Fewer Clicks, More Purchases

References

• Angrist JD, Pischke J-S (2008) Mostly Harmless Econometrics: An Empiricist’s Companion (Princeton University Press, Princeton, NJ).Crossref, Google Scholar
• Ascarza E (2018) Retention futility: Targeting high-risk customers might be ineffective. J. Marketing Res. 55(1):80–98.Crossref, Google Scholar
• Athey S, Wager S (2019) Estimating treatment effects with causal forests: An application. Observational Stud. 5(2):37–51.Google Scholar
• Athey S, Tibshirani J, Wager S (2019) Generalized random forests. Ann. Statist. 47(2):1148–1178.Crossref, Google Scholar
• Austin PC (2009) Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples. Statist. Medicine 28(25):3083–3107.Crossref, Google Scholar
• Baumgartner H (2002) Toward a personology of the consumer. J. Consumer Res. 29(2):286–292.Crossref, Google Scholar
• Bell DR, Gallino S, Moreno A (2020) Customer supercharging in experience-centric channels. Management Sci. 66(9):4096–4107.Link, Google Scholar
• Bertrand M, Duflo E, Mullainathan S (2004) How much should we trust differences-in-differences estimates? Quart. J. Econom. 119(1):249–275.Crossref, Google Scholar
• Bolton RN, Lemon KN, Verhoef PC (2004) The theoretical underpinnings of customer asset management: A framework and propositions for future research. J. Acad. Marketing Sci. 32(3):271–292.Crossref, Google Scholar
• Boone C, Hendriks W (2009) Top management team diversity and firm performance: Moderators of functional-background and locus-of-control diversity. Management Sci. 55(2):165–180.Link, Google Scholar
• Bower AB, Maxham JG III (2012) Return shipping policies of online retailers: Normative assumptions and the long-term consequences of fee and free returns. J. Marketing 76(5):110–124.Crossref, Google Scholar
• Breiman L (2001) Random forests. Machine Learn. 45(1):5–32.Crossref, Google Scholar
• Brynjolfsson E, Hu Y, Simester D (2011) Goodbye Pareto principle, hello long tail: The effect of search costs on the concentration of product sales. Management Sci. 57(8):1373–1386.Link, Google Scholar
• Datta H, Knox G, Bronnenberg BJ (2017) Changing their tune: How consumers’ adoption of online streaming affects music consumption and discovery. Marketing Sci. 37(1):5–21.Link, Google Scholar
• De P, Hu Y, Rahman MS (2010) Technology usage and online sales: An empirical study. Management Sci. 56(11):1930–1945.Link, Google Scholar
• Digiday (2017) End of an era: Amazon’s 1-click buying patent finally expires. Accessed November 16, 2018, https://digiday.com/marketing/end-era-amazons-one-click-buying-patent-finally-expires/.Google Scholar
• Dutta R, Jarvenpaa S, Tomak K (2003) Impact of feedback and usability of online payment processes on consumer decision making. Proc. Int. Conf. Inform. Systems Proceedings (Association for Information Systems, Atlanta), 15–24.Google Scholar
• Fong N, Zhang Y, Luo X, Wang X (2019) Targeted promotions on an e-book platform: Crowding out, heterogeneity, and opportunity costs. J. Marketing Res. 56(2):310–323.Crossref, Google Scholar
• Forman C, Ghose A, Goldfarb A (2009) Competition between local and electronic markets: How the benefit of buying online depends on where you live. Management Sci. 55(1):47–57.Link, Google Scholar
• Gallino S, Moreno A (2018) The value of fit information in online retail: Evidence from a randomized field experiment. Manufacturing Service Oper. Management 20(4):767–787.Link, Google Scholar
• Häubl G, Trifts V (2000) Consumer decision making in online shopping environments: The effects of interactive decision aids. Marketing Sci. 19(1):4–21.Link, Google Scholar
• Hui SK, Inman JJ, Huang Y, Suher J (2013) The effect of in-store travel distance on unplanned spending: Applications to mobile promotion strategies. J. Marketing 77(2):1–16.Crossref, Google Scholar
• Imbens GW, Rubin DB (2015) Causal Inference in Statistics, Social, and Biomedical Sciences (Cambridge University Press, Cambridge, UK).Crossref, Google Scholar
• Iyengar R, Park YH, Yu Q (2022) The impact of subscription programs on customer purchases. J. Marketing Res. 59(6):1101–1119.Google Scholar
• Keele L (2015) The statistics of causal inference: A view from political methodology. Political Anal. 23(3):313–335.Crossref, Google Scholar
• Kumar V, Shah D (2004) Building and sustaining profitable customer loyalty for the 21st century. J. Retailing 80(4):317–329.Crossref, Google Scholar
• Lemon KN, Verhoef PC (2016) Understanding customer experience throughout the customer journey. J. Marketing 80(6):69–96.Crossref, Google Scholar
• Magento (2017) New instant purchase checkout boosts sales. Accessed November 16, 2018, https://magento.com/blog/magento-news/new-instant-purchase-checkout-boosts-sales.Google Scholar
• Manchanda P, Packard G, Pattabhiramaiah A (2015) Social dollars: The economic impact of customer participation in a firm-sponsored online customer community. Marketing Sci. 34(3):367–387.Link, Google Scholar
• Narang U, Shankar V (2019) Mobile app introduction and online and offline purchases and product returns. Marketing Sci. 38(5):756–772.Link, Google Scholar
• Palmer JW (2002) Website usability, design, and performance metrics. Inform. Systems Res. 13(2):151–167.Link, Google Scholar
• Parboteeah DV, Valacich JS, Wells JD (2009) The influence of website characteristics on a consumer’s urge to buy impulsively. Inform. Systems Res. 20(1):60–78.Link, Google Scholar
• Piron F (1991) Defining impulse purchasing. Adv. Consumer Res. 18:509–514.Google Scholar
• Prins R, Verhoef PC (2007) Marketing communication drivers of adoption timing of a new e-service among existing customers. J. Marketing 71(2):169–183.Crossref, Google Scholar
• Rafieian O, Yoganarasimhan H (2021) Targeting and privacy in mobile advertising. Marketing Sci. 40(2):193–218.Link, Google Scholar
• Rejoiner (2017) How valuable is Amazon’s 1-Click patent? It’s worth billions. Accessed November 16, 2018, http://rejoiner.com/resources/amazon-1clickpatent.Google Scholar
• Ridgway NM, Kukar-Kinney M, Monroe KB (2008) An expanded conceptualization and a new measure of compulsive buying. J. Consumer Res. 35(4):622–639.Crossref, Google Scholar
• Robins JM, Rotnitzky A, Lue PZ (1994) Estimation of regression coefficients when some regressors are not always observed. J. Amer. Statist. Assoc. 89(427):846–866.Crossref, Google Scholar
• Robinson PM (1988) Root-n-consistent semiparametric regression. Econometrica 56(4):931–954.Crossref, Google Scholar
• Rossi PE, McCulloch RE, Allenby GM (1996) The value of purchase history data in target marketing. Marketing Sci. 15(4):321–340.Link, Google Scholar
• Shankar V (2018) How artificial intelligence (AI) is reshaping retailing. J. Retailing 94(4):6–11.Crossref, Google Scholar
• Shannon CE (1948) A mathematical theory of communication. Bell Systems Tech. J. 27(3):379–423.Crossref, Google Scholar
• Shehu E, Papies D, Neslin SA (2020) Free shipping promotions and product returns. J. Marketing Res. 57(4):640–658.Crossref, Google Scholar
• Shi SW, Zhang J (2014) Usage experience with decision aids and evolution of online purchase behavior. Marketing Sci. 33(6):871–882.Link, Google Scholar
• Simester D, Timoshenko A, Zoumpoulis SP (2020) Efficiently evaluating targeting policies: Improving on champion vs. challenger experiments. Management Sci. 66(8):3412–3424.Link, Google Scholar
• Stern H (1962) The significance of impulse buying today. J. Marketing 26(2):59–62.Crossref, Google Scholar
• Stuart EA (2010) Matching methods for causal inference: A review and a look forward. Statist. Sci. 25(1):1–21.Crossref, Google Scholar
• Thaler R (1985) Mental accounting and consumer choice. Marketing Sci. 4(3):199–214.Link, Google Scholar
• Verhoef P, Lemon CN, Parasuraman A, Roggeveen A, Tsiros M, Schlesinger LA (2009) Customer experience creation: Determinants, dynamics and management strategies. J. Retailing 85(1):31–41.Crossref, Google Scholar
• Wager S, Athey S (2018) Estimation and inference of heterogeneous treatment effects using random forests. J. Amer. Statist. Assoc. 113(523):1228–1242.Crossref, Google Scholar
• Wagner RP, Jeitschko T (2017) Why Amazon’s ‘1-Click’ ordering was a game changer. Accessed November 16, 2018, http://knowledge.wharton.upenn.edu/article/amazons-1-click-goes-off-patent/.Google Scholar
• Wang K, Goldfarb A (2017) Can offline stores drive online sales? J. Marketing Res. 54(5):706–719.Crossref, Google Scholar
• Wang RJH, Malthouse EC, Krishnamurthi L (2015) On the go: How mobile shopping affects customer purchase behavior. J. Retailing 91(2):217–234.Crossref, Google Scholar
• Witman A, Beadles C, Liu Y, Larsen A, Kafali N, Gandhi S, Amico P, Hoerger T (2019) Comparison group selection in the presence of rolling entry for health services research: Rolling entry matching. Health Services Res. 54(2):492–501.Crossref, Google Scholar
• Xu K, Chan J, Ghose A, Han SP (2016) Battle of the channels: The impact of tablets on digital commerce. Management Sci. 63(5):1469–1492.Link, Google Scholar