International Series in Operations Research & Management Science

Size: px
Start display at page:

Download "International Series in Operations Research & Management Science"

Transcription

1 International Series in Operations Research & Management Science Volume 223 Series Editor Camille C. Price Stephen F. Austin State University, TX, USA Associate Series Editor Joe Zhu Worcester Polytechnic Institute, MA, USA Founding Series Editor Frederick S. Hillier Stanford University, CA, USA More information about this series at

2

3 Narendra Agrawal Stephen A. Smith Editors Retail Supply Chain Management Quantitative Models and Empirical Studies Second Edition

4 Editors Narendra Agrawal Department of Operations Management and Information Systems Leavey School of Business Santa Clara University Santa Clara, CA, USA Stephen A. Smith Department of Operations Management and Information Systems Leavey School of Business Santa Clara University Santa Clara, CA, USA ISSN ISSN (electronic) International Series in Operations Research & Management Science ISBN ISBN (ebook) DOI / Library of Congress Control Number: Springer New York Heidelberg Dordrecht London Springer Science+Business Media New York 2009, 2015 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper Springer Science+Business Media LLC New York is part of Springer Science+Business Media (

5 Foreword It is with great pleasure that I can write a foreword for the second edition of the book Retail Supply Chain Management: Quantitative Models and Empirical Studies. I want to congratulate the editors, Narendra Agrawal and Stephen Smith, for compiling this impressive volume. Like its first edition, this volume continues to be a book that provides a solid reference on research on retail supply chains and inspires new research on this subject. Retailing forms the part of the supply chain that interfaces between the ultimate consumers and the rest of the supply chain. As such, it is often viewed as the part of the supply chain where the real demands of the consumers first show up. Whether we are talking about a physical retail store or a virtual store, the consumer demands that occur here drive the demands in the rest of the supply chain. So in that sense, it is like the frontier of all supply chains. It is therefore gratifying to see Naren and Steve focusing their volume on retail supply chains. The innovations, lessons in practice, and new technological solutions in managing retail supply chains are not just important in retailing but crucial in the ultimate effective management of the complete supply chain. There are two distinguishing features in the research of retail supply chains, which the current volume captures well. First, retail supply chains are loaded with a lot of empirical data. This is an area that has traditionally been rich in data, which provides fertile grounds for us to pursue empirical research. Second, research on retail supply chains naturally intersects with research in marketing in two ways category management and pricing. Of course, category management and pricing have traditionally been key areas in the marketing literature. But what the current volume has added is the dimension of supply chain management to these marketing approaches. Integrating category management with inventory planning and coordinating price optimization with supply chain management are unique dimensions that distinguish this book. v

6 vi Foreword The second edition expanded on the distinguishing features of the previous one with new analytics on data accuracy and visibility, retail workforce management, and business models of fast fashion. These are topics that are both timely and critical to successes in retailing. I am sure that the readers will share my great enthusiasm for this book as a wonderful addition to the emerging literature of retail supply chain management. Thoma Professor of Operations, Information and Technology, Graduate School of Business, Stanford University Stanford, CA, USA Hau L. Lee

7 Preface We began working in retail supply chain management through the retail research program of the Retail Management Institute (RMI) at Santa Clara University. RMI was founded in 1980 by its current Executive Director, Dale Achabal, who is the L.J. Skaggs Distinguished Professor of Marketing at Santa Clara University. Research at RMI has focused on marketing and supply chain decisions in department store chains and specialty retailers. Over 30 major retail chains have participated in our research by providing data and problem descriptions and by sponsoring projects. The goal of our research has always been to develop new analytical tools for supporting the operational and planning decisions that retailers face. The sponsoring organizations saw the potential benefit from developing new analytical methodologies that could take advantage of the capabilities offered by emerging information technologies in retailing. Consequently, a number of the decision support prototypes developed at RMI were later converted into operational software systems by consulting organizations and application software products by independent vendors. In this sense, the research done at RMI, as well as the research by other authors of chapters in this volume, has led to an array of retailing applications that constitute a great success story for management science and for supply chain management in particular. We are very pleased to present the second edition of our book following the tremendous success of the first one. This has provided the authors an opportunity to update their contributions to include the most recent developments in our field since 2009 when the first edition was published. We have also added three new chapters on recent topics which reflect areas of great interest and relevance to the academic and professional communities alike. These topics are fast fashion retail strategies, decision making in the presence of inventory record inaccuracies, and retail workforce scheduling. We hope that the new edition will serve as a useful resource for academic researchers and practitioners who are looking for the state of the art on studies on the topic of retail supply chain management. vii

8 viii Preface We are grateful to all authors who have contributed their research to this endeavor and thank them for their patience as we went through multiple rounds of the review process for their submissions. We are indebted to our colleagues who painstakingly reviewed the various revisions of the submissions, adhering to standards typical of professional journals. These reviewers include Goker Aydin (Indiana University), Gerard Cachon (University of Pennsylvania), Nicole DeHoratius (University of Chicago), Vishal Gaur (Cornell University), Warren Hausman (Stanford University), Kirthi Kalyanam (Santa Clara University), Gürhan Kök (Koç University), Steven Nahmias (Santa Clara University), Marcelo Olivares (Columbia University), Andy Tsay (Santa Clara University), and Jin Whang (Stanford University). Finally, we would like to thank Gary Folven, our original editor with Kluwer and later with Springer Publishing, who encouraged us to undertake this project and supported our efforts. Matthew Amboy, the current Editor (Business & Economics: OR & MS) at Springer, has also been extremely supportive of our work and patient with our schedules. We wish to thank our colleagues from the Marketing Department, Dale Achabal, Shelby McIntyre, and Kirthi Kalyanam, for collaborating with us on a wide range of projects. Many retail executives from sponsoring companies have contributed immensely to our research. There are simply too many for us to acknowledge individually but we are very grateful for their continued support. And we are especially grateful to our wives, Niti Agrawal and Karen Graul, and our children, Nishant and Nihar Agrawal, and Greg and Daniel Smith, for graciously supporting us during the time it took to complete this volume. Santa Clara, CA, USA Narendra Agrawal Stephen A. Smith

9 Contents 1 Overview of Chapters... 1 Narendra Agrawal and Stephen A. Smith 2 Supply Chain Planning Processes for Two Major Retailers Narendra Agrawal and Stephen A. Smith 3 The Effects of Firm Size and Sales Growth Rate on Inventory Turnover Performance in the U.S. Retail Sector Vishal Gaur and Saravanan Kesavan 4 The Role of Execution in Managing Product Availability Nicole DeHoratius and Zeynep Ton 5 Analytics for Operational Visibility in the Retail Store: The Cases of Censored Demand and Inventory Record Inaccuracy Li Chen and Adam J. Mersereau 6 An Overview of Industry Practice and Empirical Research in Retail Workforce Management Saravanan Kesavan and Vidya Mani 7 Category Captainship Practices in the Retail Industry Mümin Kurtuluş and L. Beril Toktay 8 Assortment Planning: Review of Literature and Industry Practice A. Gürhan Kök, Marshall L. Fisher, and Ramnath Vaidyanathan 9 Fast Fashion: Business Model Overview and Research Opportunities Felipe Caro and Victor Martínez-de-Albéniz ix

10 x Contents 10 Managing Variety on the Retail Shelf: Using Household Scanner Panel Data to Rationalize Assortments Ravi Anupindi, Sachin Gupta, and M.A. Venkataramanan 11 Optimizing Retail Assortments for Diverse Customer Preferences Stephen A. Smith 12 Multi-location Inventory Models for Retail Supply Chain Management Narendra Agrawal and Stephen A. Smith 13 Manufacturer-to-Retailer Versus Manufacturer-to-Consumer Rebates in a Supply Chain Goker Aydin and Evan L. Porteus 14 Clearance Pricing in Retail Chains Stephen A. Smith 15 Markdown Competition Seungjin Whang Index

11 Contributors Narendra Agrawal Department of Operations Management and Information Systems, Leavey School of Business, Santa Clara University, Santa Clara, CA, USA Victor Martínez-de-Albéniz IESE Business School, University of Navarra, Barcelona, Spain Ravi Anupindi Technology and Operations, Stephen M. Ross School of Business, University of Michigan, Ann Arbor, MI, USA Goker Aydin Kelley School of Business, Indiana University, Bloomington, IN, USA Felipe Caro UCLA Anderson School of Management, Los Angeles, CA, USA Li Chen Fuqua School of Business, Duke University, Durham, NC, USA Nicole DeHoratius Booth School of Business, University of Chicago, Chicago, IL, USA Marshall L. Fisher The Wharton School, University of Pennsylvania, Philadelphia, PA, USA Vishal Gaur Johnson Graduate School of Management, Cornell University, Ithaca, NY, USA Sachin Gupta Johnson Graduate School of Management, Cornell University, Ithaca, NY, USA Saravanan Kesavan Kenan-Flagler Business School, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA A. Gürhan Kök College of Administrative Sciences and Economics, Koç University, Istanbul, Turkey Mümin Kurtuluş Owen Graduate School of Management, Vanderbilt University, Nashville, TN, USA xi

12 xii Contributors Vidya Mani Supply Chain and Information Systems, Penn State Smeal College of Business, University Park, PA, USA Adam J. Mersereau Kenan-Flagler Business School, University of North Carolina, Chapell Hill, NC, USA Evan L. Porteus Graduate School of Business, Stanford University, Stanford, CA, USA Stephen A. Smith Department of Operations Management and Information Systems, Leavey School of Business, Santa Clara University, Santa Clara, CA, USA L. Beril Toktay College of Management, Georgia Institute of Technology, Atlanta, GA, USA Zeynep Ton MIT Sloan School of Management, Cambridge, MA, USA Ramnath Vaidyanathan Desautels Faculty of Management, McGill University, Montréal, QC, Canada M.A. Venkataramanan School of Business, Indiana University, Bloomington, IN, USA Seungjin Whang Graduate School of Business, Stanford University, Stanford, CA, USA

13 Editor s Biography Narendra Agrawal is the Benjamin and Mae Swig Professor in the Department of Operations Management & Information Systems and has served on the faculty since He currently serves as the Associate Dean of Faculty. He holds an undergraduate degree in Mechanical Engineering from the Indian Institute of Technology, B.H.U., India; M.S. in Management Science from the University of Texas at Dallas; and an M.A. and Ph. D. in Operations and Information Management from The Wharton School of Business, University of Pennsylvania. Naren s research is in the areas of supply chain management, service supply chain management, and manufacturing competitiveness. He has published his research in journals such as Harvard Business Review, IIE Transactions, Interfaces, Journal of Retailing, Manufacturing & Service Operations Management, Naval Research Logistics, Operations Research, and Production and Operations Management and has contributed chapters in a number of books. He is as an Associate Editor for Manufacturing and Service Operations Management, serves on the editorial review board of Production and Operations Management, and has been an Associate Editor for Management Science. Naren has received a number of teaching awards including the Dean s Award for Teaching Excellence (at Santa Clara University) every year since 1996 and the MBA Core Curriculum Teaching Award at The Wharton School. He has conducted numerous management development seminars internationally and consulted with companies in the retail and hightechnology industries, including AAFES, Adaptec, Barco, The Gap, Hewlett Packard, IBM, KLA-Tencor, ONGC (India), Overstock.com, Pemex (Mexico), Schlumberger, and Silicon Image. He has been an advisor to several Silicon Valley start-ups and is a trustee of Give2Asia, a nonprofit organization that promotes philanthropy to Asia. Stephen A. Smith is Professor of Operations Management and Information Systems in the Leavey School of Business at Santa Clara University, where he served as the Director of Research for the Retail Workbench and Education Center. He received a Ph.D. in Engineering-Economic Systems from Stanford University xiii

14 xiv Editor s Biography and Bachelor and Master of Science Degrees in Mathematics. Before joining Santa Clara, Professor Smith was a Research Scientist at the Xerox Palo Alto Research Center and was previously a Principal of Pricing Strategy Associates, a consulting partnership. He has received the University Award for Sustained Excellence in Scholarship and was also awarded a Faculty Senate Professorship. He has served in various editorial positions for Operations Research, Management Science, Manufacturing and Service Operations Management, Industrial Engineering Transactions, and International Commerce Review. Professor Smith s current research focuses on inventory and pricing decisions in retail supply chains. He is an author of over 60 research publications, which have appeared in a variety of journals including Management Science, Operations Research, Marketing Science, Journal of Retailing, Journal of Marketing Research, Econometrica, and Journal of Economic Theory, and two books: Service Opportunities for Electric Utilities and Retail Supply Chain Management, which was first published in He has consulted for a variety of retailers including Target, The Gap, and Levi Strauss and served as a technical advisor for three software start-up companies that developed decision support systems for retailers.

Sustainable Supply Chains

Sustainable Supply Chains Sustainable Supply Chains International Series in Operations Research & Management Science Volume 174 Series Editor: Frederick S. Hillier Stanford University, CA, USA Special Editorial Consultant: Camille

More information

International Series on Consumer Science

International Series on Consumer Science International Series on Consumer Science For further volumes: http://www.springer.com/series/8358 Tsan-Ming Choi Editor Fashion Branding and Consumer Behaviors Scientific Models 1 3 Editor Tsan-Ming Choi

More information

Applying Comparative Effectiveness Data to Medical Decision Making

Applying Comparative Effectiveness Data to Medical Decision Making Applying Comparative Effectiveness Data to Medical Decision Making Carl V. Asche Editor Applying Comparative Effectiveness Data to Medical Decision Making A Practical Guide Adis Editor Carl V. Asche Research

More information

Rankings Best Business Schools

Rankings Best Business Schools ings - Best Business Schools - Graduate Schools - Education - US N... 1 of 5 6/9/2010 12:59 AM ings Best Business Schools ed in 2010 U.S. News surveyed 426 MBA programs to get the information used in the

More information

Curriculum Vitae A. Gürhan Kök

Curriculum Vitae A. Gürhan Kök October 17, 2015 Curriculum Vitae A. Gürhan Kök Koç University tel: 90-212-338-1067 College of Administrative Sciences and Economics fax: 90-212-338-1393 Rumeli Feneri Yolu email: gkok@ku.edu.tr 34450,

More information

SpringerBriefs in Criminology

SpringerBriefs in Criminology SpringerBriefs in Criminology More information about this series at http://www.springer.com/series/10159 Wesley G. Jennings Rolf Loeber Dustin A. Pardini Alex R. Piquero David P. Farrington Offending

More information

Lasers in Restorative Dentistry

Lasers in Restorative Dentistry Lasers in Restorative Dentistry Giovanni Olivi Matteo Olivi Editors Lasers in Restorative Dentistry A Practical Guide Editors Giovanni Olivi Rome Italy Matteo Olivi Rome Italy ISBN 978-3-662-47316-0 DOI

More information

Xuanming Su. Education. Stanford University, Stanford, CA. (9/1997-6/2004)

Xuanming Su. Education. Stanford University, Stanford, CA. (9/1997-6/2004) Xuanming Su The Wharton School Phone: (215) 898 5506 University of Pennsylvania Fax: (215) 898 3664 500 Jon M. Huntsman Hall xuanming@wharton.upenn.edu Philadelphia, PA 19104 http://opim.wharton.upenn.edu/

More information

Automated Firewall Analytics

Automated Firewall Analytics Automated Firewall Analytics Ehab Al-Shaer Automated Firewall Analytics Design, Configuration and Optimization 123 Ehab Al-Shaer University of North Carolina Charlotte Charlotte, NC, USA ISBN 978-3-319-10370-9

More information

Duke University, Fuqua School of Business Durham, North Carolina Associate Professor of Operations Management, Jul. 2013 Present

Duke University, Fuqua School of Business Durham, North Carolina Associate Professor of Operations Management, Jul. 2013 Present Robert P. Swinney Duke University Fuqua School of Business robert.swinney@duke.edu people.duke.edu/~rps23 100 Fuqua Drive Box 90120 Durham, NC 27708 919-660- 7635 Academic Positions Duke University, Fuqua

More information

Oral and Cranial Implants

Oral and Cranial Implants Oral and Cranial Implants Hugh Devlin Ichiro Nishimura Editors Oral and Cranial Implants Recent Research Developments Editors Hugh Devlin School of Dentistry University of Manchester Manchester United

More information

Spatial Inequalities

Spatial Inequalities Spatial Inequalities GeoJournal Library Volume 110 Managing Editor: Daniel Z. Sui, Columbus, Ohio, USA Founding Series Editor: Wolf Tietze, Helmstedt, Germany Editorial Board: Paul Claval, France Yehuda

More information

Princeton University B.S.E in Electrical Engineering, summa cum laude, 1996. Certificate in Engineering and Management Systems, 1996.

Princeton University B.S.E in Electrical Engineering, summa cum laude, 1996. Certificate in Engineering and Management Systems, 1996. Adam J. Mersereau Personal CB #3490 Voice: 919-962-8407 Kenan-Flagler Business School Fax: 919-962-6949 University of North Carolina E-mail: ajm@unc.edu Chapel Hill, NC 27599-3490 Web: public.kenan-flagler.unc.edu/faculty/merserea

More information

Essential Clinical Social Work Series

Essential Clinical Social Work Series Essential Clinical Social Work Series Series Editor Carol Tosone For further volumes: http://www.springer.com/series/8115 Judith B. Rosenberger Editor Relational Social Work Practice with Diverse Populations

More information

TEACHING ETHICS, CSR & SUSTAINABILITY:

TEACHING ETHICS, CSR & SUSTAINABILITY: TEACHING ETHICS, CSR & SUSTAINABILITY TEACHING ETHICS, CSR & SUSTAINABILITY: TRENDS AMONG THE TOP 50 GLOBAL BUSINESS SCHOOLS ARTICLE WRITTEN BY FACULTY AT THE UNIVERSITY OF NORTH CAROLINA S KENAN-FLAGLER

More information

Big-Data Analytics and Cloud Computing

Big-Data Analytics and Cloud Computing Big-Data Analytics and Cloud Computing Marcello Trovati Richard Hill Ashiq Anjum Shao Ying Zhu Lu Liu Editors Big-Data Analytics and Cloud Computing Theory, Algorithms and Applications 123 Editors Marcello

More information

Adult Attachment in Clinical Social Work

Adult Attachment in Clinical Social Work Adult Attachment in Clinical Social Work Essential Clinical Social Work Series Series Editor: Carol Tosone For other titles published in this series, go to www.springer.com/series/8115 Susanne Bennett

More information

The Wharton School, University of Pennsylvania Ph.D., Operations and Information Management, 1994 M. A., Decision Sciences, 1990

The Wharton School, University of Pennsylvania Ph.D., Operations and Information Management, 1994 M. A., Decision Sciences, 1990 Narendra Agrawal Benjamin and Mae Swig Professor Department of Operations Management & Information Systems Leavey School of Business Santa Clara University Santa Clara, CA 95053 (408) 554-4165 email: nagrawal@scu.edu

More information

Owen Graduate School of Management, Vanderbilt University, Nashville, TN

Owen Graduate School of Management, Vanderbilt University, Nashville, TN Mümin Kurtuluş Owen Graduate School of Management Cell Phone: (615) 294-7058 Vanderbilt University Office Phone: (615) 322-5966 401 21 st Avenue South E-mail: mumin.kurtulus@owen.vanderbilt.edu Nashville,

More information

CANAN ULU. Operations and Information Management Area, http://explore.georgetown.edu/people/cu50/ Washington, D.C. 20057.

CANAN ULU. Operations and Information Management Area, http://explore.georgetown.edu/people/cu50/ Washington, D.C. 20057. CANAN ULU McDonough School of Business, Tel.: (202) 687 6438 Georgetown University, canan.ulu@georgetown.edu Operations and Information Management Area, http://explore.georgetown.edu/people/cu50/ Washington,

More information

Appendix D. Petersens Guide Listings for PhD in Public Policy

Appendix D. Petersens Guide Listings for PhD in Public Policy Appendix D Petersens Guide Listings for PhD in Public Policy Brandeis University Waltham, MA Program in Social Justice and Social Policy Claremont Graduate University Claremont, CA Department of Economics

More information

Urban Wildlife Conservation

Urban Wildlife Conservation Urban Wildlife Conservation Robert A. McCleery Christopher E. Moorman M. Nils Peterson Editors Urban Wildlife Conservation Theory and Practice 1 3 Editors Robert A. McCleery Department of Wildlife Ecology

More information

Coursework (%) 83 78 91 98 84 Ross School of Business 7 Tilburg University, TiasNimbas 83 85 41 84 78 8 Georgia Institute of Technology,

Coursework (%) 83 78 91 98 84 Ross School of Business 7 Tilburg University, TiasNimbas 83 85 41 84 78 8 Georgia Institute of Technology, List of s Institutes & Centres (%) Coursework (%) Published Faculty Research (%) Research Citations (%) Total Score (%) 1 York University, Schulich of 98 100 92 66 93 2 University of British Columbia,

More information

545 Student Services Building #1900 Phone: 510.642.4731

545 Student Services Building #1900 Phone: 510.642.4731 Pnina Feldman Haas School of Business faculty.haas.berkeley.edu/feldman University of California, Berkeley feldman@haas.berkeley.edu 545 Student Services Building #1900 Phone: 510.642.4731 Berkeley, CA

More information

Vishal V. Agrawal. McDonough School of Business, Georgetown University Assistant Professor, Operations and Information Management, 2010-present

Vishal V. Agrawal. McDonough School of Business, Georgetown University Assistant Professor, Operations and Information Management, 2010-present Vishal V. Agrawal McDonough School of Business Georgetown University 37 th & O Streets, Washington, DC 20057 Vishal.Agrawal@georgetown.edu Phone: (202) 687-2192 http://faculty.msb.edu/va64/ Academic Appointment

More information

EDUCATION Ph.D., Management Science & Engineering, Stanford University, 2000 Advisor: Hau Lee B.S., Industrial Engineering, Stanford University, 1994

EDUCATION Ph.D., Management Science & Engineering, Stanford University, 2000 Advisor: Hau Lee B.S., Industrial Engineering, Stanford University, 1994 TERRY A. TAYLOR University of California, Berkeley Haas School of Business 545 Student Services #1900, Berkeley, California 94720 phone: (510) 643-5435 email: taylor@haas.berkeley.edu ACADEMIC EXPERIENCE

More information

Early Childhood Educational Opportunities for Dependents of Emory Graduate Students

Early Childhood Educational Opportunities for Dependents of Emory Graduate Students Strategy for Graduate Student Recruitment and Retention Early Childhood Educational Opportunities for Dependents of Emory Graduate Students Presented by Rob Rankin, Graduate Student Council President Natalie

More information

2007 2012 Emory University, Goizueta Business School, Atlanta, GA Research and Teaching Assistant

2007 2012 Emory University, Goizueta Business School, Atlanta, GA Research and Teaching Assistant O. Cem Ozturk Assistant Professor of Marketing Scheller College of Business Georgia Institute of Technology 800 West Peachtree St. NW Atlanta, GA 30308-1149 (404) 894-7750 cem.ozturk@scheller.gatech.edu

More information

2007 2012 Emory University, Goizueta Business School, Atlanta, GA Research and Teaching Assistant

2007 2012 Emory University, Goizueta Business School, Atlanta, GA Research and Teaching Assistant O. Cem Ozturk Assistant Professor of Marketing Scheller College of Business Georgia Institute of Technology 800 West Peachtree St. NW Atlanta, GA 30308-1149 (404) 894-7750 cem.ozturk@scheller.gatech.edu

More information

National Bureau for Academic Accreditation And Education Quality Assurance LINGUISTICS # UNIVERSITY CITY STATE DEGREE MAJOR SPECIALTY RESTRICTION

National Bureau for Academic Accreditation And Education Quality Assurance LINGUISTICS # UNIVERSITY CITY STATE DEGREE MAJOR SPECIALTY RESTRICTION 1 UNIVERSITY OF MASSACHUSETTS - BOSTON ~ BOSTON MA M 1 ARIZONA STATE UNIVERSITY - TEMPE TEMPE AZ MD ~ M for Linguistics is for Residential Program ONLY. The online option is not ~ M in Linguistics is for

More information

Top Journals in Operations Management and Operations Research

Top Journals in Operations Management and Operations Research Top Journals in Operations Management and Operations Research Josephine E. Olson Associate Dean and Professor of Business Administration The Joseph M. Katz Graduate School of Business University of Pittsburgh

More information

Prof. H. Sebastian Heese, PhD

Prof. H. Sebastian Heese, PhD Prof. H. Sebastian Heese, PhD SGL Carbon Endowed Chair and Professor of Supply Chain Management EBS Universität für Wirtschaft und Recht EBS Business School Department of Supply Chain Management & Information

More information

Post-Secondary Schools Offering Undergraduate Programs Including Arabic Language/Literature. University name Location Degree offered

Post-Secondary Schools Offering Undergraduate Programs Including Arabic Language/Literature. University name Location Degree offered Post-Secondary Schools Offering Undergraduate Programs Including Arabic Language/Literature University name Location Degree offered Abilene Christian University Abilene, TX None (Special Dialektos Program)

More information

Karthik Ramachandran

Karthik Ramachandran Karthik Ramachandran Associate Professor Operations Management Scheller College of Business Georgia Institute of Technology 800 West Peachtree NW Atlanta, GA - 30308 Office: 4423; (404) 894-8631 karthik.ramachandran@scheller.gatech.edu

More information

US News & World Report Best Undergraduate Engineering Programs: Specialty Rankings 2014 Rankings Published in September 2013

US News & World Report Best Undergraduate Engineering Programs: Specialty Rankings 2014 Rankings Published in September 2013 US News & World Report Best Undergraduate Engineering Programs: Specialty Rankings 2014 Rankings Published in September 2013 Aerospace/Aeronautical/Astronautical 2 Georgia Institute of Technology Atlanta,

More information

Colon Polyps and the Prevention of Colorectal Cancer

Colon Polyps and the Prevention of Colorectal Cancer Colon Polyps and the Prevention of Colorectal Cancer Omer Engin Editor Colon Polyps and the Prevention of Colorectal Cancer Editor Omer Engin Department of Surgery Izmir Buca Hospital Buca, Izmir Turkey

More information

Statistics for Biology and Health

Statistics for Biology and Health Statistics for Biology and Health Series Editors M. Gail, K. Krickeberg, J.M. Samet, A. Tsiatis, W. Wong For further volumes: http://www.springer.com/series/2848 David G. Kleinbaum Mitchel Klein Survival

More information

EVA ASCARZA. 2009 Ph.D. in Marketing, London Business School, UK Dissertation: Modelling Customer Behaviour in Contractual Settings

EVA ASCARZA. 2009 Ph.D. in Marketing, London Business School, UK Dissertation: Modelling Customer Behaviour in Contractual Settings EVA ASCARZA Columbia Business School 3022 Broadway Uris Hall, room 524 New York, NY 10027-6902 Phone: +1 (212) 851-4120 Fax: +1 (212) 854-7647 e-mail: ascarza@columbia.edu Web: www.evaascarza.com ACADEMIC

More information

The Belgian American Educational Foundation. Fellowships 2011

The Belgian American Educational Foundation. Fellowships 2011 The Belgian American Educational Foundation Fellowships 2011 The Belgian American Educational Foundation Established on Jan 9, 1920 To enable young men and women without means to secure graduate education

More information

BEST PRACTICES FOR BUSINESS SCHOOLS TO LEAD IN EXPANDING OPPORTUNTIES FOR WOMEN IN BUSINESS AND TO ADAPT TO THE 21 ST -CENTURY WORKFORCE

BEST PRACTICES FOR BUSINESS SCHOOLS TO LEAD IN EXPANDING OPPORTUNTIES FOR WOMEN IN BUSINESS AND TO ADAPT TO THE 21 ST -CENTURY WORKFORCE BEST PRACTICES FOR BUSINESS SCHOOLS TO LEAD IN EXPANDING OPPORTUNTIES FOR WOMEN IN BUSINESS AND TO ADAPT TO THE 21 ST -CENTURY WORKFORCE In order to identify strategies and best practices to better prepare

More information

EDITOR S COMMENTS. What Are the Best MIS Programs in U.S. Business Schools?

EDITOR S COMMENTS. What Are the Best MIS Programs in U.S. Business Schools? EDITOR S COMMENTS What Are the Best MIS Programs in U.S. Business Schools? Every year, two popular magazines, Business Week and U.S. News & World Report, publish their respective lists of the best MIS/technology

More information

MARCELO OLIVARES molivares@columbia.edu

MARCELO OLIVARES molivares@columbia.edu January, 2013 EDUCATION MARCELO OLIVARES molivares@columbia.edu University of Pennsylvania, The Wharton School, Philadelphia, PA PhD, Operations and Information Management, 2007 Dissertation: Econometric

More information

Nuclear Engineering Enrollments and Degrees Survey, 2014 Data

Nuclear Engineering Enrollments and Degrees Survey, 2014 Data Nuclear Engineering Enrollments and Degrees Survey, 2014 Data Number 74 Oak Ridge Institute for Science and Education 2015 SURVEY UNIVERSE The 2014 survey includes degrees granted between September 1,

More information

EVA ASCARZA (Updated September 2015)

EVA ASCARZA (Updated September 2015) EVA ASCARZA (Updated September 2015) Columbia Business School 3022 Broadway Uris Hall, room 524 New York, NY 10027-6902 Phone: +1 (212) 851-4120 Fax: +1 (212) 854-7647 e-mail: ascarza@columbia.edu Web:

More information

Human Rights in European Criminal Law

Human Rights in European Criminal Law Human Rights in European Criminal Law ThiS is a FM Blank Page Stefano Ruggeri Editor Human Rights in European Criminal Law New Developments in European Legislation and Case Law after the Lisbon Treaty

More information

JAMES D. DANA JR. January 28, 2015. Curriculum Vitae CONTACT:

JAMES D. DANA JR. January 28, 2015. Curriculum Vitae CONTACT: January 28, 2015 Curriculum Vitae JAMES D. DANA JR. CONTACT: Department of Economics Northeastern University 360 Huntington Ave., 301 LA Boston, MA 02115-5000 Phone: (617) 373-7517 E-mail: j.dana@neu.edu

More information

Higher Education Overview

Higher Education Overview Higher Education Higher Education Overview At Skanska, we work in close partnership with our higher education clients to deliver qualitybuilt, state-of-the-art projects that meet the needs of these institutions.

More information

Library and Information Sciences

Library and Information Sciences Library and Information Sciences Chuanfu Chen Ronald Larsen Editors Library and Information Sciences Trends and Research Editors Chuanfu Chen School of Information Management Wuhan University Wuhan China

More information

Greta Hsu. Graduate School of Management Phone 530 754-6942 University of California, Davis Fax 530 752-2924

Greta Hsu. Graduate School of Management Phone 530 754-6942 University of California, Davis Fax 530 752-2924 Greta Hsu Graduate School of Management Phone 530 754-6942 University of California, Davis Fax 530 752-2924 Davis, CA 95616 e-mail: grhsu@ucdavis.edu Education Stanford University Ph.D., Organizational

More information

Studies in the Economics of Uncertainty

Studies in the Economics of Uncertainty Studies in the Economics of Uncertainty Josef Hadar Thomas B. Fomby Tae Kun Sea Editors Studies in the Economics of Uncertainty In Honor of Josef Hadar With 25 Illustrations Springer Verlag New York Berlin

More information

Karthik Ramachandran

Karthik Ramachandran Karthik Ramachandran Assistant Professor of Operations Management, Scheller College of Business, Georgia Institute of Technology 800, West Peachtree St. 30308, Atlanta, GA. Phone: +1 404 894 8631 E-mail:

More information

U.S. NEWS RANKING OF MEDICAL COLLEGES 2012

U.S. NEWS RANKING OF MEDICAL COLLEGES 2012 U.S. NEWS RANKING OF MEDICAL COLLEGES 2012 http://grad schools.usnews.rankingsandreviews.com/best graduate schools/top medicalschools/research rankings Best Medical Schools: Research To see full rankings,

More information

Nuclear Engineering Enrollments and Degrees Survey, 2013 Data

Nuclear Engineering Enrollments and Degrees Survey, 2013 Data Nuclear Engineering Enrollments and Degrees Survey, 2013 Data Number 72 Oak Ridge Institute for Science and Education 2014 SURVEY UNIVERSE The survey includes degrees granted between September 1, 2012

More information

Jason A. Duan (Jun Duan)

Jason A. Duan (Jun Duan) Jason A. Duan (Jun Duan) McCombs School of Business The University of Texas at Austin One University Station B6700 Austin, TX 78712 Office: CBA 7.250 Office Phone: (512) 232-8323 Fax: (512) 471-1034 Email:

More information

Pediatric Board Study Guide

Pediatric Board Study Guide Pediatric Board Study Guide Editor Pediatric Board Study Guide A Last Minute Review Editor Department of Pediatrics Paul L Foster School of Medicine, Texas Tech, University Health Sciences Center El Paso

More information

Genitourinary Radiology: Male Genital Tract, Adrenal and Retroperitoneum

Genitourinary Radiology: Male Genital Tract, Adrenal and Retroperitoneum Genitourinary Radiology: Male Genital Tract, Adrenal and Retroperitoneum Vikram S. Dogra Gregory T. MacLennan Editors Ahmet Tuncay Turgut Anastasia Canacci Associate Editors Mehmet Ruhi Onur Assistant

More information

The Neuropsychology Toolkit

The Neuropsychology Toolkit The Neuropsychology Toolkit Richard L. Wanlass The Neuropsychology Toolkit Guidelines, Formats, and Language Richard L. Wanlass University of California, Davis, Medical Center Sacramento, CA, USA Richard.Wanlass@ucdmc.ucdavis.edu

More information

MICHAEL ROACH. April 2014

MICHAEL ROACH. April 2014 MICHAEL ROACH April 2014 ADDRESS Cornell University Charles H. Dyson School of Applied Economics and Management Ithaca, NY 14853 michael.roach@cornell.edu ACADEMIC POSITIONS J. Thomas and Nancy W. Clark

More information

Marketing Analytics. Methods, Metrics, and Tools. Jerry Rackley

Marketing Analytics. Methods, Metrics, and Tools. Jerry Rackley Marketing Analytics Roadmap Methods, Metrics, and Tools Jerry Rackley Marketing Analytics Roadmap: Methods, Metrics, and Tools Copyright 2015 by Jerry Rackley This work is subject to copyright. All rights

More information

Graduate School Rankings By U.S. News & World Report: ACCOUNTING PROGRAMS

Graduate School Rankings By U.S. News & World Report: ACCOUNTING PROGRAMS 2 University of Illinois, Urbana-Champaign 2 University of Michigan, Ann Arbor 4 Indiana University, Bloomington 6 University of California, Berkeley 7 Michigan State University 8 Ohio State University

More information

The Product Manager s Toolkit

The Product Manager s Toolkit The Product Manager s Toolkit Gabriel Steinhardt The Product Manager s Toolkit Methodologies, Processes and Tasks in High-Tech Product Management ISBN 978-3-642-04507-3 e-isbn 978-3-642-04508-0 DOI 10.1007/978-3-642-04508-0

More information

Springer-Verlag Berlin Heidelberg GmbH

Springer-Verlag Berlin Heidelberg GmbH Information Systems Outsourcing Springer-Verlag Berlin Heidelberg GmbH Rudy Hirschheim Armin Heinzl. Jens Dibbern Editors Information Systems Outsourcing Enduring Themes, Emergent Patterns and Future Directions

More information

University of Kuwait Faculty of Allied Health Sciences Occupational Therapy Department

University of Kuwait Faculty of Allied Health Sciences Occupational Therapy Department University of Kuwait Faculty of Allied Health Sciences Occupational Therapy Department List of Approved Occupational Therapy Graduate Programs for Kuwait University Scholarship United States of America

More information

PhD in Strategic Management, College of Management, Georgia Institute of Technology, 2008

PhD in Strategic Management, College of Management, Georgia Institute of Technology, 2008 Andrew M. Hess Curriculum Vitae Williams School of Commerce, Economics, and Politics Washington & Lee University, Lexington VA, 24450 Work: 540.458.8346; Fax: 540.458.8639 Email: hessa@wlu.edu; Web: http://www.wlu.edu/williams-school/business-administration/faculty-and-staff/profile?id=x2975

More information

Hyoduk Shin. Curriculum Vitae. Academic Appointment. 07/2008-06/2012, Kellogg School of Management, Northwestern University.

Hyoduk Shin. Curriculum Vitae. Academic Appointment. 07/2008-06/2012, Kellogg School of Management, Northwestern University. Hyoduk Shin Curriculum Vitae Rady School of Management University of California - San Diego 9500 Gilman Drive #0553 La Jolla, CA 92093-0553 email: hdshin@ucsd.edu Tel: (858) 534-3768 Academic Appointment

More information

The IB diploma graduate destinations survey 2011

The IB diploma graduate destinations survey 2011 The IB diploma graduate destinations survey 2011 Country report United States of America 2012 Contents Objective and methodology Section 1 Demographics Profile of respondents and schools Section 2 Destination

More information

Lecture Notes in Computer Science 5161

Lecture Notes in Computer Science 5161 Lecture Notes in Computer Science 5161 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University,

More information

http://www.duke.edu/~aa249/ The Fuqua School of Business

http://www.duke.edu/~aa249/ The Fuqua School of Business Alessandro Arlotto Duke University http://www.duke.edu/~aa249/ The Fuqua School of Business alessandro.arlotto@duke.edu 100 Fuqua Drive, Office W311 Phone: (919) 660-7780 PO Box 90120 Fax: (919) 681-6246

More information

University School Country Massachusetts Institute of

University School Country Massachusetts Institute of injineria, teqnologiebi da zusti mecnierebebi University School Country Massachusetts Institute of Technology University of California Berkley Stanford University University of Cambridge California Institute

More information

The Political Economy of Regulation in Turkey

The Political Economy of Regulation in Turkey The Political Economy of Regulation in Turkey Tamer Çetin Fuat Oğuz Editors The Political Economy of Regulation in Turkey Editors Tamer Çetin Department of Economics Yildiz Technical University Yildiz

More information

Fernando G. Bernstein

Fernando G. Bernstein Fernando G. Bernstein The Fuqua School of Business Phone: (919) 660-7854 Duke University Fax: (919) 660-7971 100 Fuqua Drive fernando@duke.edu Durham, NC 27708-0120 PROFESSIONAL EXPERIENCE Duke University,

More information

PERCENTILE FOR ENROLLED STUDENTS AT VARIOUS SELECTIVE UNIVERSITIES AND COLLEGES NATIONWIDE

PERCENTILE FOR ENROLLED STUDENTS AT VARIOUS SELECTIVE UNIVERSITIES AND COLLEGES NATIONWIDE REALITY CHECK SAT RANGE, 25 TH -75 TH PERCENTILE FOR ENROLLED STUDENTS AT VARIOUS SELECTIVE UNIVERSITIES AND COLLEGES NATIONWIDE Data based on high school Class of 2006 (entered college Fall 2002) and

More information

Energy Efficient Thermal Management of Data Centers

Energy Efficient Thermal Management of Data Centers Energy Efficient Thermal Management of Data Centers Yogendra Joshi l Editors Pramod Kumar Energy Efficient Thermal Management of Data Centers Editors Yogendra Joshi G.W. Woodruff School of Mechanical

More information

Web Portals and Higher Education Technologies to Make IT Personal

Web Portals and Higher Education Technologies to Make IT Personal Web Portals and Higher Education Technologies to Make IT Personal Richard N. Katz and Associates A Publication of EDUCAUSE and NACUBO Copyright 2002 Jossey-Bass Inc. Published by Jossey-Bass, A Wiley Company.

More information

ELLEN E. ENGEL. Education Stanford University, Graduate School of Business, Ph.D. - Accounting, 1997.

ELLEN E. ENGEL. Education Stanford University, Graduate School of Business, Ph.D. - Accounting, 1997. ELLEN E. ENGEL University of Chicago Booth School of Business 5807 South Woodlawn Avenue Chicago, IL 60637 Office Phone: (773) 834-0966 Mobile Phone: (847) 644-2961 ellen.engel@chicagobooth.edu Academic

More information

QING LIU. Wisconsin School of Business (608) 263-9298. 975 University Ave. http://bus.wisc.edu/faculty/qing-liu Madison, WI 53706

QING LIU. Wisconsin School of Business (608) 263-9298. 975 University Ave. http://bus.wisc.edu/faculty/qing-liu Madison, WI 53706 QING LIU Wisconsin School of Business (608) 263-9298 qliu@bus.wisc.edu 975 University Ave. http://bus.wisc.edu/faculty/qing-liu Madison, WI 53706 EDUCATION 2004 2006 Ph.D. in Statistics, minor in Marketing,

More information

International Exchange 2014/15 What? When? How?

International Exchange 2014/15 What? When? How? International Exchange 2014/15 What? When? How? The International Exchange Program is an important dimension of the AGSM MBA Programs. It allows students in the MBA and MBA(Executive) to undertake a component

More information

U.S. News & World Report

U.S. News & World Report IN THE RANKINGS UCLA performs very well in all the national and international rankings of the best public and private universities, including the most widely known list published by U.S. News & World Report.

More information

Additional services o Graduate School test prep o Guidance counseling o Career workshops o Networking opportunities

Additional services o Graduate School test prep o Guidance counseling o Career workshops o Networking opportunities For more information, you can email/call/text the reps below: Eduardo Sesatty High School Alumni Counselor 210.412.0576 esesatty@kippsa.org Edward De Leon College Alumni Counselor 210.774.0496 edeleon@kippsa.org

More information

How To Write A Book On Computer Science

How To Write A Book On Computer Science EDUCATION SELVAPRABU (SELVA) NADARAJAH College of Business Administration University of Illinois at Chicago 601 S. Morgan Street Chicago IL 60607 selvan@uic.edu http://selvan.people.uic.edu, May 2014 PhD

More information

Realization of Your Dream: Higher Study, Partnership, Collaboration Opportunities

Realization of Your Dream: Higher Study, Partnership, Collaboration Opportunities Realization of Your Dream: Higher Study, Partnership, Collaboration Opportunities Dr. Ashutosh Dutta, Ph.D. Lead Scientist, AT&T New Jersey, USA Email: ashutosh.dutta@ieee.org Realization of Your Dream

More information

College of Liberal Arts, 2002-2007 Cohorts: Placement of PhD Holders

College of Liberal Arts, 2002-2007 Cohorts: Placement of PhD Holders College of Liberal Arts, 00-007 Cohorts: Placement of PhD Holders Introduction This report features the PhD-placement portion of a study looking at all graduate students who enrolled in College of Liberal

More information

EDUCATION 2003-2008 Ph.D. in Health Policy and Medical Sociology Harvard University, Cambridge MA

EDUCATION 2003-2008 Ph.D. in Health Policy and Medical Sociology Harvard University, Cambridge MA JESSICA NICHOLE MITTLER Pennsylvania State University Department of Health Policy and Administration 604 Ford Building University Park, PA 16803 (t) 814-863-8041 email: jnm14@psu.edu EDUCATION 2003-2008

More information

Aniyizhai Annamalai. Editor. Refugee Health Care. An Essential Medical Guide

Aniyizhai Annamalai. Editor. Refugee Health Care. An Essential Medical Guide Refugee Health Care Aniyizhai Annamalai Editor Refugee Health Care An Essential Medical Guide Editor Aniyizhai Annamalai, M.D. Yale University School of Medicine New Haven, CT, USA ISBN 978-1-4939-0270-5

More information

GRADUATE PROGRAM CREDIT RATINGS

GRADUATE PROGRAM CREDIT RATINGS GRDUTE PROGRM CREDIT RTINGS FOR MB PROGRMS (2014 2015) LSO BY The following complimentary career primers and other educational guides are available at www.m7financial.com/resources: Graduate Program Credit

More information

Nan Yang. Education. Columbia University, Graduate School of Business Master of Philosophy in Decision, Risk and Operations, February 2003

Nan Yang. Education. Columbia University, Graduate School of Business Master of Philosophy in Decision, Risk and Operations, February 2003 Nan Yang Washington University, Olin Business School, Campus Box 1156 One Brookings Drive, St. Louis, MO 63130-4899, USA Phone: (314) 935 4732; Email: yangn@wustl.edu Education Columbia University, Graduate

More information

Master of Financial Management: Faculty Bios

Master of Financial Management: Faculty Bios Master of Financial Management: Faculty Bios Vikas Mehrotra A.F. (Chip) Collins Chair and Professor of Finance Department Chair, Finance and Statistical Analysis Vikas Mehrotra has been a faculty member

More information

International Exchange 2015/16 What? When? How?

International Exchange 2015/16 What? When? How? International Exchange 2015/16 What? When? How? The International Exchange Program is an important dimension of the AGSM MBA Programs. It allows students in the MBA and MBA(Executive) to undertake a component

More information

5/03/2014. EDUCATION 2005 Ph.D. in Computers and Information Systems

5/03/2014. EDUCATION 2005 Ph.D. in Computers and Information Systems Hila Etzion Assistant Professor of Technology and Operations Stephen M. Ross School of Business University of Michigan 701 Tappan St. Ann Arbor, MI 48109-1234 (734)-358-1854 E-mail: etzionh@umich.edu EDUCATION

More information

in the Rankings U.S. News & World Report

in the Rankings U.S. News & World Report in the Rankings UCLA performs very well in all the national and international rankings of the best public and private universities, including the most widely known list published by U.S. News & World Report.

More information

Workers' Compensation Insurance Pricing. Current Programs and Proposed Reforms

Workers' Compensation Insurance Pricing. Current Programs and Proposed Reforms Workers' Compensation Insurance Pricing Current Programs and Proposed Reforms Huebner International Series on Risk, Insurance, and Economic Security J. David Cummins, Editor The Wharton School University

More information

Washington University, Olin Business School

Washington University, Olin Business School ADINA D. STERLING Olin Business School, Washington University in St. Louis, Campus Box 1133, St. Louis, MO 63130 Email: sterling@wustl.edu, Web: www.adinadsterling.com, Phone: (314) 935-4198, Fax: (314)

More information

US News & World Report Graduate Program Comparison 1994 2015 Year ranking was published

US News & World Report Graduate Program Comparison 1994 2015 Year ranking was published US News & World Report Graduate Program Comparison Year was published Select Findings from US News and World Report - Engineering Schools MIT Engineering Year that was released Rank 1 1 1 1 1 1 1 1 1 1

More information

UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE MATCH RESULTS FOR 2015

UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE MATCH RESULTS FOR 2015 UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE MATCH RESULTS FOR 2015 ANESTHESIOLOGY- 4 Beth Israel Deaconess Medical Center, Boston MA Oregon Health & Science University, Portland OR St. Louis Children s

More information

How To Rank A Graduate School

How To Rank A Graduate School Graduate School Rankings Debate: U.S. News and World Report --and beyond Every year, U.S. News and World Report publishes a ranking of different graduate programs and, every year, college and university

More information

in the Rankings U.S. News & World Report

in the Rankings U.S. News & World Report in the Rankings UCLA performs very well in all the national and international rankings of the best public and private universities, including the most widely known list published by U.S. News & World Report.

More information

Top 25 Sociology Graduate Programs US News and World Report 2013 Rankings

Top 25 Sociology Graduate Programs US News and World Report 2013 Rankings Top 25 Sociology Graduate Programs US News and World Report 2013 Rankings *Funding Structure: Statements about funding opportunities are pulled directly from program websites. While most programs say that

More information

SAMPLE. Student and Alumni. Including: Graduating Class of 2012, Internship Class of 2013, and Alumni

SAMPLE. Student and Alumni. Including: Graduating Class of 2012, Internship Class of 2013, and Alumni Student and Alumni Analytics Report Including: Graduating Class of 2012, Internship Class of 2013, and Alumni A Profile of MBA and Alumni from our Partner Schools May 2012 MBA Focus is pleased to present

More information

CURRICUMUM VITAE. Vanderbilt University, Nashville, TN 2012-present Assistant Professor, Owen Graduate School of Management

CURRICUMUM VITAE. Vanderbilt University, Nashville, TN 2012-present Assistant Professor, Owen Graduate School of Management CURRICUMUM VITAE TAE-YOUN PARK Owen Graduate School of Management Vanderbilt University 401 21 st Avenue South Nashville, Tennessee 37203 Phone: +1-615-322-4852 Fax: +1-615-343-7177 E-mail: taeyoun.park@vanderbilt.edu

More information

TARUN KUSHWAHA. 119 Blackcherry Lane Chapel Hill, NC 27514 Office: (919) 962 8746 Mobile: (979) 422 9710 Fax: (919) 962 7186

TARUN KUSHWAHA. 119 Blackcherry Lane Chapel Hill, NC 27514 Office: (919) 962 8746 Mobile: (979) 422 9710 Fax: (919) 962 7186 TARUN KUSHWAHA Kenan-Flagler Business School The University of North Carolina at Chapel Hill Campus Box 3490, McColl Building Chapel Hill, NC 27599-3490 Email: tarun_kushwaha@unc.edu 119 Blackcherry Lane

More information