The authors use evidence from store openings by a bricks-and-clicks retailer to examine the drivers of substitution and complementarity between online and offline retail channels. The evidence supports the coexistence of substitution across channels and complementarity in demand. In places where the retailer has a strong presence, the opening of an offline store is associated with a decrease in online sales and search; however, in places where the retailer does not have a strong presence, the opening of an offline store is associated with an increase in online sales and search. The evidence suggests that whereas online and offline channels may be substitutes in distribution, they are complements in marketing communications. Specifically, the type of marketing communication driving complementarity seems to be information about the existence of the brand. For example, the authors observe a large increase in new customer acquisition and sales, and little difference between fit and feel products and other products. Thus, it is the presence of the store, rather than information about the attributes of the products in the store, that drives complementarity.
AiChunrong, and NortonEdward C. (2003), “Interaction Terms in Logit and Probit Models,”Economics Letters, 80, 123–29.
3.
AlbaJoseph, LynchJohn, WeitzBarton, JanisewskiChris, LutzRichard, SawyerAlan, (1997), “Interactive Home Shopping: Consumer, Retailer, and Manufacturer Incentives to Participate in Electronic Markets,”Journal of Marketing, 61 (4), 38–53.
4.
AltonjiJoseph G., ElderTodd, and TaberChristopher R. (2005), “Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools,”Journal of Political Economy, 113 (1), 151–84.
5.
AnsariAsim, MelaCarl, and NeslinScott (2008), “Customer Channel Migration,”Journal of Marketing Research, 45 (1), 60–76.
6.
AveryJill, SteenburghThomas, DeightonJohn, and CaravellaMary (2012), “Adding Bricks to Clicks: Predicting the Patterns of Cross-Channel Elasticities over Time,”Journal of Marketing, 76 (3), 96–111.
7.
AzoulayPierre, Graff ZivinJonathan, and WangJialan (2010), “Superstar Extinction,”Quarterly Journal of Economics, 125 (2), 549–89.
8.
BakosJ. Yannos (2001), “The Emerging Landscape for Retail e-Commerce,”Journal of Economic Perspectives, 15 (1), 69–80.
9.
BalasubramanianSridhar (1998), “Mail Versus Mall: A Strategic Analysis of Competition Between Direct Marketers and Conventional Retailers,”Marketing Science, 17 (3), 181–95.
10.
BalasubramanianSridhar, RaghunathanRajagopal, and MahajanVijay (2005), “Consumers in a Multichannel Environment: Product Utility, Process Utility, and Channel Choice,”Journal of Interactive Marketing, 19 (2), 12–30.
BellDavid, GallinoSantiago, and MorenoAntonio (2014), “Inventory Showrooms and Customer Migration in Omni-channel Retail: The Effect of Product Information,” working paper, Wharton School of Business, University of Pennsylvania.
13.
BertrandMarianne, DufloEsther, and MullainathanSendhil (2004), “How Much Should We Trust Differences-in-Differences Estimates?”Quarterly Journal of Economics, 119 (1), 249–75.
14.
BollingerBryan, and ShriverScott (2013), “Retail Entry in a Multi-Brand Environment: Empirical Analysis of Cross-Channel Revenue Effects,” working paper, Columbia University.
15.
BorensteinSeverin, and SalonerGarth (2001), “Economics and Electronic Commerce,”Journal of Economic Perspectives, 15 (1), 3–12.
16.
BrynjolfssonE., HuY., and RahmanM. (2009), “Battle of Retail Channels: How Product Selection and Geography Drive Cross-Channel Competition,”Management Science, 55 (11), 1755–65.
17.
ChingAndrew, and IshiharaMasakazu (2012), “Measuring the Informative and Persuasive Roles of Detailing on Prescribing Decisions,”Management Science, 58 (7), 1374–87.
18.
ChintaguntaPradeep, ChuJunhong, and CebolladaJavier (2012), “Quantifying Transaction Costs in Online/Off-line Grocery Channel Choice,”Marketing Science, 31 (1), 96–114.
19.
ChoiJeonghye, and BellDavid (2011), “Preference Minorities and the Internet,”Journal of Marketing Research, 58(4), 670–82.
20.
DaggerTracey S., and DanaherPeter J. (2014), “Comparing the Effect of Store Remodeling on New and Existing Customers,”Journal of Marketing, 78 (3), 62–80.
21.
DanaherPeter, and van HeerdeHarald (2014), “Comparing the Effectiveness of Multiple Direct Marketing Efforts in Offline and Online Environments,” paper presentation at the 2014 INFORMS Marketing Science Conference, Atlanta.
22.
FangXiang, SinghSurendra, and AhluwaliaRohini (2007), “An Examination of Different Explanations for the Mere Exposure Effect,”Journal of Consumer Research, 34 (1), 97–103.
23.
FormanChris, GhoseAnindya, and GoldfarbAvi (2009), “Competition Between Local and Electronic Markets: How the Benefit of Buying Online Depends on Where You Live,”Management Science, 54 (1), 47–57.
24.
GourierouxC., MonfortA., and TrognonA. (1984), “Pseudo Maximum Likelihood Methods: Applications to Poisson Models,”Econometrica, 52 (3), 701–20.
25.
HausmanJerry, HallBronwyn H., and GrinchesZvi (1984), “Econometric Models for Count Data with an Application to the Patents R&D Relationship,”Econometrica, 52 (4), 909–38.
26.
IsaacsonWalter (2011), Steve Jobs. New York: Simon & Schuster.
27.
JooMingyu, WilburKenneth C., CowgillBo, and ZhuYi (2014), “Television Advertising and Online Search,”Management Science, 60 (1), 56–73.
28.
KamakuraWagner, and RussellGary (1993), “Measuring Brand Value with Scanner Data,”International Journal of Market Research, 10 (1), 9–22.
29.
KozinetsRobert V., SherryJohn F., DeBerry-SpenceBenet, DuhachekAdam, NuttavuthisitKrittinee, and StormDiana (2002), “Themed Flagship Brand Stores in the New Millennium: Theory, Practice, Prospects,”Journal of Retailing, 78, 17–29.
30.
LancasterTony (2000), “The Incidental Parameter Problem Since 1948,”Journal of Econometrics, 95 (2), 391–413.
31.
LieberEthan, and SyversonChad (2012), “Online vs. Offline Competition,” in Oxford Handbook of the Digital Economy, PeitzM. and WaldfogelJ., eds. Oxford, UK: Oxford University Press, 189–223.
MeyerRobert (2015), “Editorial: A Field Guide to Publishing in an Era of Doubt,”Journal of Marketing Research, 52 (5), 577–79.
34.
NarayananSridhar, and KalyanamKirthi (2015), “Position Effects in Search Advertising and Their Moderators: A Regression Discontinuity Approach,”Marketing Science, 34 (3), 388–407.
35.
NarayananSridhar, ManchandaPuneet, and ChintaguntaPradeep (2005), “Temporal Differences in the Role of Marketing Communication in New Product Categories,”Journal of Marketing Research, 42 (3), 278–90.
36.
OsterEmily (2014), “Unobservable Selection and Coefficient Stability: Theory and Evidence,” working paper, Booth School of Business, University of Chicago.
37.
PauwelsKoen, and NeslinScott (2015), “Building with Bricks and Mortar: The Revenue Impact of Opening Physical Stores in a Multichannel Environment,”Journal of Retailing, 91 (2), 182–97.
38.
RappAdam, BakerThomas L., BachrachDaniel G., OgilvieJessica, and BeitelspacherLauren Skinner (2015), “Perceived Customer Showrooming Behavior and the Effect of Retail Salesperson Self-Efficacy and Performance,”Journal of Retailing, 91 (2), 358–69.
39.
QianYi, AndersonEric, and SimesterDuncan (2013), “Multichannel Spillovers from a Factory Store,” NBER Working Paper #19176, National Bureau of Economic Research.
40.
Santos SilvaJ.M.C., and TenreyroSilvana (2006), “The Log of Gravity,”Review of Economics and Statistics, 88 (4), 641–58.
41.
SimonCarol, and SullivanMary (1993), “The Measurement and Determinants of Brand Equity: A Financial Approach,”Marketing Science, 12 (1), 28–52.
42.
SinaiTodd, and WaldfogelJoel (2004), “Geography and the Internet: Is the Internet a Substitute or a Complement for Cities?”Journal of Urban Economics, 56 (1), 1–24.
43.
SimonovAndrey, NoskoChris, and RaoJustin (2015), “Competition and Crowd-Out for Brand Keywords in Sponsored Search,” working paper, University of Chicago.
44.
SoysalGonca, and ZentnerAlejandro (2014), “Measuring E-Commerce Concentration Effects When Product Popularity Is Channel-Specific,” working paper, University of Texas at Dallas.
45.
TelserLester G. (1964), “Advertising and Competition,”Journal of Political Economy, 72 (6), 537–62.
46.
VerhoefPeter C., KannanP.K., and Jeffrey InmanJ. (2015), “From Multi-Channel to Omni-Channel Retailing: Introduction to the Special Issue on Multi-Channel Retailing,”Journal of Retailing, 91 (2), 174–81.
47.
WaldfogelJoel, and ChenLu (2006), “Does Information Undermine Brand? Information Intermediary Use and Preference for Branded Web Retailers,”Journal of Industrial Economics, 54 (4), 425–49.
48.
WardMichael R., and MorganoskyMichelle (2002), “Consumer Acquisition of Product Information and Subsequent Purchase Channel Decisions,”Advances in Applied Microeconomics, Vol. 11, BayeMichael R., ed. Bingley, UK: Emerald Group, 231–55.
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