Virtual Competition Virtual Competition THE PR OMISE AND PERILS OF THE ALGORITHM- DRIVEN E CONOMY Ariel Ezrachi • Maurice E. Stucke Cambridge, Mas sa chu setts London, Eng land 2016 Copyright © 2016 by the President and Fellows of Harvard College All rights reserved Printed in the United States of Amer i ca First printing Library of Congress Cataloging- in- Publication Data Names: Ezrachi, Ariel, 1971– author. | Stucke, Maurice E., author. Title: Virtual competition : the promise and perils of the algorithm- driven economy / Ariel Ezrachi, Maurice E. Stucke. Description: Cambridge, Mas sa chu setts : Harvard University Press, 2016. | Includes bibliographical references and index. Identifi ers: LCCN 2016018188 | ISBN 9780674545472 (cloth) Subjects: LCSH: Electronic commerce. | Pricing— Technological innovations. Classifi cation: LCC HF5548.32 .E996 2016 | DDC 381/.142— dc23 LC reco rd available at https://l ccn. l oc. g ov/ 2 016018188 Contents Preface vii PART I Setting the Scene 1 1 Th e Promise of a Better Competitive Environment 3 2 New Economic Real ity: Th e Rise of Big Data and Big Analytics 11 3 Light Touch Antitrust 22 4 Looking beyond the Façade of Competition 27 PART II The Collusion Scenarios 35 5 Th e Messenger Scenario 39 6 Hub and Spoke 46 7 Tacit Collusion on Ster oids: Th e Predictable Agent 56 8 Artifi cial Intelligence, God View, and the Digital Eye 71 PART III Behavioral Discrimination 83 9 Price Discrimination (Briefl y) Explained 85 10 Th e Age of Perfect Price Discrimination? 89 11 Th e Rise of “Almost Perfect” Behavioral Discrimination 101 12 Behavioral Discrimination: Economic and Social Perspectives 117 13 Th e Comparison Intermediaries 131 vi Contents PART IV Frenemies 145 14 Th e Dynamic Interplay among Frenemies 147 15 Extraction and Capture 159 16 “Why Invite an Arsonist to Your Home?” Understanding the Frenemy Mentality 178 17 Th e F uture of Frenemy: Th e Rise of Personal Assistants 191 PART V Intervention 203 18 To Regulate or Not to Regulate 205 19 Th e Enforcement Toolbox 218 Final Refl ections 233 Notes 251 Acknowl edgments 345 Index 347 Preface Could digital commerce and new technologies actually harm us? T oday, the rise of the Internet, Big Data, computer algorithms, artifi cial intelli- gence, and machine learning all promise to benefi t our lives. On its surface, the online world—w ith the growth of price comparison websites, dynamic pricing, web promotions, and smartphone apps—s eems to deliver in terms of lowering prices, improving quality, widening the sel ection of goods and ser vices, and hastening innovation. And yet, could it be that, aft er the initial procompetitive promise, these technologies lead to higher prices, poorer quality, fewer options presented to us, and less innovation in t hings we care about, such as our privacy? Our suggestions may sound heretical and counterintuitive. A ft er all, in many markets, data and technology have visibly stimulated entry, expan- sion, and competition. We do not dispute t hese benefi ts. Technology and Big Data can be benefi cial, no doubt. However, once one ventures beyond the façade of competition, a more complex real ity emerges. Th e dynamics of artifi cial intelligence, price algorithms, online trade, and competition lead us to uncharted ground—to a landscape that ostensibly has the familiar competitive attributes to which we are accustomed, and yet delivers far less than what we would expect. Th e new market dynamic, new technologies, and start- ups have capti- vated our attention and created a welfare mirage—t he fantasy of intensifi ed competition. Yet, b ehind the mirage, t here operates an increasingly well- oiled machine that can defy the f ree competitive forces we rely on. Our thesis concerns the implications of the rise of a new— algorithm- driven—p ower, which changes several structural and behavioral pillars that underpin traditional markets. vii viii Preface Competition, as we knew it—t he invisible hand that distributes the necessi- ties of life—is being displaced in many industries with a digitalized hand. Th e latter, rather than being a natu ral force, is man- made, and as such is subject to manipulation. Th e digitized hand gives rise to newly poss ib le anticompetitive be hav iors, for which the competition authorities are ill- equipped. Of course, we agree that the rise of Internet commerce through sophisti- cated computer algorithms can intensify competition in ways that increase our welfare. But, importantly, this is not assured. Our book explores how the paradigm shift can leave some of us better off , while leaving many in society worse off . Moreover, competition authorities may need to reassess and reinterpret the l egal tools at their disposal to prevent and punish t hese unusual new forms of anticompetitive restraints. Even basic questions, such as “Can computers collude?” or “How much choice does the online environ- ment off er?” may be challenging. At times, it may be diffi cult to see beyond the façade of competition to the toll that the new paradigm has on us, our welfare, and our demo cratic ideals. In what follows we explore t hese dynamics. We consider the pos sib le use of sophisticated price algorithms and artifi cial intelligence to facilitate col- lusion or conscious parallelism. We refl ect on the expansion of behavioral advertising and the poss ib le use of advanced technology and tracking to engage in “almost perfect” behavioral discrimination. Th e discussion also explores information harvesting and analy sis, the eff ects of intermediation and price comparison websites, the rise of super- platforms, and their “Frenemy” relationship with in de pen dent application developers. Our exploration of t hese themes raises challenging questions as to the true competitiveness of prese nt and future online markets. We consider the limits of competition, consumer protection, and privacy law in an advanced algorithm-d riven environment, and refl ect on the enforcement gaps and policy implications. Th is book was born of a question that challenged our minds during a stroll along the River Th ames: “What if computers could collude?” To para- phrase T. S. Eliot, that led us on our journey: Oh, do not ask, “What is it?” Let us go and make our visit. And so we did. Our research prompted additional questions and stimulating discussions with competition offi cials, lawyers, economists, computer scien- tists, phi los o phers, and engineers. We welcome you to the debate. PART I Setting the Scene M UCH HAS BEEN WRITTEN about the transformative eff ects that recent technological changes have had on our society and well- being. Th ese technological developments in e-c ommerce, computers, Big Data, and pricing algorithms, have no doubt changed the way we shop and commu- nicate. Th e dynamics of online commerce have freed customers from reli- ance on local off erings. Gone are the days when many of our choices w ere restricted to a few local retailers who controlled which products w ere placed on the shelves, the deals we struck, and largely the information on which we based our decisions. Advances in technology and changes in commu- nications, transportation, and commerce are expected to further change our environment and promise to increase competition and well-b eing. Our discussion in this part pres ents two contradictory themes. We be- gin with the commonly accepted promise of the algorithm-d riven econ- omy; then we switch gear and outline its perils— its darker and less charted sides. Chapter 1 explores the many alluring features of online markets and the promise they carry—to increase effi ciency, competition, and ultimately our prosperity. Th e new economic real ity promises to be bright. Chapter 2 looks at key technological developments— the rise of self- learning algorithms and Big Data that are fueling t hese dynamic innovations— everyt hing from books sold on Amazon to airplane tickets on Orbitz. We illustrate how Big Data and Big Analytics are providing online retailers like Amazon a competitive advantage over brick-a nd-m ortar behemoths like Walmart. In Chapter 3 we summarize the enforcers’ typical approach to digital markets. We note how, given the signifi cant potential benefi ts of innovation 1
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