E T E C H N I Q U E S I T A T I V Q U A N T F O R E C O N O M I C S & M A N A G E M E N T. Annual Report

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2 0 1 7-2 0 1 8 Q U A N T I T A T I V E T E C H N I Q U E S F O R E C O N O M I C S & M A N A G E M E N T Annual Report

2 0 1 7-2 0 1 8 Q U A N T I T A T I V E T E C H N I Q U E S F O R E C O N O M I C S & M A N A G E M E N T Annual Report

CONTENTS LETTER FROM THE CHAIR OF THE BOARD 5 WELCOME FROM THE STUDENTS 6 CONTENTS 4 QTEM BY THE NUMBERS 8 ALUMNI 10 IN THE NEWS 11 THE YEAR IN PICTURES 12 QTEM DATA CHALLENGE 14 A WORD FROM THE CORPORATE ADVISORY COUNCIL PRESIDENT 16 HOW WE WORK 17 WHY QTEM? 18 LOOKING AHEAD 20 ACADEMIC PARTNERS 21 As the new Chair of the QTEM Board, it is a great honor for me to write this message to my colleagues from the QTEM Network, our students and alumni, our international corporations and friends around the globe. The past year has been a milestone for the QTEM Network. As you can see in this first Annual Report, it has been a year of firsts, outstanding achievements, and growth. Thanks, notably to the great leadership of the outgoing Chair, Bruno van Pottelsberghe, we have created a strong foundation and are in a great position for making next year even better. I am committed to following and reinforcing this path. The rapid acceleration of artificial intelligence and increasing reliance on big data, demands our attention and adaptability in training the next generation of business leaders. With the active participation of our academic and corporate partners, our students and the QTEaM, I am confident in our ability to push the network farther - to the Americas and Asia Pacific, enhance our position as thought leaders, and successfully prepare our students to use analytics to create a better world. I appreciate the confidence my colleagues have shown in me by electing me to serve as Chair of the Board and I look forward to our shared challenges and successes in the year ahead. Federico Pasin CHAIR OF THE BOARD HEC Montréal WELCOME 5 CORPORATE PARTNERS 22

FROM THE STUDENTS FROM THE STUDENTS This year was filled with accomplishments for QTEM: the website was firmly upgraded with plenty of helpful features, the Data Challenge was launched with tremendous success, and a remarkable trend has been set amongst the students the first Student Association was launched! Under its umbrella, students now have local clubs in Amsterdam, Brussels, Frankfurt, Lausanne, and Rome, five in total with no doubt more to come. The goal of the QTEM Global Student Association is to connect, engage and empower students. This year, the local clubs organised no less than eleven activities around the globe, involving more than 50 students. Both prospective and current students highly appreciated the opportunity to connect. The QTEM Student Association will continue to advocate the importance of empowering students and their career development. Emma Declerq STUDENT ASSOCIATION PRESIDENT Solvay Brussels School of Economics and Management 6 QTEM STUDENTS AROUND THE GLOBE

QTEM 2017-2018 BY THE NUMBERS 4 23 PERCENT OF FEMALE STUDENTS NUMBER OF ENROLLED STUDENTS 41 C O R P O R AT E PA R T N E R S 16 % NUMBER OF ALUMNI 105 3 AV E R AG E N U M B E R O F LANGUAGES QTEM STUDENTS SPEAK MEMBER UNIVERSITIES W I T H T R I P L E C R O W N AC C R E D I TAT I O N : 41% 1584 NUMBER OF ENGLISH COURSES 29 QDC PA R T I C I PA N T S 482 AC A D E M I C PA R T N E R S NUMBER OF ESPRESSOS C O N S U M E D AT Q T E M H Q 5 CONTINENTS W H E R E YO U L L FIND QTEM N U M B E R O F A L L O C AT E D DESTINATIONS 244 8 293 3 QTEaM PA R T-T I M E R S QTEM BY THE NUMBERS QTEM BY THE NUMBERS Q T Ea M F U L L-T I M E R S 9 16 CO U N T R I E S W H E R E YO U L L F I N D Q T E M

ALUMNI IN THE NEWS ALUMNI Research Oil and energy Academic career Information technologies Others 4 % 3 % 6 % 34% 8 % 14 % Financial services 14 % 95% of alumni respondents found a job within 3 months of graduation 17 % Banking Where alumni work Consulting 81% of alumni respondents work at large companies* (*MORE THAN 250 EMPLOYEES) AACSB INTERNATIONAL S BIZED ARTICLE JULY 2017 Taking Advantage of the Network Effect ONE OF THE BEST WAYS for business schools to create extraordinary opportunities for students and gain global visibility for themselves is to join academic networks of international institutions. Those were the goals for the Solvay Brussels School of Economics and Management at the Université Libre de Bruxelles (ULB) in Belgium, when it initiated the Quantitative Techniques for Economics and Management alliance, or QTEM. [QTEM BECAME A MEMBER OF AACSB] www.bized.aacsb.edu/articles/takingadvantageofthenetworkeffect SAS BLOG ARTICLE DECEMBER 2017 How QTEM helps bridge the data science skills gap It has been a couple of years now since Bruno Van Pottelsberghe, Dean of Solvay Brussels School of Economics and Management first talked to me about QTEM, or Quantitative Techniques for Economics & Management Masters Network. The discussion really struck a chord with me, because my experience until then had been that academic institutions did not tend to have well-structured and dynamic links with industry. This QTEM Network seemed to give a pretty good answer to that! IN THE NEWS QTEM HAS AN EXCELLENT NET PROMOTER SCORE OF 57.14-100 +100 EFMD GLOBAL FOCUS MAGAZINE OCTOBER 2017 Using analytics to create a better world 10 THE AVERAGE RATING OF THE QTEM PROGRAM FROM ALUMNI RESPONDENTS IS 8.61 OUT OF 10 ALUMNI JOINED THE QTEM PROGRAM MAINLY BECAUSE OF 1 INTERNATIONAL EXPOSURE 2 ANALYTICAL LEARNING 3 HIGH SELECTION STANDARDS Big data and analytics may bring to mind endless spreadsheets and massive mainframe computers but the new world of data analytics is dynamic, connective and rapidly evolving and the QTEM network aims take it even further. www.globalfocusmagazine.com/using-analytics-create-better-world 11

THE YEAR IN PICTURES 3 1. GRADUATION CEREMONY, LAUSANNE, SWITZERLAND (NOVEMBER 2017) 2-3. GRADUATION CEREMONY, BERTRAND PICCARD COHORT, LAUSANNE, SWITZERLAND (NOVEMBER 2017) THE YEAR IN PICTURES 4-6. ANALYTICS CONFERENCE, LAUSANNE, SWITZERLAND (NOVEMBER 2017) 7. BANCO SANTANDER SIGNING COOPERATION AGREEMENT 8. PLANNING THE ANNUAL EVENT THE YEAR IN PICTURES 6 2 5 7 4 12 1 8 13

QTEM DATA CHALLENGE Twenty-nine QTEM students from 11 universities around the globe participated in the QTEM Data Challenge from February to May 2018. The students were grouped in multicultural teams of 3 participants and worked together remotely on real data from AB InBev the largest beer company in the world or the European Commission. I could explore a new field of business, on which I had minimal experience. Enrichetta Giurickovic, LUISS Throughout the Challenge, I improved drastically my analytical, interpersonal, and presentation skills while having fun. Patrice Ye, HEC Lausanne QTEM DATA CHALLENGE AB InBev was a key partner for the first challenge. 20 QTEM master students used advanced analytical techniques to forecast beer sales but also proposed new approaches. For example, one of the teams designed an application which analyzed feelings behind posts on social networks as a possible indicator of sales. The Challenge was also interesting for the AB InBev Team, as Senthil Nathan (AB InBev Coach) pointed out: QDC was one such wonderful event, that provided me with an opportunity to mentor students from diverse backgrounds on an analytical project. The curiosity of the students inspired and rekindled the spirit of learning within me. The QDC helps students from different academic partners create bonds because the QDC is something that they have in common. Pedro Alvarihão, University of Porto Our teammates were all highly skilled I learned a lot from my teammates Yuichi Komiyama, Waseda 14 It is a fantastic learning opportunity, incomparable to basic school work projects. 15 Nine QTEM students chose to participate in the second challenge on data from over 2 million Erasmus exchanges. They had to use analytics to understand and improve student s mobility experience. Creativity was at the center of this challenge. The teams came up with interactive maps showing Erasmus flows, econometric models to explain such flows and new indicators to measure the gains from Erasmus experience. Danielle Rubas, Solvay Brussels School of Economics and Management

A WORD FROM THE CORPORATE ADVISORY COUNCIL PRESIDENT HOW WE WORK CORPORATE ADVISORY COUNCIL Artificial intelligence and data science represent another revolution that industry must deal with - and how we deal with this revolution will have direct consequences on business. It is for this reason that the QTEM network is so crucial to the corporate community: QTEM is training students to be leaders in the field of data analytics through practical and theoretical exposure. It is at this multiple crossroads of academia and corporate environments, of data analytics and business management, where QTEM truly adds value. Projects such as the QTEM Data Challenge and mandatory data analytics internships create opportunities and valuable learnings not only in pure analytics but in the context of a globalized and multi-cultural world. This approach helps students develop necessary skills to create value by integrating data science and AI with other fields of expertise. As the President of the Corporate Advisory Council, it has been my pleasure to consolidate the advice of all corporate members to the Network and to help it develop into the leading organization it is today. Nicolas Cudré-Mauroux GROUP RESEARCH & INNOVATION GENERAL MANAGER Solvay S.A. STUDENT ASSOCIATION Academic Committee Admission Committee Financial Review Committee GENERAL ASSEMBLY BOARD QTEa M CORPORATE ADVISORY COUNCIL HOW WE WORK 16 17 On 7 June 2018, QTEM Deans, along with Corporate Partner and Student representatives, held the first General Assembly in Copenhagen, Denmark and formalized the new governance structure. The General Assembly includes the Dean of each university. We are extremely pleased to announce the new Board, comprised of: FROM LEFT TO RIGHT: Philip Vergauwen (Solvay Brussels School of Economics and Management), Janicke Rasmussen (Vice-Chair, BI Norwegian Business School), Giorgio di Giorgio (LUISS Guido Carli), Federico Pasin (Chair, HEC Montréal), Michaela Rankin (Monash University). Copenhagen, June 2018.

THE WORLD IS YOUR CLASSROOM TESTIMONIALS The skill set of QTEM students is expanded in three different countries with international exchanges and internships abroad. Students have the freedom to set their own academic path by choosing different courses with QTEM Academic Partners around the world. Here what the QTEM program looks like in action for three of our students: Patrick Dongelmans, Universiteit van Amsterdam QTEM experiences have been of tremendous value in my job application process, and also in my day-to-day work. As a native Dutchman it was very challenging to find an internship, and later on a job, in Australia. The international outlook and quantitative nature of the QTEM program were vital when securing a position. WHY QTEM? 18 STUDENT A STUDENT B STUDENT C HOME UNIVERSITY GOETHE UNIVERSITY LUISS GUIDO CARLI SOLVAY BRUSSELS SCHOOL 1 ST SEMESTER ABROAD MONASH UNIVERSITY U.PORTO LUISS GUIDO CARLI 2 ND SEMESTER ABROAD UNIVERSITY OF AMSTERDAM GOETHE UNIVERSITY MONASH UNIVERSITY INTERNSHIP João Maria Guimarães, U.Porto I can hardly limit the benefit of my QTEM experience to a single professional challenge. When working in a fast-paced environment with multiple stakeholders, and while conducting time-pressed tasks, one certainly acknowledges the skills acquired during the QTEM program. Francesco Zucca, LUISS Working in a very data driven company requires strong analytical and quantitative skills. My job also requires a lot of human interactions with very diverse people. My QTEM experience, plus my two exchanges, helps me a lot in all of my day to day activities. Heidi Van Dyck, Solvay Brussels School of Economics & Management I continuously have to apply analytics to solve problems on the job. On my first project I had my own workstream and needed to build a complex model from scratch; luckily I got the training I needed during my QTEM master! Zeying Li, Monash University I was first interested in the QTEM program because of the high qualifications necessary and for the opportunity to gain more international experience. My experience on exchange improved my understanding of business perspectives in an international context. If you have the chance to join QTEM, go for it! WHY QTEM? 19 Why QTEM?

LOOKING AHEAD ACADEMIC PARTNERS LOOKING AHEAD 20 Letter from QTEM Secretary General Reflecting on the last year will inevitably involve a reflection on the debut of QTEM just 6 years ago! There have been many accomplishments, learnings and growth that we are proud of in this past year, but even more so in context of the short time span since we began in 2012. In the 2017-2018 academic year we have welcomed three new Corporate Partners and two new Academic Partners; in the bigger picture we are now 23 universities in 16 countries and on 5 continents. We have seen our enrollment and alumni numbers grow and are proud of their outstanding achievements and success in the working world. Along with our students, we have launched 5 Student Clubs across the globe. We have welcomed a new Corporate Relations Manager and a new Knowledge and Learning Officer to the QTEaM in Brussels. The network is now a member of AACSB and we have kick-started a yearly QTEM Analytics Conference that brings together industry and academia and focuses on how analytics can be used to create a better world. We have successfully launched the QTEM Data Challenge to reach excellent and positive feedbacks from both students and Corporate Partners. In June, we welcomed a new Board and formalized a new governance structure, as the QTEM network is now an official International Not-for-Profit Organization. And as we look to secure our position as thought leaders in the fields of data and analytics, we will continue to tap the expertise of our network, exploit our complementarities, adapt to changes demanded by market forces, and refine our formula for success. We look forward to the continued dedication and enthusiasm needed to grow our network in new regions, improve our offerings, and train the next generation of leaders in the fields of economics, analytics and management. Thank you to all of who have been a part of this great adventure of using analytics to create a better world. ACADEMIC PARTNERS 21 Bruno van Pottelsberghe QTEM SECRETARY GENERAL

CORPORATE PARTNERS CORPORATE PARTNERS 22 QTEM INTERNATIONAL NON-PROFIT ORGANIZATION AV. FRANKLIN ROOSEVELT, 50 CP 135, 1050 BRUSSELS, BELGIUM WW.QTEM.ORG