86.1 74.1 73.4 71.2 36 47 Universitat Politècnica de Catalunya ES 69.7 70.9 70.1 79.7 71.1 37 40 Cornell University US 72.8 74.9 60.0 61.6 71.0 38 38 Seoul National University (SNU) KR 58.6 89.5 73.3 73.4 70.8 39 28 University of Oxford GB 61.3 100 48.5 51.3 70.6 40 33= KIT, Karlsruher Institut für Technologie DE 65.7 75.6 78.6 69.8 70.4 41 37 Politecnico di Torino IT 56.0 85.1 83.8 82.5 70.2 42= 51-100 California Institute of Technology (Caltech) US 76.9 80.6 30.0 45.0 70.1 42= 27 The University of Queensland (UQ) AU 58.9 95.4 54.7 65.9 70.1 44 29 The University of Melbourne AU 64.2 93.2 43.5 51.3 69.5 45 51-100 University of Newcastle AU 65.1 78.9 61.4 69.8 69.4 46 41 KT, Royal Institute of Technology SE 56.1 79.6 80.8 92.2 69.2 47 51-100 Queensland University of Technology (QUT) AU 54.9 89.6 72.1 73.4 68.9 48 42= Technical University of Denmark DK 59.2 74.6 84.2 82.5 68.7 49 46 Indian Institute of Technology Madras (IITM) IN 62.8 75.9 70.8 73.4 68.6 50= 39 Indian Institute of Technology Bombay (IITB) IN 60.1 79.6 66.3 79.7 68.5 50= 51-100 University of British Columbia CA 62.9 71.1 77.5 79.7 68.5 1 1 Massachusetts Institute of Technology (MIT) US 100 97.0 96.2 98.8 98.4 2 2 Stanford University US 95.6 93.7 99.0 95.8 95.6 3 3 University of California, Berkeley (UCB) US 94.5 90.8 96.7 93.1 93.5 4 4 University of Cambridge GB 89.1 100 96.4 86.1 93.0 5 5 ET Zurich (Swiss Federal Institute of Technology) C 88.3 93.7 97.5 89.4 91.5 6 10 National University of Singapore (NUS) SG 83.1 97.9 97.3 92.4 91.1 7 6 University of Oxford GB 83.0 99.4 100 84.3 90.7 8 8 Imperial College London GB 87.7 91.5 94.9 88.6 90.1 9 9 arvard University US 82.3 97.1 94.5 81.5 88.5 10 14= Nanyang Technological University (NTU) SG 74.9 98.3 93.2 93.8 87.5 11 14= The ong Kong University of Science and Technology (KUST) K 74.3 96.2 97.1 93.1 87.1 12= 21 Tsinghua University CN 80.2 89.4 86.6 99.4 86.8 12= 7 University of California, Los Angeles (UCLA) US 85.4 79.4 99.9 92.4 86.8 14 12= The University of Tokyo JP 86.4 92.3 80.7 82.5 86.7 15 17 California Institute of Technology (Caltech) US 89.2 80.1 90.0 87.0 86.3 16 18 Georgia Institute of Technology (Georgia Tech) US 82.5 80.2 94.3 100 86.2 17 12= Princeton University US 84.0 81.4 97.3 85.2 85.4 18 14= Ecole Polytechnique Fédérale de Lausanne (EPFL) C 81.2 85.0 92.2 87.0 84.9 19 39 Seoul National University (SNU) KR 78.6 91.3 87.9 85.2 84.8 20 24= National Taiwan University (NTU) TW 79.9 88.8 87.9 83.4 84.3 21 11 University of Illinois at Urbana-Champaign US 86.7 71.4 92.8 93.1 84.0 22 22= University of Texas at Austin US 77.5 82.2 93.9 90.2 83.3 23 19= University of Toronto CA 79.1 79.0 95.8 87.8 82.9 24 29 KAIST - Korea Advanced Institute of Science and Technology KR 76.9 85.9 87.8 87.0 82.8 25 27 Tokyo Institute of Technology JP 79.4 86.4 83.4 83.4 82.7 26 33 University of Michigan US 79.4 77.4 94.1 89.4 82.5 27 19= University of ong Kong (KU) K 68.1 96.3 95.5 79.5 82.4 28 32 The University of Melbourne AU 71.9 93.2 89.1 80.5 82.2 29 28 Australian National University (ANU) AU 77.3 89.4 85.9 76.2 82.1 30 34= Technische Universität München DE 77.2 85.8 87.0 81.5 81.9 31 24= KT, Royal Institute of Technology SE 74.8 84.9 88.5 82.5 81.0 32 41 Carnegie Mellon University US 79.2 76.1 92.3 83.4 80.9 33 44= The University of New South Wales (UNSW) AU 65.9 88.9 95.6 89.4 80.8 34= 42= Kyoto University JP 71.1 90.4 84.9 82.5 80.7 34= 31 Shanghai Jiao Tong University CN 68.0 87.5 87.6 93.8 80.7 36 36 Peking University CN 69.8 89.4 88.2 84.3 80.6 37 42= Delft University of Technology NL 72.5 83.7 85.9 89.4 80.4 38= 30 Politecnico di Torino IT 70.7 87.3 88.4 82.5 80.1 38= 22= The Chinese University of ong Kong (CUK) K 69.4 90.3 91.8 76.2 80.1 38= 24= The University of Manchester GB 75.2 77.6 94.1 84.3 80.1 41 50 Politecnico di Milano IT 68.1 91.3 86.3 81.5 79.8 42 37 Indian Institute of Technology Delhi (IITD) IN 67.6 86.1 91.2 83.4 79.1 43= 38 Cornell University US 75.0 76.1 91.4 82.5 78.9 43= 40 The University of Sydney AU 68.6 88.4 88.0 78.4 78.9 45= 48= Purdue University US 74.0 76.2 90.7 83.4 78.6 45= 51-100 Rheinisch-Westfälische Technische ochschule Aachen DE 70.6 88.3 83.9 75.0 78.6 47 34= University of California, San Diego (UCSD) US 79.0 66.4 92.0 87.0 78.4 48 48= Technical University of Denmark DK 62.2 82.8 97.0 93.1 78.2 49= 51-100 Indian Institute of Technology Bombay (IITB) IN 68.0 85.0 88.5 75.0 77.2 49= 51-100 University of Southern California US 76.8 64.8 93.0 87.0 77.2 14 QS World University Rankings www.qs.com

Engineering - Mechanical, Aeronautical & Manufacturing English Language & Literature 1 1 Massachusetts Institute of Technology (MIT) US 100 97.2 90.4 97.8 97.4 2 2 Stanford University US 94.8 92.4 96.6 98.5 94.9 3 3 University of Cambridge GB 90.1 100 89.9 93.0 93.5 4 4= University of California, Berkeley (UCB) US 92.5 85.4 93.8 100 91.7 5 10 University of Michigan US 99.3 80.2 81.8 95.3 90.4 6= 4= Imperial College London GB 89.6 92.0 86.8 92.1 90.3 6= 6= National University of Singapore (NUS) SG 84.5 97.3 88.0 94.0 90.3 8 6= arvard University US 79.0 97.7 98.1 92.6 89.5 9 12 University of Oxford GB 82.8 99.6 82.8 82.4 87.8 10 8 The University of Tokyo JP 87.5 94.1 75.5 87.7 87.7 11 9 Georgia Institute of Technology (Georgia Tech) US 87.0 82.7 84.2 94.0 86.3 12 11 Nanyang Technological University (NTU) SG 76.5 96.9 84.3 92.1 86.1 13 19= California Institute of Technology (Caltech) US 90.0 80.7 82.8 85.2 85.4 14 15 Purdue University US 92.1 81.2 75.9 83.9 85.2 15 13 Tsinghua University CN 83.2 89.5 71.7 94.9 85.1 16 21= Northwestern University US 84.2 76.9 92.4 95.3 84.9 17 25 The University of Melbourne AU 79.3 94.6 81.5 81.7 84.6 18 17 Rheinisch-Westfälische Technische ochschule Aachen DE 83.4 89.9 78.1 82.4 84.4 19 18 Delft University of Technology NL 82.0 90.3 75.6 86.5 84.2 20 27 The ong Kong University of Science and Technology (KUST) K 74.9 97.7 82.9 78.4 83.5 21 19= KAIST - Korea Advanced Institute of Science and Technology KR 75.2 89.0 83.0 90.5 82.8 22 21= KT, Royal Institute of Technology SE 81.1 86.3 76.6 81.7 82.1 23 28 Princeton University US 76.2 84.8 88.7 85.2 82.0 24 32 University of Illinois at Urbana-Champaign US 83.7 72.9 84.6 92.6 81.9 25 29 Seoul National University (SNU) KR 68.4 92.1 83.4 93.5 81.5 26= 14 ET Zurich (Swiss Federal Institute of Technology) C 71.7 89.9 84.9 85.9 81.2 26= 26 The University of Sydney AU 75.5 90.0 81.5 78.4 81.2 28= 39 Cornell University US 76.6 77.7 94.3 86.5 81.1 28= 23= University of California, Los Angeles (UCLA) US 71.7 80.7 96.9 91.6 81.1 30= 33= Kyoto University JP 75.7 92.8 71.1 80.1 80.8 30= 31 Politecnico di Milano IT 75.2 94.6 72.0 76.6 80.8 30= 23= Technische Universität München DE 78.5 86.5 77.2 79.2 80.8 33 16 Shanghai Jiao Tong University CN 74.3 88.3 71.9 90.0 80.5 34= 37= National Taiwan University (NTU) TW 72.2 87.4 79.2 85.9 79.9 34= 35 University of ong Kong (KU) K 70.0 96.4 77.4 75.6 79.9 36 41 Tokyo Institute of Technology JP 78.0 89.7 65.5 77.5 79.6 37= 33= Pennsylvania State University US 81.4 70.9 82.1 88.9 79.5 37= 37= The University of New South Wales (UNSW) AU 72.9 91.3 75.3 77.5 79.5 39 51-100 Cranfield University GB 83.8 81.2 71.0 71.2 79.3 40 36 Peking University CN 60.9 93.4 86.5 91.1 79.0 41 48 Monash University AU 66.7 92.7 83.3 79.2 78.9 42 51-100 The ong Kong Polytechnic University K 71.9 85.5 78.3 82.4 78.5 43 51-100 Pohang University of Science and Technology (POSTEC) KR 68.8 85.7 81.1 83.2 77.9 44 30 The University of Manchester GB 74.2 79.5 80.5 80.9 77.7 45= 51-100 Tohoku University JP 72.6 82.2 71.8 87.7 77.6 45= 51-100 University of Pennsylvania US 69.6 81.9 84.5 83.2 77.6 47 40 Ecole Polytechnique Fédérale de Lausanne (EPFL) C 60.1 90.6 87.0 87.7 77.4 48= 51-100 McGill University CA 78.7 78.7 71.9 73.5 76.9 48= 47 Universität Stuttgart DE 73.5 75.7 83.0 82.4 76.9 50 43= University of Texas at Austin US 65.5 77.9 89.5 91.6 76.7 1 1 University of Oxford GB 100 100 73.1 98.7 2 2 University of Cambridge GB 99.2 97.2 78.1 97.9 3 3 arvard University US 95.2 95.8 83.4 94.7 4 5 Yale University US 91.7 90.1 86.4 91.3 5 4 University of California, Berkeley (UCB) US 92.9 76.9 91.7 91.2 6 9 University of Chicago US 87.9 81.5 71.7 86.5 7 6 Stanford University US 88.3 89.3 46.4 86.3 8= 10= Columbia University US 84.9 83.4 100 85.5 8= 7 Princeton University US 87.7 86.7 46.4 85.5 10 8 University of California, Los Angeles (UCLA) US 86.1 78.7 71.7 84.6 11 22 University of Pennsylvania US 82.7 75.8 98.1 82.8 12 21 Cornell University US 82.6 78.8 69.2 81.6 13 15 University of Toronto CA 81.4 76.7 84.1 81.1 14 10= University of Edinburgh GB 82.9 80.5 40.0 80.5 15 16 UCL (University College London) GB 82.1 80.4 31.7 79.4 16 30 The University of Warwick GB 79.5 81.2 71.7 79.3 17= 19= Duke University US 80.6 71.0 71.7 79.2 17= 14 National University of Singapore (NUS) SG 81.4 90.1 20.0 79.2 19 12 The University of Sydney AU 78.6 82.6 60.0 78.1 20 18 The University of Queensland (UQ) AU 80.8 82.0 20.0 77.9 21 13 The University of Melbourne AU 80.2 88.7 0.0 77.0 22 37 University of Alberta CA 78.2 69.4 51.7 76.0 23 17 University of Michigan US 76.4 71.0 74.0 75.7 24 31 The University of Manchester GB 76.3 80.1 40.0 74.9 25 28 Trinity College Dublin (TCD) IE 78.1 77.6 0.0 74.2 26 26= University of York GB 76.1 69.9 40.0 73.7 27 34 Monash University AU 75.5 80.9 20.0 73.3 28 45 University of Otago NZ 75.9 65.9 31.7 72.7 29 24 University of Texas at Austin US 76.0 69.9 20.0 72.6 30 35 University of Glasgow GB 75.3 59.3 51.7 72.5 31 44 Victoria University of Wellington NZ 77.1 67.8 72.4 32 42= University of Virginia US 72.4 68.2 76.1 72.2 33 19= University of British Columbia CA 72.1 75.1 51.7 71.4 34 29 McGill University CA 71.1 73.5 60.0 70.8 35 51-100 University of California, Irvine (UCI) US 72.6 46.2 78.1 70.3 36 39 University of Leeds GB 70.6 71.4 46.4 69.5 37 36 The University of Auckland NZ 70.5 73.6 31.7 68.9 38 51-100 Pennsylvania State University US 68.5 68.1 71.7 68.7 39 51-100 University of Birmingham GB 68.1 74.0 40.0 67.3 40 51-100 University of Bristol GB 69.5 79.1 67.0 41= 25 New York University (NYU) US 64.2 74.9 90.5 66.5 41= 47= The University of New South Wales (UNSW) AU 66.1 83.5 40.0 66.5 43 51-100 University of Exeter GB 67.4 59.2 46.4 65.6 44 51-100 The University of Nottingham GB 65.8 79.5 31.7 65.5 45 51-100 Queen Mary, University of London (QMUL) GB 69.6 54.3 64.6 46 51-100 Nanyang Technological University (NTU) SG 65.6 76.2 20.0 64.4 47 51-100 Ohio State University US 63.7 55.8 87.8 64.1 48 32 King's College London (KCL) GB 65.8 78.0 0.0 63.7 49 51-100 Indiana University Bloomington US 65.5 55.0 46.4 63.5 50 51-100 University of Cape Town ZA 64.5 67.6 20.0 62.6 www.qs.com QS World University Rankings 15

Environmental Sciences Geography 1 1 University of California, Berkeley (UCB) US 100 91.3 93.4 100 97.5 2 4 arvard University US 98.3 98.8 94.7 97.9 97.4 3= 5 ET Zurich (Swiss Federal Institute of Technology) C 93.9 90.7 93.7 97.2 94.4 3= 7 University of Cambridge GB 99.2 100 88.9 89.9 94.4 5 2 Stanford University US 94.7 92.5 94.8 93.3 94.2 6 3 Massachusetts Institute of Technology (MIT) US 98.7 98.0 93.0 78.8 92.2 7 6 University of Oxford GB 96.6 94.0 88.6 84.3 91.3 8 10 Wageningen University NL 92.8 75.4 89.0 94.9 90.8 9 8 Imperial College London GB 90.6 89.0 92.2 88.1 90.2 10 11 University of Michigan US 84.2 86.1 92.0 94.9 89.1 11 9 The University of Queensland (UQ) AU 84.0 86.5 89.0 96.4 88.7 12= 23 Australian National University (ANU) AU 92.4 82.1 86.1 84.3 87.9 12= 18 The University of Melbourne AU 88.3 93.2 87.6 85.3 87.9 14 19= National University of Singapore (NUS) SG 85.2 92.8 88.7 87.2 87.3 15 12 University of California, Davis (UCD) US 85.1 71.3 87.0 96.4 87.1 16 13 Yale University US 83.9 93.6 93.3 82.2 86.8 17 19= Tsinghua University CN 87.8 78.3 82.0 92.5 86.6 18 38 Seoul National University (SNU) KR 91.5 79.1 84.1 81.1 85.9 19 17 Delft University of Technology NL 88.3 76.4 83.4 87.2 85.7 20= 15= Cornell University US 78.1 85.9 88.5 94.9 85.6 20= 39= Technical University of Denmark DK 83.7 53.5 94.0 92.5 85.6 22 24 University of Colorado at Boulder US 80.2 74.2 92.6 89.0 85.0 23= 33= University of California, Los Angeles (UCLA) US 84.2 87.6 90.1 78.8 84.7 23= 28 University of East Anglia (UEA) GB 84.5 50.2 94.0 89.0 84.7 25= 49 The ong Kong University of Science and Technology (KUST) K 86.0 84.1 88.5 76.5 84.2 25= 25 The University of Tokyo JP 92.1 89.2 80.0 73.9 84.2 27 15= University of British Columbia CA 78.9 82.1 88.5 89.0 84.1 28= 30= Universiti Sains Malaysia (USM) MY 68.1 71.2 100 97.9 83.9 28= 21 University of Toronto CA 79.9 83.7 86.9 87.2 83.9 30 44 Georgia Institute of Technology (Georgia Tech) US 73.8 75.8 96.2 89.9 83.7 31 32 Lund University SE 81.1 60.3 92.3 88.1 83.6 32= 26= Columbia University US 73.1 86.4 91.6 89.0 83.0 32= 14 University of Wisconsin-Madison US 73.3 69.2 89.9 97.2 83.0 34 39= Peking University CN 82.1 80.1 83.0 85.3 82.9 35 22 The University of Sheffield GB 77.5 73.1 91.9 85.3 82.7 36 36= Duke University US 68.2 74.3 95.3 96.4 82.6 37 30= University of Birmingham GB 66.1 73.4 100 94.9 82.5 38 47 Stockholm University SE 75.6 58.0 90.9 93.3 82.2 39 50= Arizona State University US 79.3 50.0 91.4 89.0 82.0 40 46 The University of Manchester GB 79.9 80.2 88.5 78.8 81.8 41 45 Kyoto University JP 86.0 77.6 81.2 76.5 81.6 42 48 University of Washington US 74.9 67.2 89.3 89.9 81.5 43 33= University of Illinois at Urbana-Champaign US 72.0 63.4 90.4 94.9 81.4 44 51-100 University of Texas at Austin US 76.2 80.2 88.9 82.2 81.3 45 42= California Institute of Technology (Caltech) US 87.0 79.8 82.7 69.8 80.9 46 33= Princeton University US 72.3 85.6 94.9 78.8 80.8 47 26= University of Edinburgh GB 74.9 75.9 88.1 84.3 80.6 48= 42= Carnegie Mellon University US 73.8 77.6 90.9 81.1 80.4 48= 51-100 Nanyang Technological University (NTU) SG 81.7 76.4 87.4 72.6 80.4 50 51-100 The University of New South Wales (UNSW) AU 75.8 88.0 84.8 78.8 80.1 1 1 University of Oxford GB 96.2 100 94.8 100 96.9 2 3 London School of Economics and Political Science (LSE) GB 100 93.7 91.0 84.7 95.9 3 2 University of Cambridge GB 96.3 98.4 88.1 87.0 93.9 4 5 Durham University GB 93.3 82.0 98.4 94.9 93.3 5 4 University of California, Berkeley (UCB) US 92.9 78.4 100 94.9 92.8 6 6 University of California, Los Angeles (UCLA) US 90.6 80.6 94.5 100 91.6 7 7 UCL (University College London) GB 91.6 85.2 92.2 93.1 91.4 8 10= The University of Manchester GB 85.5 80.9 99.2 94.9 88.6 9 8= National University of Singapore (NUS) SG 90.5 88.0 83.6 77.0 87.2 10 10= University of British Columbia CA 88.7 66.7 92.5 87.0 86.8 11 8= Australian National University (ANU) AU 89.0 83.7 84.2 79.8 86.4 12 13 University of Toronto CA 86.2 76.4 90.7 87.0 86.0 13 19 University of Leeds GB 82.1 78.5 93.3 93.1 85.1 14 14 University of Edinburgh GB 85.4 81.7 90.9 79.8 85.0 15 16 University of Bristol GB 88.9 78.7 77.6 79.8 84.9 16 12 The University of Melbourne AU 81.6 89.4 90.1 84.7 84.1 17 18 University of Amsterdam NL 85.1 62.6 88.1 89.1 84.0 18= 15 University of Wisconsin-Madison US 83.3 46.9 96.1 94.9 83.3 18= 21 Utrecht University NL 86.5 73.9 82.7 77.0 83.3 20 35 Stockholm University SE 79.7 76.5 85.7 91.2 82.1 21= 26 Lund University SE 82.1 67.0 83.6 84.7 81.3 21= 48= University of Exeter GB 80.2 68.0 90.6 84.7 81.3 23 23 Monash University AU 79.0 84.0 84.1 84.7 81.2 24 24 The University of Sheffield GB 80.3 58.4 91.8 87.0 80.9 25 University of ong Kong (KU) K 81.5 78.5 78.9 77.0 80.1 26 34 The University of Queensland (UQ) AU 76.5 85.2 86.2 82.3 79.7 27 42= University of East Anglia (UEA) GB 76.9 48.1 97.7 93.1 79.6 28= 51-100 University of Minnesota US 81.9 37.1 92.5 84.7 79.5 28= 17 University of Washington US 75.9 68.4 92.0 89.1 79.5 30 20 Pennsylvania State University US 76.1 64.7 90.1 91.2 79.3 31 30 Newcastle University GB 74.6 66.0 91.0 93.1 79.1 32 27 University of Glasgow GB 77.2 75.4 87.4 79.8 79.0 33 29 King's College London (KCL) GB 80.6 79.4 79.0 70.9 78.9 34 51- University of Cape Town ZA 79.9 74.3 78.9 77.0 78.8 100 35 32 The University of Sydney AU 79.4 93.5 75.2 67.5 78.4 36 36 University of Birmingham GB 79.1 72.1 82.3 74.1 78.2 37 38 Katholieke Universiteit Leuven BE 75.3 77.0 86.0 82.3 78.1 38 51-100 University of Sussex GB 83.3 45.9 81.0 74.1 78.0 39= 50= The University of Nottingham GB 75.1 75.1 88.1 79.8 77.8 39= 51-100 University of California, Santa Barbara (UCSB) US 81.8 34.0 86.5 82.3 77.8 41 51-100 Ohio State University US 78.7 45.8 84.7 84.7 77.3 42 51-100 Universidade de São Paulo (USP) BR 81.6 63.4 74.7 70.9 77.2 43= 51-100 Arizona State University US 73.1 36.6 97.7 96.7 76.7 43= 51-100 Université Paris 1 Panthéon-Sorbonne FR 87.6 68.0 50.9 63.7 76.7 45 31 University of North Carolina, Chapel ill US 75.1 48.9 87.8 89.1 76.5 46 44= umboldt-universität zu Berlin DE 82.7 78.6 65.9 59.6 76.3 47 44= University of Colorado at Boulder US 70.9 60.7 87.9 94.9 76.0 48 28 The University of Tokyo JP 78.3 87.4 69.7 59.6 75.0 49 37 Lancaster University GB 70.0 64.7 91.6 82.3 74.6 50 50= University of elsinki FI 74.7 61.3 78.8 77.0 74.3 16 QS World University Rankings www.qs.com

istory Law 1 1 University of Cambridge GB 100 100 90.9 100 99.5 2 2 University of Oxford GB 99.3 99.0 88.4 93.6 97.9 3 17 arvard University US 97.4 95.7 93.0 100 97.4 4 5 Yale University US 93.3 89.2 87.5 80.5 90.7 5 3 Princeton University US 92.3 83.4 85.8 83.4 89.8 6 10 University of California, Berkeley (UCB) US 91.7 80.1 90.6 77.4 88.3 7 6 London School of Economics and Political Science (LSE) GB 93.4 97.4 74.7 57.9 87.6 8 4 University of Chicago US 88.3 76.2 88.1 88.8 87.2 9 21 Stanford University US 85.7 89.8 91.8 88.8 86.9 10 25= University of Michigan US 90.6 68.0 84.8 80.5 86.5 11 8 Columbia University US 87.6 78.3 88.8 83.4 86.1 12 9 University of California, Los Angeles (UCLA) US 85.0 81.0 89.8 88.8 85.4 13 19 Université Paris 1 Panthéon-Sorbonne FR 92.9 84.7 64.1 52.8 84.6 14 14 Freie Universität Berlin DE 95.6 76.1 67.5 40.7 84.0 15 7 Australian National University (ANU) AU 89.0 83.8 76.2 62.5 83.9 16 22 umboldt-universität zu Berlin DE 91.9 79.6 64.9 52.8 83.5 17 20 University of Wisconsin-Madison US 87.7 50.4 77.8 70.5 80.9 18 38 Ruprecht-Karls-Universität eidelberg DE 82.4 82.5 63.1 47.2 76.2 19 15 University of Toronto CA 78.1 67.2 82.8 70.5 76.1 20 51-100 Cornell University US 71.9 76.0 91.1 88.8 75.8 21 39 Johns opkins University US 79.7 43.9 84.5 74.1 75.5 22 12= The University of Melbourne AU 77.2 93.2 67.4 57.9 75.4 23 31= Duke University US 76.5 70.7 81.8 70.5 75.3 24 16 The University of Warwick GB 79.5 85.4 59.6 52.8 75.1 25 31= Universidad Nacional Autónoma de México (UNAM) MX 80.4 62.3 66.4 52.8 73.8 26 18 King's College London (KCL) GB 75.1 86.4 71.5 57.9 73.5 27 47 Ludwig-Maximilians-Universität München DE 77.7 68.2 68.9 52.8 72.6 28 28 Leiden University NL 72.7 76.6 79.2 62.5 71.9 29 Kyoto University JP 76.0 78.5 68.3 47.2 71.5 30 24 University of Otago NZ 73.1 63.8 68.8 66.7 71.0 31 Universität Freiburg DE 73.0 65.2 77.6 62.5 70.9 32= 11 UCL (University College London) GB 62.9 90.5 87.4 88.8 70.8 32= 46 University of Pennsylvania US 66.5 81.6 89.9 77.4 70.8 34= Universidade Estadual de Campinas (Unicamp) BR 90.9 65.6 10.0-70.7 34= 25= University of British Columbia CA 68.2 66.4 85.1 80.5 70.7 36 37 Université Paris-Sorbonne (Paris IV) FR 79.3 66.7 41.6 40.7 70.4 37 51-100 The University of Tokyo JP 70.3 86.4 75.9 57.9 70.3 38= 51-100 La Trobe University AU 70.9 74.6 70.2 57.9 69.3 38= University of ong Kong (KU) K 73.7 83.7 65.2 40.7 69.3 40 40 National University of Singapore (NUS) SG 68.5 90.3 70.3 57.9 69.2 41 51-100 Utrecht University NL 67.5 65.2 80.0 74.1 68.9 42 Universidade Federal do Rio de Janeiro BR 82.6 40.0 39.9 33.3 68.8 43= 43 Universidad Complutense de Madrid (UCM) ES 72.9 56.4 67.7 57.9 68.7 43= 44= University of Texas at Austin US 66.7 67.1 84.2 74.1 68.7 45 12= The University of Sydney AU 70.1 88.4 72.0 47.2 68.6 46= 29= Durham University GB 62.8 87.3 80.0 77.4 68.3 46= 35 New York University (NYU) US 66.1 73.2 83.6 70.5 68.3 48 33= Trinity College Dublin (TCD) IE 69.8 78.2 66.3 52.8 67.9 49 41= Peking University CN 70.4 81.2 66.3 47.2 67.8 50= 29= The University of Manchester GB 63.4 85.4 82.0 70.5 67.6 50= 51-100 Universidade de São Paulo (USP) BR 76.7 62.4 53.1 33.3 67.6 1 1 arvard University US 100 98.9 97.2 100 99.5 2 3 University of Oxford GB 98.2 100 90.4 86.1 96.5 3 2 University of Cambridge GB 97.9 99.9 87.5 85.1 96.1 4 4 Yale University US 96.1 87.7 100 97.6 94.0 5 6 New York University (NYU) US 99.6 80.6 94.8 95.7 93.1 6 9 Stanford University US 87.8 90.9 94.0 89.7 89.3 7 7 London School of Economics and Political Science (LSE) GB 89.2 96.4 83.1 75.5 89.0 8 5 The University of Melbourne AU 91.1 92.9 79.1 74.0 88.5 9 15 University of Chicago US 85.4 82.3 96.0 95.7 86.5 10 17 University of California, Berkeley (UCB) US 86.1 81.9 90.0 91.3 85.8 11 8 Columbia University US 87.0 82.8 92.8 84.1 85.6 12 11 UCL (University College London) GB 88.1 81.3 87.1 79.5 84.8 13 10 The University of Sydney AU 82.5 95.2 77.1 67.0 83.7 14 12 The University of New South Wales (UNSW) AU 80.7 91.5 81.9 76.9 83.5 15 14 Australian National University (ANU) AU 79.7 91.8 71.9 67.0 81.0 16 13 Monash University AU 74.4 91.5 77.1 72.4 79.4 17 23 Georgetown University US 81.4 65.9 95.9 92.1 79.1 18 20 University of ong Kong (KU) K 74.6 93.9 70.4 67.0 79.0 19 22 National University of Singapore (NUS) SG 74.7 93.5 71.0 64.9 78.6 20 16 King's College London (KCL) GB 72.5 83.0 85.6 80.7 77.6 21 21 University of Toronto CA 76.7 77.2 81.2 74.0 76.7 22 37= The University of Tokyo JP 79.8 91.1 46.3 46.8 76.6 23 26 Leiden University NL 81.3 76.5 66.7 62.6 76.4 24= 41= Ruprecht-Karls-Universität eidelberg DE 83.3 79.0 48.3 54.3 76.0 24= 29 University of Pennsylvania US 64.9 83.9 92.0 92.1 76.0 26 25 Katholieke Universiteit Leuven BE 77.6 77.0 72.7 64.9 75.3 27 18 Université Paris 1 Panthéon-Sorbonne FR 82.4 83.1 47.5 42.0 74.8 28= 37= Ludwig-Maximilians-Universität München DE 80.9 71.9 58.4 60.1 74.0 28= 24 The University of Auckland NZ 71.8 88.1 60.2 57.4 74.0 30 33 Cornell University US 64.4 78.8 94.2 88.8 73.8 31 30 University of Michigan US 68.9 68.2 90.2 88.0 72.6 32 28 University of Edinburgh GB 75.6 73.0 63.2 62.6 72.3 33 27 McGill University CA 70.3 79.1 63.5 67.0 72.1 34 34 The University of Nottingham GB 67.6 79.3 72.8 68.9 71.6 35 31 University of California, Los Angeles (UCLA) US 59.8 79.1 93.6 87.0 71.3 36 40 University of British Columbia CA 67.5 76.8 81.2 68.9 71.2 37 32 University of Otago NZ 70.2 80.5 72.8 54.3 71.1 38 36 The University of Warwick GB 64.4 81.2 74.1 70.7 70.8 39 51-100 University of Virginia US 67.2 62.1 92.6 88.8 70.2 40 51-100 University of Cape Town ZA 70.9 73.2 62.8 62.6 70.0 41 50= Universität amburg DE 76.9 60.9 67.7 64.9 69.9 42 39 Duke University US 60.0 71.3 90.2 91.3 69.6 43 45= Pontificia Universidad Católica de Chile CL 65.0 78.8 65.9 64.9 69.2 44 43= Tsinghua University CN 64.8 86.6 57.6 50.8 68.9 45 48= Northwestern University US 64.5 64.0 86.5 86.1 68.7 46 51-100 The University of Adelaide AU 65.2 81.9 60.2 54.3 68.4 47 45= University of Bristol GB 63.8 80.4 60.2 60.1 68.1 48 35 Utrecht University NL 63.3 72.3 74.7 72.4 68.0 49 19 Victoria University of Wellington NZ 65.7 80.0 56.7 54.3 67.9 50 50= University of Amsterdam NL 64.7 70.7 68.4 68.9 67.3

Linguistics Mathematics 1 2 Massachusetts Institute of Technology (MIT) US 100 89.2 88.0 87.7 97.8 2 3 University of California, Los Angeles (UCLA) US 92.5 76.7 87.1 84.1 90.3 3 5 University of Edinburgh GB 80.8 74.5 83.1 90.9 80.8 4 4 University of Oxford GB 76.6 99.4 94.2 92.4 80.6 5 7 Stanford University US 76.7 91.8 100 95.1 80.3 6 1 University of Cambridge GB 77.5 100 79.5 84.1 80.2 7 18 arvard University US 75.3 99.1 97.5 93.8 79.7 8 8 University of Massachusetts, Amherst US 81.3 47.0 78.2 80.1 77.7 9 10 Lancaster University GB 82.0 68.3 43.5 48.8 77.1 10 16 University of California, Berkeley (UCB) US 75.2 78.3 88.1 89.3 76.9 11 9 Australian National University (ANU) AU 76.5 85.7 64.0 69.9 76.5 12 6 The University of Melbourne AU 73.0 91.9 73.0 75.4 75.0 13 13 University of Pennsylvania US 70.2 76.9 93.3 100 73.5 14 11 UCL (University College London) GB 66.5 87.5 93.8 98.9 71.6 15 17 Ohio State University US 72.7 54.8 75.5 77.8 71.4 16 21 National University of Singapore (NUS) SG 68.0 91.0 75.6 75.4 71.1 17 19 Monash University AU 69.1 92.1 64.3 54.4 70.5 18 University of ong Kong (KU) K 67.5 93.1 68.7 63.1 69.9 19 24= University of Chicago US 66.1 77.3 87.5 80.1 69.0 20 14 The University of Tokyo JP 65.4 91.1 72.3 75.4 68.8 21 12 The University of Sydney AU 64.4 96.2 76.6 72.8 68.6 22 20 Peking University CN 65.8 85.8 68.6 59.0 67.6 23 45= The ong Kong Polytechnic University K 64.5 81.6 65.9 72.8 66.7 24 22 City University of ong Kong K 67.6 66.3 50.6 66.7 66.6 25 15 University of Amsterdam NL 65.9 64.3 67.5 66.7 65.9 26= 23 Leiden University NL 65.1 65.4 65.9 75.4 65.7 26= 51-100 University of California, Santa Barbara (UCSB) US 67.7 53.5 60.0 63.1 65.7 28 28= McGill University CA 61.5 65.9 86.3 87.7 64.5 29 34 University of Birmingham GB 61.2 75.4 74.5 69.9 63.7 30 30 University of Texas at Austin US 60.5 51.2 96.5 93.8 63.0 31 43 University of Arizona US 60.8 61.6 80.2 80.1 62.9 32 27 University of Toronto CA 58.5 65.9 87.4 89.3 62.2 33 44 The University of Manchester GB 57.9 78.0 77.7 80.1 62.0 34= 42 University of Illinois at Urbana-Champaign US 60.7 40.8 86.9 96.4 61.8 34= 32 University of Maryland, College Park US 61.5 38.0 86.7 89.3 61.8 36 26 The University of Auckland NZ 60.6 83.9 46.2 48.8 61.6 37 37= The University of Queensland (UQ) AU 56.5 92.9 70.5 66.7 61.4 38 35= University of California, San Diego (UCSD) US 56.6 67.3 92.7 84.1 60.9 39 51-100 University of British Columbia CA 57.3 63.3 85.8 86.0 60.8 40 51-100 Katholieke Universiteit Leuven BE 57.0 66.4 80.0 77.8 60.1 41 33 Radboud University Nijmegen NL 60.2 33.0 82.2 87.7 60.0 42 51-100 Nanyang Technological University (NTU) SG 59.8 69.2 45.2 48.8 59.5 43 31 Macquarie University AU 54.4 78.9 80.2 77.8 59.3 44= 37= New York University (NYU) US 53.3 75.3 90.1 87.7 59.0 44= 51-100 The University of Nottingham GB 55.0 82.8 67.9 66.7 59.0 46 51-100 Fudan University CN 57.0 88.2 38.0 48.8 58.8 47 51-100 Tsinghua University CN 54.7 88.1 59.1 63.1 58.7 48 35= The Chinese University of ong Kong (CUK) K 54.5 82.9 63.0 69.9 58.5 49 51-100 Universität amburg DE 61.2 37.7 53.7 59.0 58.4 50= 51-100 Ruprecht-Karls-Universität eidelberg DE 57.4 66.1 60.0 54.4 58.2 50= 51-100 Seoul National University (SNU) KR 58.9 83.9 11.4 42.1 58.2 1 3 arvard University US 97.7 98.2 99.3 95.8 97.7 2 2 Massachusetts Institute of Technology (MIT) US 100 94.1 91.2 94.0 95.9 3 5 University of Oxford GB 96.9 99.1 93.7 92.2 95.8 4= 4 University of California, Berkeley (UCB) US 98.0 88.3 94.1 95.8 94.8 4= 1 University of Cambridge GB 98.9 100 89.2 87.1 94.8 6= 6 Princeton University US 96.6 84.2 93.8 100 94.2 6= 8 Stanford University US 94.7 93.1 94.5 94.0 94.2 8 7 University of California, Los Angeles (UCLA) US 89.4 79.9 100 99.2 91.6 9 9= ET Zurich (Swiss Federal Institute of Technology) C 90.4 87.1 89.0 88.2 89.0 10 15 New York University (NYU) US 94.4 90.5 86.6 77.7 88.8 11 12= Imperial College London GB 88.8 91.4 87.6 86.0 88.5 12 11 University of Chicago US 83.9 88.1 96.9 83.8 87.3 13 9= National University of Singapore (NUS) SG 81.1 94.6 89.8 87.1 86.7 14 12= California Institute of Technology (Caltech) US 89.3 77.9 87.3 88.2 86.4 15 12= University of Toronto CA 80.9 83.9 88.6 89.2 84.7 16 21 Carnegie Mellon University US 77.7 79.5 96.7 83.8 83.2 17 20 University of Texas at Austin US 75.7 82.5 91.7 88.2 82.8 18 19 Columbia University US 74.0 87.2 91.5 86.0 82.5 19 17 University of Michigan US 76.9 79.5 91.8 86.0 82.2 20 16 Australian National University (ANU) AU 74.0 88.0 89.3 84.9 82.0 21 24 Ecole Polytechnique ParisTech FR 85.7 71.9 88.2 77.7 81.9 22 27= Yale University US 81.2 87.1 84.5 74.9 81.8 23 22 The University of Tokyo JP 86.7 91.0 73.0 70.5 81.6 24 29 University of Waterloo CA 77.2 80.2 86.9 83.8 81.1 25 23 The University of Warwick GB 84.8 78.3 82.5 73.5 80.9 26 25 The Chinese University of ong Kong (CUK) K 75.3 85.0 87.9 79.0 80.6 27 18 Georgia Institute of Technology (Georgia Tech) US 77.0 73.9 85.3 86.0 79.9 28 41 University of British Columbia CA 74.2 75.0 89.5 83.8 79.3 29 26 Kyoto University JP 80.9 82.0 76.0 74.9 78.9 30 35 Peking University CN 72.0 88.4 79.8 80.2 78.4 31= 27= The University of Sydney AU 67.4 95.5 84.6 74.9 77.9 31= 51-100 University of Edinburgh GB 73.5 76.0 88.9 77.7 77.9 33 34 University of California, San Diego (UCSD) US 67.1 67.7 94.7 91.2 77.5 34 38 University of Bristol GB 69.3 74.2 91.8 82.6 77.4 35 37 Tsinghua University CN 71.4 88.4 69.7 86.0 77.3 36= 32= Ecole Polytechnique Fédérale de Lausanne (EPFL) C 74.7 79.2 82.5 74.9 77.2 36= 51-100 UCL (University College London) GB 70.0 78.7 89.6 77.7 77.2 38 36 Cornell University US 76.8 82.6 80.7 67.3 76.8 39 51-100 Universidade de São Paulo (USP) BR 77.5 73.8 76.1 77.7 76.6 40= 51-100 Brown University US 73.9 81.2 82.0 70.5 76.4 40= 32= City University of ong Kong K 63.5 77.3 91.5 86.0 76.4 40= 51-100 Rheinische Friedrich-Wilhelms-Universität Bonn DE 86.0 70.6 75.1 63.9 76.4 43 30= University of Illinois at Urbana-Champaign US 71.5 69.5 86.0 82.6 76.2 44 51-100 Technische Universität München DE 76.5 79.2 74.6 73.5 76.1 45= 50= Ecole Normale Supérieure, Paris (ENS Paris) FR 87.1 69.8 73.9 62.1 76.0 45= 40 The ong Kong University of Science and Technology (KUST) K 66.8 89.1 88.6 69.0 76.0 45= 44 University of ong Kong (KU) K 65.9 95.5 85.6 67.3 76.0 48 46= Nanyang Technological University (NTU) SG 62.7 90.3 84.2 79.0 75.8 49 42 Lomonosov Moscow State University RU 86.8 83.6 57.3 62.1 75.4 50 46= The University of Manchester GB 66.7 78.9 85.4 79.0 75.3 18 QS World University Rankings www.qs.com

Medicine Materials Science 1 1 arvard University US 100 100 93.7 100 98.4 2 2 University of Oxford GB 94.6 98.8 94.3 89.0 93.5 3 3 University of Cambridge GB 95.5 97.9 91.9 83.8 91.9 4 5 Stanford University US 89.0 93.3 92.0 89.2 90.2 5 7 University of California, Los Angeles (UCLA) US 87.3 88.5 92.2 92.0 89.8 6 4 Johns opkins University US 90.3 74.1 91.0 92.9 89.5 7 6 Yale University US 88.1 88.6 90.9 86.5 88.5 8 13 UCL (University College London) GB 83.7 85.4 88.6 91.1 86.9 9 12 University of California, San Francisco (UCSF) US 84.2 67.0 92.9 91.8 86.6 10 8 Imperial College London GB 86.6 89.1 89.6 79.6 85.9 11 18 University of Pennsylvania US 79.8 83.3 90.3 88.7 85.0 12 9 The University of Melbourne AU 84.8 92.5 86.5 80.3 84.9 13 14 Columbia University US 80.0 81.0 89.7 89.0 84.8 14 11 University of Toronto CA 77.3 79.9 87.4 95.0 84.5 15 16 Duke University US 76.4 82.3 91.5 89.9 84.1 16 10 Karolinska Institute SE 83.1 76.2 87.6 83.8 83.7 17 17 The University of Sydney AU 83.6 89.6 85.2 78.0 83.2 18 15 Massachusetts Institute of Technology (MIT) US 75.6 94.2 100 73.9 83.1 19 23 King's College London (KCL) GB 79.6 76.7 89.2 82.4 82.4 20 21 The University of Tokyo JP 86.6 96.8 80.9 69.2 81.8 21= 20 National University of Singapore (NUS) SG 86.5 92.7 82.9 67.9 81.6 21= 22 University of Michigan US 72.4 73.5 90.2 91.1 81.6 23 28 University of Washington US 71.1 69.7 89.8 91.3 80.7 24= 24 University of ong Kong (KU) K 82.1 87.8 84.5 68.7 79.9 24= 49 Washington University in St. Louis US 71.6 71.0 92.6 84.1 79.9 26 19 McGill University CA 76.0 73.1 89.1 78.7 79.7 27 26 Erasmus University Rotterdam NL 72.2 67.4 89.4 86.2 79.6 28 30= University of California, San Diego (UCSD) US 68.7 75.3 92.3 86.0 79.5 29= 37 The University of New South Wales (UNSW) AU 72.9 92.5 85.2 75.3 78.6 29= 27 University of Edinburgh GB 73.3 76.6 88.1 78.4 78.6 31 36 Ruprecht-Karls-Universität eidelberg DE 74.6 77.6 85.3 78.4 78.5 32 33= New York University (NYU) US 70.1 80.3 88.4 80.6 78.3 33 29 Monash University AU 78.9 83.7 82.8 69.2 78.0 34 38= University of Copenhagen DK 67.9 76.4 87.1 84.3 77.7 35 25 Kyoto University JP 76.4 89.5 81.5 69.6 77.3 36= 32 Cornell University US 66.8 79.8 88.3 81.8 77.2 36= 47= Leiden University NL 67.0 81.5 89.8 79.0 77.2 38 50 Mayo Medical School US 80.9 56.8 91.6 64.3 77.1 39 35 University of British Columbia CA 67.8 80.8 87.2 79.3 76.8 40 38= The University of Manchester GB 67.6 81.7 89.2 76.4 76.6 41 51-100 University of Zurich C 67.3 77.6 88.4 79.0 76.5 42 33= The University of Queensland (UQ) AU 73.2 81.4 83.2 70.8 75.9 43 51-100 National Taiwan University (NTU) TW 77.1 89.1 77.1 67.0 75.8 44= 43= Ludwig-Maximilians-Universität München DE 66.1 79.5 85.8 79.6 75.7 44= 43= University of Amsterdam NL 67.7 70.8 86.7 79.3 75.7 46= 30= University of Chicago US 63.5 76.8 90.6 79.3 75.5 46= 41 University of Pittsburgh US 64.4 51.3 90.4 88.0 75.5 48 51-100 Boston University US 61.4 75.6 92.2 80.3 75.2 49 51-100 The Chinese University of ong Kong (CUK) K 75.3 88.1 80.0 63.8 74.9 50 42 McMaster University CA 66.9 65.8 88.4 77.4 74.8 1 1 Massachusetts Institute of Technology (MIT) US 100 91.5 91.2 96.8 96.2 2= 3 Stanford University US 88.3 91.1 93.4 95.8 91.7 2= 4 University of Cambridge GB 93.5 100 88.1 89.2 91.7 4 5 Imperial College London GB 96.5 76.3 88.4 91.0 91.3 5 2 University of California, Berkeley (UCB) US 89.3 78.9 92.2 92.6 89.8 6= 6 National University of Singapore (NUS) SG 81.9 87.3 91.6 100 89.4 6= 7 Northwestern University US 88.9 67.1 93.2 94.2 89.4 8 14 Nanyang Technological University (NTU) SG 86.5 76.6 85.3 91.5 86.7 9 11 University of Oxford GB 86.5 97.5 84.9 78.9 85.3 10 10 Tsinghua University CN 82.7 90.7 77.7 93.2 85.0 11 17= Tohoku University JP 88.1 81.8 72.5 87.4 83.6 12 9 arvard University US 75.9 99.6 89.7 84.1 83.5 13 8 ET Zurich (Swiss Federal Institute of Technology) C 84.0 76.5 85.5 82.0 83.1 14 33 Carnegie Mellon University US 85.4 66.7 85.7 78.9 82.3 15 17= Georgia Institute of Technology (Georgia Tech) US 87.4 32.1 85.9 88.6 82.1 16 35 KAIST - Korea Advanced Institute of Science and Technology KR 79.0 75.8 82.6 88.0 82.0 17= 25= The University of New South Wales (UNSW) AU 79.5 84.1 85.0 81.2 81.9 17= 16 The University of Tokyo JP 82.3 87.6 76.1 84.8 81.9 19 21 The University of Manchester GB 78.6 73.9 85.4 84.8 81.5 20 28 Tokyo Institute of Technology JP 81.9 85.2 76.3 82.7 81.2 21= 12= Pennsylvania State University US 77.7 64.0 85.0 88.6 81.0 21= 12= University of California, Los Angeles (UCLA) US 65.7 82.2 96.9 89.8 81.0 23= 22 California Institute of Technology (Caltech) US 83.7 51.3 85.8 83.4 80.9 23= 15 Ecole Polytechnique Fédérale de Lausanne (EPFL) C 74.6 75.4 85.8 88.0 80.9 25 48 Rheinisch-Westfälische Technische ochschule Aachen DE 90.1 63.8 77.4 74.7 80.7 26 25= Kyoto University JP 80.5 88.4 77.3 80.5 80.5 27 17= University of Illinois at Urbana-Champaign US 81.5 51.4 85.7 84.8 80.4 28 20 Peking University CN 65.7 93.0 86.9 91.5 80.0 29 23= The ong Kong University of Science and Technology (KUST) K 76.4 77.2 87.9 78.1 79.9 30 25= University of Michigan US 71.8 77.5 86.0 86.1 79.5 31= 23= Seoul National University (SNU) KR 72.5 78.2 82.0 87.4 79.2 31= 29 Shanghai Jiao Tong University CN 75.4 88.8 75.9 84.1 79.2 33 41 University of Pennsylvania US 66.4 74.8 92.5 85.4 78.6 34 47 University of California, Santa Barbara (UCSB) US 67.1 50.6 95.0 91.5 78.5 35= 31 Cornell University US 67.1 74.3 89.7 86.7 78.2 35= 36 Osaka University JP 77.4 87.5 72.4 81.2 78.2 37= 42 Monash University AU 72.7 90.6 84.4 74.7 78.1 37= 49 Pohang University of Science and Technology (POSTEC) KR 69.1 67.0 86.3 88.0 78.1 39 51-100 The University of Sheffield GB 83.8 66.8 78.2 69.9 77.5 40 32 Delft University of Technology NL 81.0 58.1 77.9 76.4 77.0 41 43 The University of Queensland (UQ) AU 62.9 85.3 86.3 83.4 76.1 42 30 Princeton University US 60.6 89.9 91.7 77.3 75.2 43 44 Katholieke Universiteit Leuven BE 69.4 73.7 80.2 78.9 75.0 44 34 National Taiwan University (NTU) TW 61.7 79.3 81.3 86.7 74.5 45 40 University of Toronto CA 65.8 71.2 82.8 80.5 74.1 46= 50 Indian Institute of Science IN 64.2 71.9 81.5 82.0 73.9 46= 39 KIT, Karlsruher Institut für Technologie DE 67.2 67.0 79.2 82.0 73.9 48= 51-100 KT, Royal Institute of Technology SE 75.6 39.7 77.6 75.6 72.7 48= 45= Purdue University US 63.2 64.1 81.6 82.0 72.7 50 51-100 Zhejiang University CN 58.6 73.7 78.1 86.7 72.1

Modern Languages Pharmacy & Pharmacology 1 1 University of Oxford GB 100 99.9 100 2 2 University of Cambridge GB 98.2 100 98.7 3 3 arvard University US 96.2 98.5 96.9 4 4 University of California, Berkeley (UCB) US 90.9 88.7 90.2 5= 7 Stanford University US 87.1 89.7 87.9 5= 5 Yale University US 88.4 86.7 87.9 7 6 Princeton University US 86.4 86.4 86.4 8 9= UCL (University College London) GB 84.6 85.0 84.7 9 14= University of California, Los Angeles (UCLA) US 83.4 82.6 83.2 10 9= National University of Singapore (NUS) SG 79.8 90.4 83.0 11 34= The Chinese University of ong Kong (CUK) K 82.6 80.7 82.3 12 17 University of Edinburgh GB 82.0 79.7 81.3 13 20 The University of Tokyo JP 77.6 89.3 81.0 14= 16 Australian National University (ANU) AU 80.2 80.8 80.5 14= 12 University of Toronto CA 80.7 79.9 80.5 16 14= Université Paris-Sorbonne (Paris IV) FR 79.3 81.8 80.1 17 18= University of ong Kong (KU) K 76.4 87.9 79.9 18 21 Massachusetts Institute of Technology (MIT) US 74.7 90.6 79.4 19 8 Columbia University US 78.4 80.0 78.7 20 33 umboldt-universität zu Berlin DE 79.4 76.3 78.5 21 47 Ruprecht-Karls-Universität eidelberg DE 77.3 78.7 77.8 22 13 Peking University CN 74.0 86.5 77.6 23 18= The University of Melbourne AU 72.7 89.1 77.5 24 26 The University of Warwick GB 72.6 88.6 77.4 25 27 Cornell University US 74.6 83.6 77.3 26 29= Universidad de Buenos Aires AR 76.1 78.3 76.8 27 11 University of Chicago US 74.4 82.7 76.7 28 28 Duke University US 77.5 72.5 76.1 29 51-100 ankuk University of Foreign Studies KR 74.3 78.9 76.0 30 39= Ludwig-Maximilians-Universität München DE 78.6 68.9 75.7 31 41 Freie Universität Berlin DE 78.4 68.6 75.5 32 51-100 SOAS - School of Oriental and African Studies, University of London GB 79.2 64.9 75.1 33 29= The University of Manchester GB 71.3 83.7 75.0 34 24 Kyoto University JP 71.1 84.2 74.9 35 36 McGill University CA 72.2 77.9 73.9 36 32 Waseda University JP 72.3 76.9 73.8 37 31 Universidad Nacional Autónoma de México (UNAM) MX 77.4 64.7 73.7 38 23 University of Michigan US 74.9 70.4 73.6 39 25 Brown University US 74.7 69.6 73.3 40 46 Yonsei University KR 68.8 82.5 73.1 41 151-200 The ong Kong University of Science and Technology (KUST) K 69.1 81.1 73.0 42 42= Trinity College Dublin (TCD) IE 68.6 82.7 72.9 43 51-100 University of Amsterdam NL 74.7 67.0 72.5 44 51-100 Indiana University Bloomington US 76.4 59.6 71.6 45 42= The University of Auckland NZ 68.4 77.6 71.2 46 34= The University of Sydney AU 65.8 83.9 71.1 47 44= Seoul National University (SNU) KR 64.6 86.0 70.9 48 51-100 University of York GB 70.1 71.9 70.7 49= 37 King's College London (KCL) GB 64.0 86.0 70.4 49= 22 New York University (NYU) US 67.3 78.5 70.4 1 1 arvard University US 100 100 94.9 100 98.7 2 2 University of Oxford GB 95.0 94.2 97.5 92.9 95.0 3 10 King's College London (KCL) GB 92.4 71.7 92.6 94.8 91.1 4 17 UCL (University College London) GB 88.9 70.5 93.2 97.5 90.3 5 5 The University of Manchester GB 92.5 67.9 95.2 87.7 89.6 6 3 University of Cambridge GB 93.9 93.6 89.1 80.6 89.3 7 4 Karolinska Institute SE 82.9 77.9 97.3 95.7 89.2 8 7= Monash University AU 92.6 77.2 87.5 88.8 89.0 9 15 The University of Nottingham GB 94.1 78.9 91.5 79.3 88.4 10 27 Yale University US 87.1 82.0 92.9 87.7 88.2 11 22= The University of New South Wales (UNSW) AU 89.7 87.7 90.4 83.1 88.1 12= 6 Imperial College London GB 84.9 77.1 95.6 89.9 88.0 12= 7= National University of Singapore (NUS) SG 90.7 75.7 92.1 84.3 88.0 12= 14 The University of Tokyo JP 87.8 89.9 87.9 87.7 88.0 15 11= University of Michigan US 80.1 75.9 94.6 98.3 87.9 16= 9 University of California, San Francisco (UCSF) US 88.6 39.0 97.4 95.7 87.6 16= 18 University of Toronto CA 82.1 80.4 92.1 94.8 87.6 18 24 University of California, San Diego (UCSD) US 82.7 61.7 95.6 95.7 87.1 19 20 University of Arizona US 84.2 68.9 93.2 84.3 85.1 20 11= Leiden University NL 77.8 85.9 95.8 84.3 84.8 21 33 Katholieke Universiteit Leuven BE 78.4 80.2 90.3 90.9 84.7 22 29 University of British Columbia CA 81.8 80.3 89.9 85.5 84.6 23 35 University of Pennsylvania US 70.7 91.2 94.2 93.8 84.3 24 30 Kyoto University JP 82.2 94.3 85.6 80.6 83.9 25 13 Duke University US 75.0 73.6 93.1 91.9 83.6 26 31= University of Wisconsin-Madison US 70.0 73.1 96.8 94.8 83.2 27 21 University of Geneva C 76.6 76.3 94.5 84.3 83.0 28 19 Johns opkins University US 74.2 65.5 91.8 93.8 82.5 29= 22= Seoul National University (SNU) KR 84.7 73.1 83.1 80.6 82.2 29= 42 University of Copenhagen DK 72.4 68.6 92.0 93.8 82.2 31 16 The University of Sydney AU 82.8 67.0 87.2 80.6 81.8 32 25= The University of Melbourne AU 73.4 67.6 94.8 87.7 81.7 33= 25= The University of Queensland (UQ) AU 78.4 66.9 87.5 86.6 81.6 33= 28 Uppsala University SE 79.1 66.2 90.1 83.1 81.6 35 46= Columbia University US 66.7 86.7 92.5 90.9 81.1 36 38= ET Zurich (Swiss Federal Institute of Technology) C 77.3 88.6 86.1 76.5 80.4 37 51-100 University of ong Kong (KU) K 81.1 77.0 86.5 73.6 80.2 38 51-100 Peking University CN 81.7 89.1 73.2 79.3 79.7 39 41 The University of Auckland NZ 79.2 75.4 87.7 73.6 79.6 40 37 McGill University CA 69.0 72.6 94.6 84.3 79.5 41 51-100 University of Strathclyde GB 92.7 52.8 77.8 68.7 79.2 42= 34 University of Alberta CA 71.4 68.6 90.0 83.1 78.7 42= 36 University of Washington US 72.7 32.4 92.7 92.9 78.7 44 48 University of Glasgow GB 78.4 50.3 88.5 77.9 78.0 45= 45 Ludwig-Maximilians-Universität München DE 66.3 80.9 90.6 81.9 77.7 45= 49 University of North Carolina, Chapel ill US 57.9 66.7 94.4 97.5 77.7 47 51-100 Sungkyunkwan University KR 82.1 65.5 81.8 70.4 77.6 48 51-100 Universidade de São Paulo (USP) BR 70.9 73.3 80.9 86.6 77.5 49= 51-100 Mahidol University T 86.8 39.5 83.1 68.7 76.7 49= 51-100 University of Birmingham GB 67.6 71.0 91.1 79.3 76.7 49= 101-150 University of Southern California US 72.8 38.4 91.7 83.1 76.7 www.qs.com QS World University Rankings 21

22 QS World University Rankings www.qs.com

Philosophy Physics & Astronomy 1 4 New York University (NYU) US 93.9 77.6 92.3 90.7 92.1 2 1 University of Oxford GB 90.2 98.3 93.8 100 91.7 3 7 University of Pittsburgh US 100 23.9 83.1 75.1 90.4 4 8 Rutgers - The State University of New Jersey, New Brunswick US 92.6 49.7 97.4 87.2 88.3 5 2 University of Cambridge GB 87.1 100 85.1 79.4 87.9 6 14 arvard University US 86.7 97.5 84.7 87.2 87.7 7 3 Princeton University US 83.0 90.0 92.3 87.2 84.4 8 5 University of California, Berkeley (UCB) US 82.4 74.0 84.9 87.2 81.9 9 9 Stanford University US 79.6 91.6 96.2 79.4 81.6 10 6 Massachusetts Institute of Technology (MIT) US 79.2 89.8 90.7 87.2 81.3 11 21 Yale University US 74.5 92.7 89.5 75.1 77.1 12 19 University of Michigan US 78.0 68.2 69.2 59.5 75.7 13 10 Australian National University (ANU) AU 72.7 75.9 99.0 97.1 75.6 14 13 London School of Economics and Political Science (LSE) GB 72.2 96.5 78.0 75.1 75.1 15 11 University of Toronto CA 73.7 67.2 91.3 87.2 74.6 16 51-100 University of Notre Dame US 74.5 63.0 85.9 75.1 74.0 17= 15 Columbia University US 73.5 77.8 65.7 59.5 72.8 17= 31 Fudan University CN 76.7 79.9 30.4 37.6 72.8 17= 20 University of Chicago US 72.8 83.5 63.8 59.5 72.8 20 25 Ruprecht-Karls-Universität eidelberg DE 74.6 81.8 59.3 37.6 72.7 21 33 University of California, Los Angeles (UCLA) US 73.1 77.7 66.4 59.5 72.5 22 26 Université Paris 1 Panthéon-Sorbonne FR 75.2 77.7 44.8 37.6 72.1 23 12 University of St Andrews GB 69.5 80.7 85.1 75.1 71.7 24 27 Katholieke Universiteit Leuven BE 69.2 87.2 78.8 65.2 71.3 25 35= Ecole Normale Supérieure, Paris (ENS Paris) FR 73.6 55.9 68.6 65.2 71.2 26 28 Université Paris-Sorbonne (Paris IV) FR 71.6 84.9 50.0 37.6 70.2 27 24 umboldt-universität zu Berlin DE 71.6 78.3 53.9 37.6 69.7 28 16 King's College London (KCL) GB 65.1 89.0 78.3 75.1 68.7 29 The University of Tokyo JP 73.7 92.0-68.2 30 17 Peking University CN 70.2 79.2 42.2 37.6 68.1 31= 40 Boston University US 67.4 76.1 60.8 59.5 67.6 31= 51-100 University of Arizona US 65.2 66.5 88.7 87.2 67.6 33 46 University of North Carolina, Chapel ill US 68.2 47.7 84.1 75.1 67.3 34 32 Universidad Nacional Autónoma de México (UNAM) MX 70.5 62.4 49.0 37.6 67.0 35 18 McGill University CA 65.3 62.2 76.3 75.1 66.0 36 29 Tsinghua University CN 63.5 89.9 76.9 37.6 65.5 37 51-100 Freie Universität Berlin DE 66.1 79.3 45.9 37.6 65.0 38 22 University of Edinburgh GB 59.4 83.0 93.6 87.2 64.8 39 42 Cornell University US 63.5 74.0 70.8 59.5 64.7 40 47= Universität Frankfurt am Main DE 72.8 66.4 59.5 64.6 41 30 University of ong Kong (KU) K 64.3 86.4 49.0 37.6 64.4 42 44 Universidade Estadual de Campinas (Unicamp) BR 70.5 65.9 18.6-64.0 43 34 Ludwig-Maximilians-Universität München DE 68.6 47.1 42.2 37.6 63.6 44= 51-100 Duke University US 60.6 71.9 75.6 59.5 62.4 44= 51-100 Ohio State University US 60.5 78.0 63.4 59.5 62.4 44= 101-150 Renmin (People s) University of China CN 68.0 70.1 18.6-62.4 47 51-100 Universidad de Buenos Aires AR 69.0 69.6-62.2 48 45 Brown University US 59.1 70.9 73.9 59.5 61.0 49 101-150 City University of New York US 61.0 52.0 77.7 59.5 60.9 50 51-100 Universität Wien AT 63.5 57.6 39.1 37.6 60.4 1 1 Massachusetts Institute of Technology (MIT) US 100 97.5 89.2 98.6 97.1 2 3 arvard University US 98.0 96.4 93.7 98.3 96.9 3 2 University of Cambridge GB 98.6 100 89.8 94.3 96.3 4 4 Stanford University US 93.3 93.9 94.3 100 95.0 5 5 University of California, Berkeley (UCB) US 96.4 91.2 92.9 97.2 94.8 6 6 University of Oxford GB 95.1 98.3 89.9 89.3 93.5 7 7 Princeton University US 93.0 92.2 90.7 93.1 92.4 8 8 California Institute of Technology (Caltech) US 94.5 85.6 89.0 94.1 91.5 9 9 The University of Tokyo JP 91.2 88.8 82.6 93.9 89.5 10 11 Imperial College London GB 89.1 93.2 85.7 89.5 89.3 11 10 ET Zurich (Swiss Federal Institute of Technology) C 89.9 94.3 87.2 83.6 89.0 12 12 University of Chicago US 84.2 86.2 97.3 84.4 87.3 13 13 Ludwig-Maximilians-Universität München DE 87.5 78.1 97.0 84.2 86.9 14 16 Columbia University US 78.0 85.2 97.8 87.3 85.3 15= 14= Cornell University US 81.2 81.6 93.6 87.3 85.0 15= 17 Technische Universität München DE 83.7 93.9 81.9 81.5 85.0 17 20 Yale University US 81.1 87.0 90.9 83.6 84.7 18 18 University of California, Santa Barbara (UCSB) US 85.6 66.1 93.1 90.2 84.2 19 14= Ecole Polytechnique Fédérale de Lausanne (EPFL) C 79.3 89.1 89.2 83.3 84.1 20 21 University of California, Los Angeles (UCLA) US 81.3 78.8 88.7 87.8 83.6 21 19 Kyoto University JP 83.6 84.0 77.8 87.3 83.3 22 22 University of Illinois at Urbana-Champaign US 83.7 75.0 87.8 83.6 82.8 23 46= Sapienza - Università di Roma IT 78.8 78.5 83.8 86.6 81.3 24= 23 KIT, Karlsruher Institut für Technologie DE 78.3 85.4 79.9 83.6 81.1 24= 42 Università di Pisa IT 75.9 75.1 94.4 84.2 81.1 26 39= University of Michigan US 74.9 82.2 83.8 88.8 80.9 27 35 Ruprecht-Karls-Universität eidelberg DE 78.3 69.8 93.3 84.4 80.8 28 36 The University of Manchester GB 76.5 81.7 84.5 84.2 80.7 29 28 University of California, San Diego (UCSD) US 75.2 78.3 88.1 85.2 80.4 30= 30= Osaka University JP 83.3 82.9 71.1 80.6 80.3 30= 25= Tohoku University JP 80.9 82.8 75.7 81.2 80.3 32 29 Peking University CN 79.6 82.8 77.9 80.9 80.2 33 24 The University of Melbourne AU 70.7 87.4 95.4 76.3 80.1 34 27 Tokyo Institute of Technology JP 78.1 86.4 75.6 81.8 80.0 35 25= UCL (University College London) GB 76.8 79.0 88.7 78.4 79.9 36 33= University of Texas at Austin US 72.5 86.8 83.7 83.0 79.7 37= 30= Rheinisch-Westfälische Technische ochschule Aachen DE 68.1 88.6 90.9 81.8 79.5 37= 38 Seoul National University (SNU) KR 83.2 79.5 75.6 76.0 79.5 37= 39= University of Edinburgh GB 70.6 80.4 95.0 81.2 79.5 40 44 University of Pennsylvania US 74.7 76.6 87.8 82.4 79.3 41 51-100 Boston University US 71.6 78.4 90.8 83.3 79.2 42= 33= Durham University GB 71.1 75.3 98.2 79.7 79.1 42= 32 National University of Singapore (NUS) SG 77.1 84.3 80.8 76.3 79.1 44 51-100 Université Paris-Sud 11 FR 69.3 75.8 89.3 89.7 78.7 45 39= University of British Columbia CA 71.1 77.0 91.3 80.6 78.2 46 51-100 Ecole Polytechnique ParisTech FR 79.2 69.9 83.5 78.4 78.1 47 51-100 University of Wisconsin-Madison US 66.5 77.4 91.4 88.1 77.9 48 43 Tsinghua University CN 77.3 81.8 72.2 80.6 77.8 49 51-100 Lomonosov Moscow State University RU 73.0 90.4 71.9 80.3 77.7 50 51-100 Universität amburg DE 76.4 68.4 88.1 78.7 77.6

Global Impact and Opportunities As a world-class civic university, our academic research is sharply focused on addressing the big societal issues of the day and we are having a positive impact in areas as diverse as health, the environment and engineering. Visit www.ncl.ac.uk/impact to find out more about our QS Top 200 subjects and to learn about our job opportunities. epatology Improving life after liver disease Geography and Sociology Supporting survivors of human trafficking Civil Engineering Cleaning up mine water pollution

Politics & International Studies Psychology 1 1 arvard University US 90.1 96.9 100 100 93.8 2 4 University of Oxford GB 86.9 98.4 89.8 89.9 91.8 3 2 London School of Economics and Political Science (LSE) GB 85.5 96.8 93.2 87.1 90.5 4 5 Princeton University US 98.6 78.8 91.7 95.2 90.2 5 3 Yale University US 100 81.3 73.6 73.6 89.9 6 7 University of Cambridge GB 82.0 100 81.4 55.1 87.8 7 6 Australian National University (ANU) AU 86.1 88.4 95.4 84.0 87.4 8 26 Stanford University US 81.9 88.1 74.0 60.4 82.9 9 10= National University of Singapore (NUS) SG 75.5 91.3 66.0 49.2 80.0 10 10= University of California, Berkeley (UCB) US 82.2 74.4 88.6 84.0 79.5 11 8 Columbia University US 79.5 79.0 83.0 65.2 78.8 12 9 The University of Tokyo JP 74.9 91.0 48.5 49.2 78.7 13 16 Sciences Po Paris FR 89.1 69.6 51.6 49.2 77.5 14= 15 Georgetown University US 84.7 69.2 76.8 69.6 77.4 14= 31= University of Chicago US 76.5 83.3 61.3 55.1 77.4 16 12 University of ong Kong (KU) K 71.2 90.5 50.1 34.8 76.0 17 36 Johns opkins University US 79.6 71.1 76.9 65.2 75.4 18 21 Cornell University US 74.8 71.9 88.3 84.0 74.8 19 25 Fudan University CN 67.0 90.1 47.3 42.5 74.0 20 14 New York University (NYU) US 69.8 79.5 70.1 65.2 73.5 21 22 Peking University CN 61.8 95.9 30.4 25.6 72.1 22 37 Massachusetts Institute of Technology (MIT) US 62.6 86.0 59.1 60.4 71.7 23 13 Kyoto University JP 74.6 77.9 36.4 25.6 71.6 24 27= The University of Sydney AU 65.0 83.2 58.8 55.1 71.5 25 20 The University of Melbourne AU 61.7 85.1 66.7 49.2 70.7 26 40 The University of Auckland NZ 66.5 81.7 57.4 34.8 70.5 27 19 University of California, San Diego (UCSD) US 83.6 53.0 79.5 65.2 70.3 28 27= King's College London (KCL) GB 60.3 76.6 86.9 80.8 69.2 29 29 University of California, Los Angeles (UCLA) US 70.3 71.2 56.7 49.2 68.9 30= Seoul National University (SNU) KR 64.0 83.1 35.3 25.6 68.3 30= Yonsei University KR 64.6 80.9 46.7 25.6 68.3 32 51-100 University of Pennsylvania US 56.4 83.3 68.2 65.2 68.2 33 18 University of Toronto CA 69.6 66.0 73.1 60.4 67.9 34 35 Leiden University NL 70.9 62.5 77.7 69.6 67.8 35= 51-100 Nanyang Technological University (NTU) SG 46.8 94.1 67.3 65.2 67.7 35= 33 University of Edinburgh GB 70.8 64.6 74.4 55.1 67.7 37 30 University of Michigan US 73.9 56.0 82.6 80.8 67.5 38 45 City University of ong Kong K 59.1 80.7 59.7 49.2 67.3 39 51-100 The Chinese University of ong Kong (CUK) K 55.4 91.0 37.4 25.6 67.2 40 34 The University of Queensland (UQ) AU 57.4 83.1 60.1 42.5 67.1 41 23= Tsinghua University CN 54.5 82.9 63.0 69.6 67.0 42 47 Korea University KR 63.8 80.1 31.8 25.6 66.8 43 17 The University of Manchester GB 63.8 66.2 88.6 77.3 66.7 44= 23= The University of Warwick GB 58.2 71.3 91.9 80.8 66.2 44= 51-100 University of Amsterdam NL 62.7 69.5 75.1 65.2 66.2 46 31= Trinity College Dublin (TCD) IE 65.4 68.0 56.3 49.2 65.2 47 50 UCL (University College London) GB 60.8 68.4 74.8 69.6 65.0 48 38 McGill University CA 63.4 68.9 62.7 49.2 64.9 49 46 Monash University AU 49.0 84.6 61.0 49.2 63.8 50 51-100 Duke University US 61.8 64.9 71.9 60.4 63.5 1 1 arvard University US 100 96.5 95.5 96.9 98.2 2 3 University of Cambridge GB 96.4 99.9 95.5 81.8 95.9 3 2 University of Oxford GB 93.6 100 92.1 81.8 94.2 4 4= Stanford University US 94.8 80.9 94.8 91.9 90.3 5 8 Yale University US 89.3 81.7 95.8 93.5 88.1 6 4= University of California, Los Angeles (UCLA) US 91.0 75.7 96.5 100 87.9 7 13 University of Michigan US 94.4 67.3 100 97.8 87.3 8 26 New York University (NYU) US 89.4 79.1 94.6 90.3 87.0 9 6 UCL (University College London) GB 86.0 79.4 94.1 95.4 85.8 10= 7 The University of Melbourne AU 83.9 92.8 89.1 70.1 85.7 10= 11 University of California, Berkeley (UCB) US 89.1 78.1 93.9 83.1 85.7 12 12 Princeton University US 87.7 82.5 86.7 79.7 85.3 13 25 University of Pennsylvania US 84.4 82.0 93.8 85.6 84.8 14 9 The University of Queensland (UQ) AU 81.9 91.3 84.7 71.0 84.0 15 10 The University of New South Wales (UNSW) AU 79.4 92.0 88.6 76.7 83.9 16 16 University of Amsterdam NL 82.7 80.0 92.0 88.0 83.4 17 17 Columbia University US 78.8 82.7 94.8 92.4 82.9 18 22= University of Toronto CA 81.2 78.0 90.0 88.0 81.8 19 15 University of Otago NZ 80.9 89.1 78.0 66.3 81.7 20 19 McGill University CA 84.1 71.7 88.5 79.0 80.4 21 21 University of Chicago US 75.5 83.3 91.1 81.8 80.1 22 20 London School of Economics and Political Science (LSE) GB 84.5 96.3 47.3 37.2 79.8 23 31 University of Illinois at Urbana-Champaign US 84.7 60.9 98.4 85.0 79.1 24 14 The University of Sydney AU 69.8 96.0 84.1 67.3 78.8 25= 28 National University of Singapore (NUS) SG 76.5 97.0 61.0 50.8 78.5 25= 18 University of ong Kong (KU) K 70.7 97.1 76.3 64.3 78.5 27 24 University of British Columbia CA 76.0 72.3 95.1 92.4 78.4 28 32= King's College London (KCL) GB 70.7 83.2 92.4 83.8 77.9 29 35 University of Edinburgh GB 75.4 77.0 88.9 75.2 77.2 30 30 Australian National University (ANU) AU 74.8 90.1 67.0 58.7 77.0 31 32= The University of Western Australia (UWA) AU 75.5 79.3 80.7 70.1 76.7 32= 36 Duke University US 72.3 71.6 96.3 91.9 76.4 32= 44 University of Ghent BE 69.4 80.3 92.3 83.1 76.4 34 22= The University of Auckland NZ 73.2 93.0 62.9 55.0 76.3 35 37 Maastricht University NL 65.4 87.8 87.8 76.0 75.5 36 32= The University of Manchester GB 67.9 81.5 88.6 75.2 74.8 37 49= Ludwig-Maximilians-Universität München DE 67.8 81.8 83.4 69.2 73.7 38= 48 Katholieke Universiteit Leuven BE 68.6 80.2 82.0 68.3 73.4 38= 27 Monash University AU 62.8 95.2 75.0 59.9 73.4 40 51-100 Cardiff University GB 71.3 75.3 80.1 69.2 73.3 41 29 The Chinese University of ong Kong (CUK) K 65.8 89.6 68.5 62.2 72.8 42 51-100 University of York GB 73.0 75.2 69.8 64.3 72.6 43 51-100 University of Wisconsin-Madison US 69.5 65.2 97.3 85.0 72.5 44 51-100 University of California, San Diego (UCSD) US 67.8 67.6 92.9 89.7 72.4 45 38 Nanyang Technological University (NTU) SG 66.0 91.4 58.8 57.5 72.1 46 51-100 University of Minnesota US 73.6 53.5 96.9 92.9 71.9 47 40= University of Texas at Austin US 70.5 64.0 92.3 81.1 71.8 48= 45 Macquarie University AU 66.6 82.0 75.8 61.0 71.7 48= 47 Peking University CN 66.0 90.0 62.3 55.0 71.7 48= 101-150 Vanderbilt University US 72.2 61.5 93.1 77.5 71.7 www.qs.com QS World University Rankings 25

One of the World s Top 220 Universities with the Best Student Experience in Scotland Offering over 200 Masters programmes and a wide range of research opportunities A compact campus in the city centre World-renowned research opportunities in our PhD programmes An exciting range of professionally accredited Bachelors programmes For further information please visit www.dundee.ac.uk/admissions/qs 26 QS World University Rankings www.qs.com

Sociology Statistics & Operational Research 1 2 arvard University US 99.5 100 99.7 93.8 98.7 2= 1 University of California, Berkeley (UCB) US 97.1 90.8 96.3 92.9 95.8 2= 3 University of California, Los Angeles (UCLA) US 98.8 92.0 91.4 85.5 95.8 4 6 University of Wisconsin-Madison US 100 78.9 85.6 76.6 93.7 5 4 London School of Economics and Political Science (LSE) GB 96.3 96.4 83.0 71.3 91.9 6 7 University of Oxford GB 92.5 97.0 90.0 81.3 91.1 7 19= Stanford University US 88.1 93.7 100 100 91.0 8 8 University of Chicago US 93.6 90.8 80.8 74.0 89.7 9 5 Columbia University US 86.7 84.7 95.0 91.2 87.6 10 10 Princeton University US 85.9 95.1 92.4 85.5 87.1 11 11 University of Michigan US 85.8 80.9 97.0 91.2 86.7 12 9 University of Cambridge GB 91.7 95.1 71.6 54.4 85.4 13 14= Yale University US 83.9 89.5 94.5 85.5 85.2 14= 17 Australian National University (ANU) AU 83.6 93.6 78.2 66.9 81.8 14= 13 The University of Manchester GB 83.1 78.0 89.8 75.3 81.8 16 19= University of Edinburgh GB 86.1 77.9 70.5 62.0 80.9 17 14= National University of Singapore (NUS) SG 88.1 90.6 62.8 45.2 80.7 18 16 University of Amsterdam NL 81.8 64.6 85.9 75.3 79.3 19 18 New York University (NYU) US 77.4 83.6 89.3 81.3 79.2 20 22 University of North Carolina, Chapel ill US 77.6 73.8 88.5 80.2 78.2 21 12 University of Toronto CA 79.1 75.0 85.2 71.3 77.8 22 27 The University of Queensland (UQ) AU 78.6 85.4 67.7 56.4 75.4 23 23= The University of Warwick GB 77.3 82.9 69.1 58.4 74.6 24 25= University of Essex GB 81.2 48.2 74.6 60.2 74.5 25 25= Cornell University US 74.0 71.8 81.4 75.3 74.3 26 38 Lancaster University GB 77.5 68.3 73.2 58.4 73.5 27 21 Utrecht University NL 75.4 64.8 79.4 65.3 73.1 28 23= The University of Melbourne AU 77.6 84.8 68.6 45.2 73.0 29 31= Duke University US 70.7 83.7 77.4 66.9 71.8 30= 31= Monash University AU 74.7 84.9 60.0 45.2 70.6 30= Seoul National University (SNU) KR 77.6 89.9 44.8 33.6 70.6 32 40= umboldt-universität zu Berlin DE 81.6 64.9 46.5 22.2 69.3 33 46= Universität Bielefeld DE 78.9 53.0 49.2 39.8 69.0 34 48= Freie Universität Berlin DE 77.0 68.5 53.2 36.8 68.9 35 35 Massachusetts Institute of Technology (MIT) US 63.6 92.4 77.7 71.3 68.3 36 30 Sciences Po Paris FR 73.4 61.6 59.9 50.1 68.1 37 36= University of Pennsylvania US 64.3 86.3 81.8 68.4 68.0 38 51-100 University of Surrey GB 71.1 61.1 60.9 54.4 67.1 39 39 The Chinese University of ong Kong (CUK) K 69.4 95.9 56.1 39.8 66.9 40 29 Northwestern University US 62.0 67.0 86.9 81.3 66.6 41= 51-100 University of Bristol GB 65.9 74.1 72.6 60.2 66.2 41= 40= University of ong Kong (KU) K 70.0 84.4 56.9 39.8 66.2 43 48= Johns opkins University US 67.9 74.1 63.5 52.3 66.0 44= 50 University of California, Irvine (UCI) US 62.5 75.6 81.7 68.4 65.7 44= 36= University of Texas at Austin US 58.9 78.0 89.9 81.3 65.7 46 34 University of British Columbia CA 61.4 81.9 85.5 66.9 65.5 47= 51-100 City University of New York US 65.1 56.2 78.1 66.9 65.2 47= 51-100 Yonsei University KR 73.6 91.3 38.6 17.6 65.2 49= 51-100 Peking University CN 72.0 84.7 45.6 26.3 65.1 49= 28 Stockholm University SE 73.0 20.8 75.2 54.4 65.1 1 3 Stanford University US 100 94.3 91.6 84.9 94.9 2 2 Massachusetts Institute of Technology (MIT) US 96.5 92.9 88.4 80.8 91.5 3 1 University of California, Berkeley (UCB) US 87.8 90.9 100 88.7 90.7 4 13 arvard University US 87.0 99.0 94.6 82.9 88.9 5 4 Georgia Institute of Technology (Georgia Tech) US 87.3 77.7 92.5 88.7 87.8 6 9 University of Cambridge GB 84.5 100 88.9 86.8 87.4 7 5 National University of Singapore (NUS) SG 77.4 91.4 96.8 100 87.2 8 14 University of California, Los Angeles (UCLA) US 74.2 85.5 95.4 88.7 82.5 9 20 University of Oxford GB 82.0 99.9 78.6 78.6 82.4 10 6 Imperial College London GB 83.6 94.1 83.0 68.6 81.7 11 8 ET Zurich (Swiss Federal Institute of Technology) C 82.1 77.1 81.4 80.8 81.3 12 26 University of Michigan US 70.5 80.1 97.6 90.5 80.9 13 10 Carnegie Mellon University US 77.3 75.0 84.7 82.9 79.8 14 12 The University of Tokyo JP 82.0 90.5 75.0 71.3 79.4 15 7 The ong Kong University of Science and Technology (KUST) K 75.6 89.6 80.6 76.3 78.2 16 28 Columbia University US 73.3 81.9 83.4 82.9 78.1 17 27 Cornell University US 77.3 79.6 77.4 76.3 77.4 18 18= Duke University US 71.0 77.5 80.8 84.9 76.4 19 15 University of ong Kong (KU) K 69.4 99.9 80.6 73.8 75.6 20 11 Tsinghua University CN 68.8 78.6 84.3 80.8 75.3 21 22 Princeton University US 72.7 89.8 77.8 71.3 75.2 22 48 University of Pennsylvania US 64.5 88.4 87.4 82.9 75.1 23 24 University of Washington US 69.6 68.6 82.0 80.8 74.3 24 17 The University of Melbourne AU 69.7 90.5 71.0 73.8 72.9 25 16 Katholieke Universiteit Leuven BE 61.2 72.3 84.6 88.7 72.5 26 35 University of British Columbia CA 62.5 79.4 83.5 82.9 72.4 27 36 University of Toronto CA 59.0 91.0 87.4 80.8 72.2 28 30= The University of Warwick GB 72.5 78.9 66.9 68.6 71.3 29 51-100 University of Wisconsin-Madison US 74.5 74.9 66.1 65.7 71.2 30 23 Nanyang Technological University (NTU) SG 60.1 97.6 79.6 76.3 71.0 31 18= Shanghai Jiao Tong University CN 59.2 76.7 86.9 78.6 70.4 32 30= Purdue University US 67.1 76.6 71.3 71.3 69.8 33 37 Texas A&M University US 64.3 58.8 78.3 78.6 69.5 34 33 Australian National University (ANU) AU 72.8 91.0 56.3 62.6 69.3 35 42 University of North Carolina, Chapel ill US 62.0 72.3 75.6 78.6 69.1 36 40 Université Pierre et Marie Curie (UPMC) FR 58.2 69.5 81.3 82.9 69.0 37 51-100 Northwestern University US 57.0 75.7 84.8 78.6 68.7 38 51-100 University of Chicago US 62.1 86.8 69.4 73.8 68.3 39 25 The ong Kong Polytechnic University K 41.9 84.1 99.9 93.9 68.1 40 51-100 Université de Montréal CA 55.4 72.9 83.2 80.8 67.8 41 51-100 University of Texas at Austin US 59.7 75.3 77.9 73.8 67.7 42 44= Peking University CN 61.9 85.7 71.4 68.6 67.5 43 21 The Chinese University of ong Kong (CUK) K 56.7 81.2 77.4 76.3 67.2 44 29 Université Catholique de Louvain (UCL) BE 67.2 75.8 63.5 65.7 67.1 45 41 Universidade de São Paulo (USP) BR 62.3 63.6 72.2 73.8 66.7 46 50 Seoul National University (SNU) KR 65.6 88.6 58.7 65.7 66.5 47 51-100 UCL (University College London) GB 61.3 76.0 69.4 71.3 66.4 48 44= University of Southampton GB 61.0 70.2 70.5 71.3 66.0 49 51-100 University of Minnesota US 51.8 60.7 86.9 82.9 65.9 50 51-100 University of Maryland, College Park US 47.2 64.5 93.7 84.9 65.8 www.qs.com QS World University Rankings 27

28 QS World University Rankings www.qs.com

Top Universities by Discipline Area By Danny Byrne Arts and humanities This year s rankings cover six subjects within the arts and humanities: English language and literature, geography, history, linguistics, modern languages, and philosophy. UK universities are particularly strong across this area of study, and University of Oxford is the world s top-performing arts and humanities institution, coming top in three of the six rankings: English language and literature, geography and modern languages. It also ranks second for both philosophy and history, and fourth for linguistics. ome to the Oxford English Dictionary and one of the world s largest English faculties, Oxford s place at the summit of the rankings for English Language and Literature will come as little surprise. Cambridge follows Oxford in second, with both repeating their performance. Edinburgh, UCL and Warwick all make the top 20, while Ireland s Trinity College Dublin ranks 25th. Despite the UK stranglehold on the top two spots, US institutions otherwise dominate the top 10, led by arvard, Yale and Berkeley. US institutions that rank well in English compared to their position in the overall QS World University Rankings include UCLA (10th), Duke (17th) and UT Austin (29th), though in general the rankings confirm that the traditional elite schools remain at the head of the field in this area of study. If Oxbridge and the Ivies continue to dominate English, the picture is very different in philosophy. New York University is the global number one, while University of Pittsburgh and Rutgers both make the top five. The success of all three is driven by academic reputation, reflecting a recognition by specialists within the field of their outstanding research faculty. s in the field of geography rate London School of Economics as the global number one, but Oxford s superior employer reputation and citation rates push it into the top spot. Cambridge, Durham, UCL and the University of Manchester all make the top ten, showing that this is a field in which the UK is currently the world leader. Geography degree programs are far less common in the US, where the subject is often incorporated into other areas of the humanities and social sciences. The two US institutions that currently offer world-leading programs in geography are California institutions Berkeley (5th) and UCLA (6th). MIT s reputation in linguistics is closely linked to the ground-breaking work of Noam Chomsky, one of the most cited humanities scholars of all time, and it takes the number one spot with a perfect score for academic reputation. Engineering and Technology MIT is the clear world-leader in engineering and technology, completing a clean sweep of number one spots across the four areas of engineering (chemical, civil, electrical and mechanical) plus computer science. Interestingly, MIT performs significantly more strongly across this area of study than its rival and fellow specialist California Institute of Technology. Asian government investment in higher education has centered on the high-impact STEM disciplines in recent years, and the rankings

reveal several world-class departments across the region. National University of Singapore makes the global top ten in all five of the engineering and technology disciplines, with its highest position coming in chemical engineering (5th). Fellow Singapore institution Nanyang Technological University ranks 10th for electrical and 12th for mechanical engineering. Asia accounts for ten of the top 30 institutions in chemical, civil and electrical engineering, and eight in mechanical engineering, showing that several institutions throughout the region can now be considered serious global players. While there is still no Asian university in the top 20 of the overall QS World University Rankings, ong Kong alone has three institutions in the top 20 of this year s ranking for computer science: KUST (11th), KU (14th), and Chinese University of ong Kong (18th). Elsewhere, ET Zurich underlines its position as a world-leader in the STEM disciplines, with high positions in this year s rankings for electrical engineering (5th) and computer science (8th). Life Sciences and Medicine If MIT dominates the field of engineering and technology, arvard is the undisputed number one in life sciences and medicine, topping the tables for biological sciences, medicine, psychology, and pharmacy and pharmacology. The only ranking in this field of study with a different name at the top of the table is agriculture, which is topped for the second year running by University of California, Davis. The relatively specialized nature of agricultural studies means this is one of the most distinctive-looking tables in this year s rankings, with a collection of big US public universities dominating the top ten. UC Davis is joined in the top ten by University of Wisconsin- Madison, Iowa State University, Oregon State University, Purdue University, Texas A&M University and Ohio State University. Cornell and Berkeley are the only institutions in the top 10 that rank near the top of the overall QS World University Rankings, while the only non-us institution is Netherlands Wageningen University (2nd). Pharmacy and psychology are both relatively strong areas for Australian universities. Monash University (8th) and University of New South Wales (11th) both place well for pharmacy, and University of Melbourne ranks 10th for psychology. If MIT dominates the field of engineering and technology, arvard is the undisputed number one in life sciences and medicine... One specialist institution that ranks particularly well in this discipline range is Sweden s Karolinska Institute, ranking 7th for pharmacy and 16th for medicine. Pharmacy also sees strong performances from several UK institutions, with King s College London (3rd), UCL (4th), University of Manchester (5th), Cambridge (6th) and University of Nottingham (9th) all making the top ten. Natural Sciences The massive research budgets of the leading US private institutions ensure that they continue to dominate this area of study. MIT takes the top spots in physics, chemistry and materials science and arvard is number one in mathematics and earth & marine sciences, though public institution Berkeley tops the table in environmental sciences. Environmental science is also the strongest subject for Switzerland s ET Zurich (3rd). Fellow continental European institution Wageningen University (8th) joins it in the top ten, while the Netherlands Delft University of Technology (19th) and Technical University of Denmark (20) make the top 20. The subject also features strong performances from three Australian institutions: The University of Queensland (11th), The University of Melbourne (12th) and Australian National University (13th). Materials science is a very strong subject for Singapore, with NUS (6th) and NTU (8th) both making the top ten. China s Tsinghua University (10th) and Japan s Tohuku University (11th) join them near the top of the table, while fellow Asian institutions KAIST (16th), University of Tokyo (17th) and Tokyo Institute of Technology (20) all make the top 20. Physics sees several strong performances from continental European institutions, with Switzerland s ET Zurich (11th) and Ecole Polytechnique Fédérale de Lausanne (19th) joined in the top 20 by German institutions Ludwig- Maximilians-Universität München (13th) and Technische Universität München (16th). Social sciences and management arvard is again the dominant institution in the social sciences, topping the tables for accounting and finance, law, economics, politics and sociology. owever, there are also some less familiar names at the top of the tables in this subject grouping, with University of Wisconsin-Madison topping the table for communication and media studies, and the UK s Institute of Education ranking number one in its specialist subject, education. Communication and media studies covers a diverse range of interconnected areas of study, and features a top ten made up largely of institutions stronger in this area of study than they are overall. University of Wisconsin-Madison is joined in the top ten by University of Southern California (4th), UT Austin (5th) and University of Illinois at Urbana-Champaigne (6th=), as well as two of the more familiar big names, Berkeley (3rd) and Stanford (8th). The UK s London School of Economics ranks second, while Singapore s NUS (6th=) and NTU (9th) both make the top ten, as does Netherlands institution, University of Amsterdam (10th). London School of Economics also ranks well for accounting and finance (3rd), where it is joined in the top ten by neighbouring institution London Business School (7th). Australia s University of Melbourne (8th=) and University of New South Wales (10th) make the top ten, ahead of University of Sydney in 13th. Another area of comparative strength for Australia is politics, in which ANU ranks 7th. Politics is also the strongest area for French institution Sciences Po (13th). 30 QS World University Rankings www.qs.com

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