Getting on the Map: The Impact of Online Listings on Business Performance

References

• Anderson ET, Simester DI (2003) Effects of $9 price endings on retail sales: Evidence from field experiments. Quant. Marketing Econom. 1(1):93–110.Crossref, Google Scholar
• Arkhangelsky D, Athey S, Hirshberg DA, Imbens GW, Wager S (2021) Synthetic difference-in-differences. Amer. Econom. Rev. 111(12):4088–4118.Crossref, Google Scholar
• Basuroy S, Kim Y, Proserpio D (2020) Sleeping with strangers: Estimating the impact of Airbnb on the local economy. Preprint, submitted February 3, https://doi.org/10.2139/ssrn.3516983.Google Scholar
• Bederson BB, Jin GZ, Leslie P, Quinn AJ, Zou B (2018) Incomplete disclosure: Evidence of signaling and countersignaling. Amer. Econom. J. Microeconomics 10(1):41–66.Crossref, Google Scholar
• Bertrand M, Schoar A (2003) Managing with style: The effect of managers on firm policies. Quart. J. Econom. 118(4):1169–1208.Crossref, Google Scholar
• Bloom N, Genakos C, Sadun R, Van Reenen J (2012) Management practices across firms and countries. Acad. Management Perspect. 26(1):12–33.Crossref, Google Scholar
• Borusyak K, Jaravel X, Spiess J (2024) Revisiting event study designs: Robust and efficient estimation. Rev. Econom. Stud. 91(6):3253–3285.Google Scholar
• Brown AL, Camerer CF, Lovallo D (2012) To review or not to review? Limited strategic thinking at the movie box office. Amer. Econom. J. Microeconomics 4(2):1–26.Crossref, Google Scholar
• Callaway B, Sant’Anna PHC (2021) Difference-in-differences with multiple time periods. J. Econom. 225(2):200–230.Crossref, Google Scholar
• Chathoth PK, Tse EC-Y, Olsen MD (2006) Turnaround strategy: A study of restaurant firms. Internat. J. Hospitality Management 25(4):602–622.Crossref, Google Scholar
• Chevalier JA, Mayzlin D (2006) The effect of word of mouth on sales: Online book reviews. J. Marketing Res. 43(3):345–354.Crossref, Google Scholar
• Dai W, Luca M (2020) Digitizing disclosure: The case of restaurant hygiene scores. Amer. Econom. J. Microeconomics 12(2):41–59.Crossref, Google Scholar
• Dai W, Kim H, Luca M (2023) Frontiers: Which firms gain from digital advertising? Evidence from a field experiment. Marketing Sci. 42(3):429–439.Link, Google Scholar
• Dai WD, Jin G, Lee J, Luca M (2018) Aggregation of consumer ratings: An application to Yelp.com. Quant. Marketing Econom. 16:289–339.Crossref, Google Scholar
• de Chaisemartin C, D’Haultfœuille X (2020) Two-way fixed effects estimators with heterogeneous treatment effects. Amer. Econom. Rev. 110(9):2964–2996.Crossref, Google Scholar
• de Vaan M, Mumtaz S, Nagaraj A, Srivastava SB (2021) Social learning in the COVID-19 pandemic: Community establishments’ closure decisions follow those of nearby chain establishments. Management Sci. 67(7):4446–4454.Link, Google Scholar
• Ellison G, Ellison SF (2005) Lessons about markets from the internet. J. Econom. Perspect. 19(2):139–158.Crossref, Google Scholar
• Fang L (2022) The effects of online review platforms on restaurant revenue, consumer learning, and welfare. Management Sci. 68(11):8116–8143.Link, Google Scholar
• Gao GG, Greenwood BN, Agarwal R, McCullough JS (2015) Vocal minority and silent majority: How do online ratings reflect population perceptions of quality. MIS Quart. 39(3):565–590.Crossref, Google Scholar
• Gardner J (2022) Two-stage differences in differences. Preprint, submitted July 13, https://doi.org/10.48550/arXiv.2207.05943.Google Scholar
• Goldfarb A, Xiao M (2024) Transitory shocks, limited attention, and a firm’s decision to exit. Quant. Marketing Econom. 22:223–255.Crossref, Google Scholar
• Goodman-Bacon A (2021) Difference-in-differences with variation in treatment timing. J. Econom. 225(2):254–277.Crossref, Google Scholar
• Hinnosaar M, Hinnosaar T, Kummer M, Slivko O (2023) Wikipedia matters. J. Econom. Management Strategy 32(3):657–669.Crossref, Google Scholar
• Hollenbeck B (2018) Online reputation mechanisms and the decreasing value of chain affiliation. J. Marketing Res. 55(5):636–654.Crossref, Google Scholar
• Hollenbeck B, Moorthy S, Proserpio D (2019) Advertising strategy in the presence of reviews: An empirical analysis. Marketing Sci. 38(5):793–811.Link, Google Scholar
• Iacus SM, King G, Porro G (2009) cem: Software for coarsened exact matching. J. Statist. Software 30(9):1–27.Crossref, Google Scholar
• Iacus SM, King G, Porro G (2012) Causal inference without balance checking: Coarsened exact matching. Political Anal. 20(1):1–24.Crossref, Google Scholar
• Jin GZ, Luca M, Martin D (2021) Is no news (perceived as) bad news? An experimental investigation of information disclosure. Amer. Econom. J. Microeconomics 13(2):141–173.Crossref, Google Scholar
• Kihlstrom RE, Riordan MH (1984) Advertising as a signal. J. Political Econom. 92(3):427–450.Crossref, Google Scholar
• Korzybski A (1958) Science and Sanity: An Introduction to Non-Aristotelian Systems and General Semantics (Institute of General Semantics, Brooklyn, NY).Google Scholar
• Luca M (2016) Reviews, reputation, and revenue: The case of Yelp.com. Harvard Business School Working Paper No. 12-016, Harvard Business School, Boston.Google Scholar
• Nagaraj A (2022) The private impact of public data: Landsat satellite maps increased gold discoveries and encouraged entry. Management Sci. 68(1):564–582.Link, Google Scholar
• Nagaraj A, Stern S (2020) The economics of maps. J. Econom. Perspect. 34(1):196–221.Crossref, Google Scholar
• Organization for Economic Cooperation and Development (2022) OECD digital for SMEs global initiative. Accessed October 26, 2022, https://www.oecd.org/digital/sme/.Google Scholar
• Payne W (2021) Powering the local review engine at Yelp and Google: Intensive and extensive approaches to crowdsourcing spatial data. Regional Stud. 55(12):1878–1889.Google Scholar
• Rambachan A, Roth J (2023) A more credible approach to parallel trends. Rev. Econom. Stud. 90(5):2555–2591.Crossref, Google Scholar
• Reimers I, Xie CC (2019) Do coupons expand or cannibalize revenue? Evidence from an e-market. Management Sci. 65(1):286–300.Link, Google Scholar
• Reshef O (2023) Smaller slices of a growing pie: The effects of entry in platform markets. Amer. Econom. J. Microeconomics 15(4):183–207.Crossref, Google Scholar
• Sahni NS, Nair HS (2020) Does advertising serve as a signal? Evidence from a field experiment in mobile search. Rev. Econom. Stud. 87(3):1529–1564.Crossref, Google Scholar
• Shapiro BT, Hitsch GJ, Tuchman AE (2021) TV advertising effectiveness and profitability: Generalizable results from 288 brands. Econometrica 89(4):1855–1879.Crossref, Google Scholar
• Simester D (2017) Field experiments in marketing. Banerjee AV, Duflo E, eds. Handbook of Economic Field Experiments, vol. 1 (North-Holland, Amsterdam), 465–497.Google Scholar
• Strulov-Shlain A (2021) More than a penny’s worth: Left-digit bias and firm pricing. Preprint, submitted August 30, https://doi.org/10.2139/ssrn.3413019.Google Scholar
• Sun L, Abraham S (2021) Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. J. Econom. 225(2):175–199.Crossref, Google Scholar
• U.S. Small Business Administration (2022) Small Business Digital Alliance announces national members and first slate of events. Accessed January 12, 2024, https://www.sba.gov/article/2022/feb/23/small-business-digital-alliance-announces-national-members-first-slate-events.Google Scholar
• Yelp (2020) Q4 2019 letter to shareholders. Accessed February 13, 2020, https://s24.q4cdn.com/521204325/files/doc_financials/2019/q4/Yelp-Q419-Shareholder-Letter-v1.pdf.Google Scholar
• Zhu F, Zhang XM (2010) Impact of online consumer reviews on sales: The moderating role of product and consumer characteristics. J. Marketing 74(2):133–148.Crossref, Google Scholar