A Forest Approach for Analyzing the Heterogeneous and Nonlinear Effects of Sellers’ Response Time
References
- (2017) Impact of delay announcements in call centers: An empirical approach. Oper. Res. 65(1):242–265.Link, Google Scholar
- (2011) How much is a reduction of your customers’ wait worth? An empirical study of the fast-food drive-thru industry based on structural estimation methods. Manufacturing Service Oper. Management 13(4):489–507.Link, Google Scholar
- (1949) Estimation of the parameters of a single equation in a complete system of stochastic equations. Ann. Math. Statist. 20(1):46–63.Crossref, Google Scholar
- (2019) Weak instruments in instrumental variables regression: Theory and practice. Annual Rev. Econom. 11:727–753.Crossref, Google Scholar
- (1985) The psychology of sunk cost. Organ. Behav. Human Decision Processes 35(1):124–140.Crossref, Google Scholar
- (2016) Recursive partitioning for heterogeneous causal effects. Proc. Natl. Acad. Sci. USA 113(27):7353–7360.Crossref, Google Scholar
- (2019) Generalized random forests. Ann. Statist. 47(2):1148–1178.Crossref, Google Scholar
- (2022) Bargaining in online markets. Karagözoğlu E, Hyndman KB, eds. Bargaining (Palgrave Macmillan, Cham, Switzerland), 365–385.Crossref, Google Scholar
- (2020) Sequential bargaining in the field: Evidence from millions of online bargaining interactions. Quart. J. Econom. 135(3):1319–1361.Crossref, Google Scholar
- (2017) Past the point of speeding up: The negative effects of workload saturation on efficiency and patient severity. Management Sci. 63(4):1042–1062.Link, Google Scholar
- (2017) Strategic risk and response time across games. Internat. J. Game Theory 46(2):511–523.Crossref, Google Scholar
- (2013) Causal effect heterogeneity. Morgan S, ed. Handbook of Causal Analysis for Social Research, Handbooks of Sociology and Social Research (Springer, Dordrecht, Netherlands), 189–213.Crossref, Google Scholar
- (2017) Classification and Regression Trees, 1st ed. (Chapman and Hall/CRC, Boca Raton, FL).Crossref, Google Scholar
- (2023) The value of response time information in supply chain bargaining. Manufacturing Service Oper. Management 25(1):19–35.Link, Google Scholar
- (2023) Navigating live-streaming commerce: A tale of two strategies—Price discounts and short videos. Working paper, HSBC Business School, Peking University, Peking, China.Google Scholar
- (2021) eBay—Statistics and facts. Accessed June 23, 2022, https://www.statista.com/topics/2181/ebay.Google Scholar
- (1993) Testing identifiability and specification in instrumental variable models. Econom. Theory 9(2):222–240.Crossref, Google Scholar
- (1992) Strategic delay in bargaining with two-sided uncertainty. Rev. Econom. Stud. 59(1):205–225.Crossref, Google Scholar
- (2020) Value of high-quality logistics: Evidence from a clash between SF Express and Alibaba. Management Sci. 66(9):3879–3902.Link, Google Scholar
- (2023) Market thickness and delivery efficiency in food-delivery platforms. Working paper, Goizueta Business School, Emory University, Atlanta.Google Scholar
- (2024) Sooner or later? Promising delivery speed in online retail. Manufacturing Service Oper. Management 26(1):233–251.Link, Google Scholar
- Donohue K, Katok E, Leider S, eds. (2018) The Handbook of Behavioral Operations (Wiley, Hoboken, NJ).Crossref, Google Scholar
- (1975) Reciprocity and concession making in bargaining. J. Personality Soc. Psych. 31(5):864–872.Crossref, Google Scholar
- (2019) The value of rapid delivery in omnichannel retailing. J. Marketing Res. 56(5):732–748.Crossref, Google Scholar
- (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
- (2017) Channel integration, sales dispersion, and inventory management. Management Sci. 63(9):2813–2831.Link, Google Scholar
- (2020) Bayesian regression tree models for causal inference: Regularization, confounding, and heterogeneous effects (with discussion). Bayesian Anal. 15(3):965–1056.Crossref, Google Scholar
- (2024) Connecting customers and merchants offline: Experimental evidence from the commercialization of last-mile stations in Alibaba. MIS Quart. 48(3):1157–1192.Crossref, Google Scholar
- (2006) Unbiased recursive partitioning: A conditional inference framework. J. Comput. Graphical Statist. 15(3):651–674.Crossref, Google Scholar
- (1996) What to tell consumers in waits of different lengths: An integrative model of service evaluation. J. Marketing 60(2):81–90.Crossref, Google Scholar
- (2018) Personalized evidence based medicine: Predictive approaches to heterogeneous treatment effects. BMJ 363:k4245.Crossref, Google Scholar
- (2023) Decision times reveal private information in strategic settings: Evidence from bargaining experiments. Econom. J. 133(656):3007–3033.Google Scholar
- (1964) An experimental study of the effects of structural and attitudinal factors on interpersonal bargaining. PhD thesis, New York University, New York.Google Scholar
- (2011) Asymmetric information, adverse selection and online disclosure: The case of eBay motors. Amer. Econom. Rev. 101(4):1535–1546.Crossref, Google Scholar
- (2004) The nature and extent of discrimination in the marketplace: Evidence from the field. Quart. J. Econom. 119(1):49–89.Crossref, Google Scholar
- (2013) Measuring the effect of queues on customer purchases. Management Sci. 59(8):1743–1763.Link, Google Scholar
- (2021) Leading online marketplaces in China as of April 2021, based on number of monthly visits. Accessed June 23, 2022, https://www.statista.com/statistics/1250711/most-popular-online-marketplaces-china.Google Scholar
- (2021) Retail in high definition: Monitoring customer assistance through video analytics. Manufacturing Service Oper. Management 23(5):1025–1042.Link, Google Scholar
- (2023) Balancing agent retention and waiting time in service platforms. Oper. Res. 71(3):979–1003.Link, Google Scholar
- (2021) Quasi-oracle estimation of heterogeneous treatment effects. Biometrika 108(2):299–319.Crossref, Google Scholar
- (2018) Some methods for heterogeneous treatment effect estimation in high dimensions. Statist. Medicine 37(11):1767–1787.Crossref, Google Scholar
- (2007) Instinctive and cognitive reasoning: A study of response times. Econom. J. 117(523):1243–1259.Google Scholar
- (2018) Humans are not machines: The behavioral impact of queueing design on service time. Management Sci. 64(1):453–473.Link, Google Scholar
- Sponsorpulse (2020) Total global share of consumers who shopped online in 2020, by region. Accessed June 23, 2022, https://www.statista.com/statistics/1192578/worldwide-share-of-consumers-that-shop-online.Google Scholar
- (2006) Effect of response time on perceptions of bargaining outcomes. J. Consumer Res. 33(2):266–272.Crossref, Google Scholar
- (2005) Testing for weak instruments in linear IV regression. Andrews DWK, Stock JH, eds. Identification and Inference for Econometric Models: Essays in Honor of Thomas J. Rothenberg (Cambridge University Press, New York), 80–108.Crossref, Google Scholar
- (2002) A survey of weak instruments and weak identification in generalized method of moments. J. Bus. Econom. Statist. 20(4):518–529.Crossref, Google Scholar
- (2009) Subgroup analysis via recursive partitioning. J. Machine Learn. Res. 10(2):141–58.Google Scholar
- (2014) When does the devil make work? An empirical study of the impact of workload on worker productivity. Management Sci. 60(6):1574–1593.Link, Google Scholar
- (2019) Impact of live chat on purchase in electronic markets: The moderating role of information cues. Inform. Systems Res. 30(4):1248–1271.Link, Google Scholar
- (2021) The impact of concession patterns on negotiations: When and why decreasing concessions lead to a distributive disadvantage. Organ. Behav. Human Decision Processes 165:153–166.Crossref, Google Scholar
- (1980) Toward a positive theory of consumer choice. J. Econom. Behav. Organ. 1(1):39–60.Crossref, Google Scholar
- (1990) Anomalies: Saving, fungibility, and mental accounts. J. Econom. Perspect. 4(1):193–205.Crossref, Google Scholar
- United Nations (2021) Global e-commerce jumps to $26.7 trillion, fuelled by COVID-19. Accessed June 23, 2022, https://news.un.org/en/story/2021/05/1091182.Google Scholar
- (2018) Estimation and inference of heterogeneous treatment effects using random forests. J. Amer. Statist. Assoc. 113(523):1228–1242.Crossref, Google Scholar
- (2022) The effect of Medicaid expansion on wait time in the emergency department. Management Sci. 68(9):6648–6655.Link, Google Scholar
- (2022) An instrumental variable forest approach for detecting heterogeneous treatment effects in observational studies. Management Sci. 68(5):3399–3418.Link, Google Scholar
- (2021) Direct sourcing or agent sourcing? Contract negotiation in procurement outsourcing. Manufacturing Service Oper. Management 23(2):294–310.Abstract, Google Scholar
- (2010) Econometric Analysis of Cross Section and Panel Data (MIT Press, Cambridge, MA).Google Scholar
- (2021) Coupons or free shipping? Effects of price promotion strategies on online review ratings. Inform. Systems Res. 32(2):633–652.Link, Google Scholar
- (2012) Estimating heterogeneous treatment effects with observational data. Sociol. Methodology 42(1):314–347.Crossref, Google Scholar
- (2022) What are the top online marketplaces? Accessed June 23, 2022, https://www.digitalcommerce360.com/article/infographic-top-online-marketplaces.Google Scholar
- (2022) Delay information in virtual queues: A large-scale field experiment on a major ride-sharing platform. Management Sci. 68(8):5745–5757.Link, Google Scholar
- (2008) Model-based recursive partitioning. J. Comput. Graphical Statist. 17(2):492–514.Crossref, Google Scholar
- (2023) A multi-treatment forest approach for analyzing the heterogeneous effects of team familiarity. Working paper, Jindal School of Management, University of Texas at Dallas, Richardson.Google Scholar
- (2019) The value of pop-up stores on retailing platforms: Evidence from a field experiment with Alibaba. Management Sci. 65(11):5142–5151.Link, Google Scholar
- (2021) Slow lies: Response delays promote perceptions of insincerity. J. Personality Soc. Psych. 120(6):1457–1479.Crossref, Google Scholar

