Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control

Published Online:https://doi.org/10.1287/isre.2020.0475

References

  • Abadie A, Diamond A, Hainmueller J (2010) Synthetic control methods for comparative case studies: Estimating the effect of California’s tobacco control program. J. Amer. Statist. Assoc. 105(490):493–505.CrossrefGoogle Scholar
  • Adhikari SR, Maskay NM, Sharma BP (2009) Paying for hospital-based care of Kala-azar in Nepal: Assessing catastrophic, impoverishment and economic consequences. Health Policy Plan. 24(2):129–139.CrossrefGoogle Scholar
  • Alyakoob M, Rahman MS (2022) Shared prosperity (or lack thereof) in the sharing economy. Inform. Systems Res. 33(2):638–658.LinkGoogle Scholar
  • Angrist JD, Pischke JS (2008) Mostly Harmless Econometrics: An Empiricist’s Companion (Princeton University Press, Princeton, NJ).CrossrefGoogle Scholar
  • Athey S, Bayati M, Doudchenko N, Imbens G, Khosravi K (2021) Matrix completion methods for causal panel data models. J. Amer. Statist. Assoc. 116(536):1716–1730.CrossrefGoogle Scholar
  • Autor DH (2003) Outsourcing at will: The contribution of unjust dismissal doctrine to the growth of employment outsourcing. J. Labor Econom. 21(1):1–42.CrossrefGoogle Scholar
  • Bai J (2009) Panel data models with interactive fixed effects. Econometrica 77(4):1229–1279.CrossrefGoogle Scholar
  • Balawi AR, Hu Y, Qiu L (2023) Brand crisis and customer relationship management on social media: Evidence from a natural experiment from the airline industry. Inform. Systems Res. 34(2):442–462.Google Scholar
  • Bao Y, Datta A (2014) Simultaneously discovering and quantifying risk types from textual risk disclosures. Management Sci. 60(6):1371–1391.LinkGoogle Scholar
  • Bapna R, Qiu L, Rice S (2017) Repeated interactions vs. social ties: Quantifying the economic value of trust, forgiveness, and reputation using a field experiment. MIS Quart. 41(3):841–866.CrossrefGoogle Scholar
  • Bapna S, Benner MJ, Qiu L (2019) Nurturing online communities: An empirical investigation. MIS Quart. 43(2):425–452.CrossrefGoogle Scholar
  • Bardhan I, Chen H, Karahanna E (2020) Connecting systems, data, and people: A multidisciplinary research roadmap for chronic disease management. MIS Quart. 44(1):185–200.CrossrefGoogle Scholar
  • Bavafa H, Hitt LM, Terwiesch C (2018) The impact of e-visits on visit frequencies and patient health: Evidence from primary care. Management Sci. 64(12):5461–5480.LinkGoogle Scholar
  • Bellé N (2015) Performance‐related pay and the crowding out of motivation in the public sector: A randomized field experiment. Public Admin. Rev. 75(2):230–241.CrossrefGoogle Scholar
  • Belli P, Berman P, Bossert T (2002) Formal and Informal Household Spending on Health: A Multi-Country Study in Central and Eastern Europe. International Health Systems Group (Harvard School of Public Health, Boston).Google Scholar
  • Benabou R, Tirole J (2003) Intrinsic and extrinsic motivation. Rev. Econom. Stud. 70(3):489–520.Google Scholar
  • Bénabou R, Tirole J (2006) Incentives and prosocial behavior. Amer. Econom. Rev. 96(5):1652–1678.CrossrefGoogle Scholar
  • Blei DM, Ng AY, Jordan MI (2003) Latent Dirichlet allocation. J. Mach. Learn. Res. 3:993–1022.Google Scholar
  • Burke PJ, Stets JE, Cerven C (2007) Gender, legitimation, and identity verification in groups. Soc. Psych. Quart. 70(1):27–42.CrossrefGoogle Scholar
  • Burtch G, Hong Y, Bapna R, Griskevicius V (2018) Stimulating online reviews by combining financial incentives and social norms. Management Sci. 64(5):2065–2082.LinkGoogle Scholar
  • Cabral L, Li L (2015) A dollar for your thoughts: Feedback-conditional rebates on eBay. Management Sci. 61(9):2052–2063.LinkGoogle Scholar
  • Carlson RW, Zaki J (2018) Good deeds gone bad: Lay theories of altruism and selfishness. J. Experiment Soc. Psych. 75:36–40.CrossrefGoogle Scholar
  • Cheng HK, Fan W, Guo P, Huang H, Qiu L (2020) Can “gold medal” online sellers earn gold? The impact of reputation badges on sales. J. Management Inform. Systems 37(4):1099–1127.CrossrefGoogle Scholar
  • Cherecheş RM, Ungureanu MI, Sandu P, Rus IA (2013) Defining informal payments in healthcare: A systematic review. Health Policy 110(2–3):105–114.CrossrefGoogle Scholar
  • Cohen N (2018) How culture affects street-level bureaucrats’ bending the rules in the context of informal payments for healthcare: The Israeli case. Amer. Rev. Public Admin. 48(2):175–187.CrossrefGoogle Scholar
  • Exley C (2018) Incentives for prosocial behavior: The role of reputations. Management Sci. 64(5):2460–2471.LinkGoogle Scholar
  • Falkingham J (2004) Poverty, out-of-pocket payments and access to healthcare: Evidence from Tajikistan. Soc. Sci. Med. 58(2):247–258.CrossrefGoogle Scholar
  • Fan W, Zhou Q, Qiu L, Kumar S (2023) Should doctors open online consultation services? An empirical investigation of their impact on offline appointments. Inform. Systems Res. 34(2):629–651.LinkGoogle Scholar
  • Fox S, Duggan M (2013) Health Online 2013 (Pew Research Center, Washington, DC).Google Scholar
  • Gneezy U, Rustichini A (2000) Pay enough or don’t pay at all. Quart. J. Econom. 115(3):791–810.CrossrefGoogle Scholar
  • Guo S, Guo X, Fang Y, Vogel D (2017) How doctors gain social and economic returns in online health-care communities: A professional capital perspective. J. Management Inform. Systems 34(2):487–519.CrossrefGoogle Scholar
  • Huang KY, Chengalur-Smith I, Pinsonneault A (2019) Sharing is caring: Social support provision and companionship activities in healthcare virtual support communities. MIS Quart. 43(2):395–424.CrossrefGoogle Scholar
  • Jing D, Jin Y, Liu J (2019) The impact of monetary incentives on physician prosocial behavior in online medical consulting platforms: Evidence from China. J. Med. Internet Res. 21(7):e14685.CrossrefGoogle Scholar
  • Khern-am-nuai W, Kannan K, Ghasemkhani H (2018) Extrinsic vs. intrinsic rewards for contributing reviews in an online platform. Inform. Systems Res. 29(4):871–892.LinkGoogle Scholar
  • Khurana S, Qiu L, Kumar S (2019) When a doctor knows, it shows: An empirical analysis of doctors’ responses in a Q&A forum of an online healthcare portal. Inform. Systems Res. 30(3):872–891.LinkGoogle Scholar
  • Kim HW, Kankanhalli A, Lee SH (2018) Examining gifting through social network services: A social exchange theory perspective. Inform. Systems Res. 29(4):805–828.LinkGoogle Scholar
  • Kumar N, Qiu L, Kumar S (2018) Exit, voice, and response on digital platforms: An empirical investigation of online management response strategies. Inform. Systems Res. 29(4):849–870.LinkGoogle Scholar
  • Kumar N, Qiu L, Kumar S (2022b) A hashtag is worth a thousand words: An empirical investigation of social media strategies in trademarking hashtags. Inform. Systems Res. 33(4):1403–1427.LinkGoogle Scholar
  • Kumar S, Qiu L (2022) Social Media Analytics and Practical Applications: The Change to the Competition Landscape (CRC Press, Boca Raton, FL).Google Scholar
  • Kumar S, Qiu L, Sen A, Sinha AP (2022a) Putting analytics into action in care coordination research: Emerging issues and potential solutions. Production Oper. Management 31(6):2714–2738.CrossrefGoogle Scholar
  • Kwark Y, Lee GM, Pavlou PA, Qiu L (2021) On the spillover effects of online product reviews on purchases: Evidence from clickstream data. Inform. Systems Res. 32(3):895–913.LinkGoogle Scholar
  • Lee GM, Qiu L, Whinston AB (2016) A friend like me: Modeling network formation in a location-based social network. J. Management Inform. Systems 33(4):1008–1033.CrossrefGoogle Scholar
  • Li Y, Yan X, Song X (2019) Provision of paid web-based medical consultation in China: Cross-sectional analysis of data from a medical consultation website. J. Med. Internet Res. 21(6):e12126.CrossrefGoogle Scholar
  • Liaropoulos L, Siskou O, Kaitelidou D, Theodorou M, Katostaras T (2008) Informal payments in public hospitals in Greece. Health Policy 87(1):72–81.CrossrefGoogle Scholar
  • Lindkvist I (2013) Informal payments and health worker effort: A quantitative study from Tanzania. Health Econom. 22(10):1250–1271.CrossrefGoogle Scholar
  • Liu L, Wang Y, Xu Y (2024) A practical guide to counterfactual estimators for causal inference with time-series cross-sectional data. Amer. J. Political Sci. 68(1):160–176.CrossrefGoogle Scholar
  • Liu QB, Liu X, Guo X (2020) The effects of participating in a physician-driven online health community in managing chronic disease: Evidence from two natural experiments. MIS Quart. 44(1):391–419.CrossrefGoogle Scholar
  • Lu Y, Gupta A, Ketter W, Van Heck E (2019) Information transparency in business-to-business auction markets: The role of winner identity disclosure. Management Sci. 65(9):4261–4279.LinkGoogle Scholar
  • Ma M, Agarwal R (2007) Through a glass darkly: Information technology design, identity verification, and knowledge contribution in online communities. Inform. Systems Res. 18(1):42–67.LinkGoogle Scholar
  • Mæstad O, Mwisongo A (2011) Informal payments and the quality of healthcare: Mechanisms revealed by Tanzanian health workers. Health Policy 99(2):107–115.CrossrefGoogle Scholar
  • Mawardi BH (1979) Satisfactions, dissatisfactions, and causes of stress in medical practice. JAMA. 241(14):1483–1486.CrossrefGoogle Scholar
  • Moqri M, Mei X, Qiu L, Bandyopadhyay S (2018) Effect of “following” on contributions to open source communities. J. Management Inform. Systems 35(4):1188–1217.CrossrefGoogle Scholar
  • Pan Y, Qiu L (2022) How ride‐sharing is shaping public transit system: A counterfactual estimator approach. Production Oper. Management 31(3):906–927.CrossrefGoogle Scholar
  • Peng L, Wang Y, Chen J (2020) Consequences of gift giving in online health communities on physician service quality: Empirical text mining study. J. Med. Internet Res. 22(7):e18569.CrossrefGoogle Scholar
  • Petryk M, Rivera M, Bhattacharya S, Qiu L, Kumar S (2022) How network embeddedness affects real-time performance feedback: An empirical investigation. Inform. Systems Res. 33(4):1467–1489.LinkGoogle Scholar
  • Pu J, Chen Y, Qiu L, Cheng HK (2020) Does identity disclosure help or hurt user content generation? Social presence, inhibition, and displacement effects. Inform. Systems Res. 31(2):297–322.LinkGoogle Scholar
  • Pu J, Liu Y, Chen Y, Qiu L, Cheng HK (2022) What questions are you inclined to answer? Effects of hierarchy in corporate Q&A communities. Inform. Systems Res. 33(1):244–264.LinkGoogle Scholar
  • Qiu L, Kumar S (2017) Understanding voluntary knowledge provision and content contribution through a social-media-based prediction market: A field experiment. Inform. Systems Res. 28(3):529–546.LinkGoogle Scholar
  • Qiu L, Rui H, Whinston A (2013) Social network-embedded prediction markets: The effects of information acquisition and communication on predictions. Decision Support Systems 55(4):978–987.CrossrefGoogle Scholar
  • Qiu L, Rui H, Whinston AB (2014) Effects of social networks on prediction markets: Examination in a controlled experiment. J. Management Inform. Systems 30(4):235–268.CrossrefGoogle Scholar
  • Qiu L, Kumar S, Sen A, Sinha AP (2022b) Impact of the Hospital Readmission Reduction Program on hospital readmission and mortality: An economic analysis. Production Oper. Management 31(5):2341–2360.CrossrefGoogle Scholar
  • Qiu L, Liu R, Jin Y, Ding C, Fan Y, Yeung AC (2022a) Impact of credit default swaps on firms’ operational efficiency. Production Oper. Management 31(9):3611–3631.CrossrefGoogle Scholar
  • Shin J, Grant AM (2019) Bored by interest: How intrinsic motivation in one task can reduce performance on other tasks. Acad. Management J. 62(2):415–436.Google Scholar
  • Skågeby J (2010) Gift-giving as a conceptual framework: Framing social behavior in online networks. J. Inform. Tech. 25(2):170–177.CrossrefGoogle Scholar
  • Stets JE, Burke PJ (2000) Identity theory and social identity theory. Soc. Psych. Quart. 63(3):224–237.CrossrefGoogle Scholar
  • Sun T, Gao G, Jin GZ (2019) Mobile messaging for offline group formation in prosocial activities: A large field experiment. Management Sci. 65(6):2717–2736.LinkGoogle Scholar
  • Titmuss RM (1970) The Gift Relationship: From Human Blood to Social Policy (Allen and Unwin, London).Google Scholar
  • Wang H, Du R, Shen W, Qiu L, Fan W (2022) Product reviews: A benefit, a burden, or a trifle? How seller reputation affects the role of product reviews. MIS Quart. 46(2):1243–1272.CrossrefGoogle Scholar
  • Wang L, Yan L, Zhou T, Guo X, Heim GR (2020a) Understanding physicians’ online-offline behavior dynamics: An empirical study. Inform. Systems Res. 31(2):537–555.LinkGoogle Scholar
  • Wang Y, Wu H, Xia C, Lu N (2020b) Impact of the price of gifts from patients on physicians’ service quality in online consultations: Empirical study based on social exchange theory. J. Med. Internet Res. 22(5):e15685.CrossrefGoogle Scholar
  • Williams CC, Horodnic AV (2017) Rethinking informal payments by patients in Europe: An institutional approach. Health Policy 121(10):1053–1062.CrossrefGoogle Scholar
  • Wooldridge JM (2002) Econometric Analysis of Cross Section and Panel Data (MIT Press, Cambridge, MA).Google Scholar
  • Xu Y (2017) Generalized synthetic control method: Causal inference with interactive fixed effects models. Political Anal. 25(1):57–76.CrossrefGoogle Scholar
  • Yan L (2018) Good intentions, bad outcomes: The effects of mismatches between social support and health outcomes in an online weight loss community. Production Oper. Management 27(1):9–27.CrossrefGoogle Scholar
  • Yan Z, Kuang L, Qiu L (2022) Prosocial behaviors and economic performance: Evidence from an online mental healthcare platform. Production Oper. Management 31(10):3859–3876.CrossrefGoogle Scholar
  • Yang J (2013) The impact of informal payments on quality and equality in the Chinese healthcare system: A study from the perspective of doctors. Health Sociol. Rev. 22(3):268–281.CrossrefGoogle Scholar
  • Yu Y, Qiu L, Chen H, Yen B (2023) Movie fit uncertainty and interplay between traditional advertising and social media marketing. Marketing Lett. 34(3):1–20.CrossrefGoogle Scholar
  • Zhang XM, Zhu F (2011) Group size and incentives to contribute: A natural experiment at Chinese Wikipedia. Amer. Econom. Rev. 101(4):1601–1615.CrossrefGoogle Scholar
  • Zhou J, Zhang Q, Zhou S, Li X, Zhang XM (2023) Unintended emotional effects of online health communities: A text mining-supported empirical study. MIS Quart. 47(1):195–226.CrossrefGoogle Scholar
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