Focusing Provider Attention: An Empirical Examination of Incentives and Feedback in Flu Vaccinations

References

• Abadie A, Imbens GW (2006) Large sample properties of matching estimators. Econometrica 74(1):235–267.Crossref, Google Scholar
• Abadie A, Imbens GW (2011) Bias-corrected matching estimators for average treatment effects. J. Bus. Econom. Statist. 29(1):1–11.Crossref, Google Scholar
• Andritsos DA, Tang CS (2014) Linking process quality and resource usage: An empirical analysis. Production Oper. Management 23(12):2163–2177.Crossref, Google Scholar
• Angrist JD, Pischke JS (2009) Mostly Harmless Econometrics: An Empiricist’s Companion (Princeton University Press, Princeton, NJ).Crossref, Google Scholar
• Arifoğlu K, Deo SR, Iravani SM, Arifo K (2012) Consumption externality and yield uncertainty in the influenza vaccine supply chain: Interventions in demand and supply sides. Management Sci. 58(6):1072–1091.Link, Google Scholar
• Ashraf N, Bandiera O, Lee SS (2014) Awards unbundled: Evidence from a natural field experiment. J. Econom. Behav. Organ. 100(1):44–63.Crossref, Google Scholar
• Azmat G, Iriberri N (2010) The importance of relative performance feedback information: Evidence from a natural experiment using high school students. J. Public Econom. 94(7):435–452.Crossref, Google Scholar
• Bandiera O, Barankay I, Rasul I (2007) Incentives for managers and inequality among workers: Evidence from a firm-level experiment. Quart. J. Econom. 122(2):729–773.Crossref, Google Scholar
• Bandiera O, Barankay I, Rasul I (2013) Team incentives: Evidence from a firm level experiment. J. Eur. Econom. Assoc. 11(5):1079–1114.Crossref, Google Scholar
• Barankay I (2012) Rank incentives: Evidence from a randomized workplace experiment. Working paper, Wharton School, University of Pennsylvania, Philadelphia.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
• Blader S, Gartenberg C, Prat A (2016) The contingent effect of management practices. Working paper, Columbia Business School Research Paper No. 15-48, Columbia Business School, New York.Google Scholar
• Blanes-i-Vidal J, Nossol M (2011) Tournaments without prizes: Evidence from personnel records. Management Sci. 57(10):1721.Link, Google Scholar
• Brewer NT, Chapman GB, Rothman AJ, Leask J, Kempe A (2017) Increasing vaccination: Putting psychological science into action. Psych. Sci. Public Interest 18(3):149–207.Crossref, Google Scholar
• Buell RW (2021) Last place aversion in queues. Management Sci. 67(3):1430–1452.Google Scholar
• Caliendo M, Kopeinig S (2008) Some practical guidance for the implementation of propensity score matching. J. Econom. Survey 22(1):31–72.Crossref, Google Scholar
• Campbell D, Frei F (2011) Market heterogeneity and local capacity decisions in services. Manufacturing. Service Oper. Management 13(1):2–19.Link, Google Scholar
• Casas-Arce P, Asís Martínez-Jerez F (2009) Relative performance compensation, contests, and dynamic incentives. Management Sci. 55(8):1306–1320.Link, Google Scholar
• CDC (2019) Flu vaccination coverage, United States, 2018–19 influenza season. Retrieved December 6, 2019, https://www.cdc.gov/flu/fluvaxview/coverage-1819estimates.htm.Google Scholar
• CDC (2020) Estimated influenza burden: Illnesses, medical visits, hospitalizations, and deaths in the United States, 2018–2019 influenza season. Retrieved January 20, 2020, https://www.cdc.gov/flu/about/burden/2018-2019.html.Google Scholar
• Chapman GB, Li M, Colby H, Yoon H (2010) Opting in vs opting out of influenza vaccination. JAMA 304(1):43.Crossref, Google Scholar
• Chapman GB, Li M, Leventhal H, Leventhal E (2016) Default clinic appointments promote influenza vaccination uptake without a displacement effect. Behav. Sci. Policy 2(2):41–50.Crossref, Google Scholar
• Charness G, Masclet D, Villeval MC (2014) The dark side of competition for status. Management Sci. 60(1):38–55.Link, Google Scholar
• Cho SH (2010) The optimal composition of influenza vaccines subject to random production yields. Manufacturing Service Oper. Management 12(2):256–277.Link, Google Scholar
• Chung JR, Rolfes MA, Flannery B, Prasad P, Garg S, Fry AM, Singleton JA, Patel M, Reed C (2020) Effects of influenza vaccination in the United States during the 2018–2019 influenza season. Clinical Infectious Diseases 71(8):368–376.Google Scholar
• Corbett CJ, Montes-Sancho MJ, Kirsch DA, Kirsch RH, Smith DA (2005) The financial impact of ISO 9000 certification in the United States: An empirical analysis. Management Sci. 51(7):1046–1059.Link, Google Scholar
• CVS Health (2018) CVS Health survey finds consumers more likely to get vaccinated following last year’s record breaking flu season. Retrieved May 28, 2019, https://cvshealth.com/newsroom/press-releases/cvs-health-survey-finds-consumers-more-likely-get-vaccinated-following-last.Google Scholar
• Dai T, Akan M, Tayur S (2017) Imaging room and beyond: The underlying economics behind physicians. Manufacturing Service Oper. Management 19(1):99–113.Link, Google Scholar
• Deaton A, Cartwright N (2018) Understanding and misunderstanding randomized controlled trials. Soc. Sci. Medicine 2(21):2–21.Crossref, Google Scholar
• Dechenaux E, Kovenock D, Sheremeta RM (2015) A survey of experimental research on contests, all-pay auctions and tournaments. Experiment. Econom. 18:609–669.Crossref, Google Scholar
• Deci EL (1971) Effects of externally mediated rewards on intrinsic motivation. J. Personality Soc. Psych. 18(1):105–115.Crossref, Google Scholar
• Delfgaauw J, Dur R, Souverijn M (2020) Team incentives, task assignment, and performance: A field experiment. Leadership. Quart. 31(3):1–13.Crossref, Google Scholar
• Delfgaauw J, Dur R, Non A, Verbeke W (2014) Dynamic incentive effects of relative performance pay: A field experiment. Labour Econom. 28(10):1–13.Google Scholar
• Delfgaauw J, Dur R, Sol J, Verbeke W (2013) Tournament incentives in the field: Gender differences in the workplace. J. Labor Econom. 31(2):305–326.Crossref, Google Scholar
• Deo S, Corbett CJ (2009) Cournot competition under yield uncertainty: The case of the U.S. influenza vaccine market. Manufacturing Service Oper. Management 11(4):563–576.Link, Google Scholar
• Drakopoulos K, Zheng F (2017) Network effects in contagion processes: Identification and control. Working paper, Research Paper No. 18-8, Columbia Business School, Columbia Business School, New York.Google Scholar
• FDA (2020) CBER-regulated products: Shortages and discontinuations: CBER-regulated products: resolved shortages. Retrieved February 3, 2020, https://www.fda.gov/BiologicsBloodVaccines/SafetyAvailability/Shortages/ucm351943.htm.Google Scholar
• Fehr E, Gächter S (2000) Fairness and retaliation: The economics of reciprocity. J. Econom. Perspective 14(3):159–181.Crossref, Google Scholar
• Festinger L (1954) A theory of social comparison processes. Human Resources 7(2):117–140.Google Scholar
• Fiks AG, Grundmeier RW, Mayne S, Song L, Feemster K, Karavite D, Hughes CC, et al. (2013) Effectiveness of decision support for families, clinicians, or both on HPV vaccine receipt. Pediatrics 131(1):1114–1124.Google Scholar
• Fiks AG, Hunter KF, Localio AR, Grundmeier RW, Bryant-Stephens T, Luberti AA, Bell LM, et al (2009) Impact of electronic health record-based alerts on influenza vaccination for children with asthma. Pediatrics 124(1):159–169.Crossref, Google Scholar
• Freeman M, Savva N, Scholtes S (2017) Gatekeepers at work: An empirical analysis of a maternity unit. Management Sci. 63(10):3147–3167.Link, Google Scholar
• Friebel G, Heinz M, Krueger M, Zubanov N, Bandiera O, Barankay I, Bender S, et al. (2017) Team incentives and performance: Evidence from a retail chain. Amer. Econom. Rev. 107(8):2168–2203.Crossref, Google Scholar
• Garten R, Blanton L, Abd Elal Isa A, Alabi N, Barnes J, Biggerstaff M, Brammer L, et al. (2018) The United States 2017-18 influenza season Morbidity Mortality Weekly Rep. 67(22):634–622.Google Scholar
• Gilkey MB, Dayton AM, Moss JL, Sparks AC, Grimshaw AH, Bowling JM, Brewer NT (2014) Increasing provision of adolescent vaccines in primary care: A randomized controlled trial. Pediatrics 134:346.Crossref, Google Scholar
• Gill D, Kissová Z, Lee J, Prowse V (2019) First-place loving and last-place loathing: How rank in the distribution of performance affects effort provision. Management Sci. 65(2):494–507.Link, Google Scholar
• Gneezy U, Meier S, Rey-Biel P (2011) When and why incentives (don’t) work to modify behavior. J. Econom. Perspective 25(4):191–210.Crossref, Google Scholar
• Google (2021) Google trends search: Flu vaccine. Retrieved January 6, 2021, https://trends.google.com/trends/explore?date=2020-01-012020-12-31&geo=US&q=vaccine.Google Scholar
• Gupta V, Han BR, Kim SH, Paek H (2020) Maximizing intervention effectiveness. Management Sci. 66(2):5576–5598.Link, Google Scholar
• Hayes RH, Wheelwright SC, Clark KB (1988) Dynamic Manufacturing: Creating the Learning Organization (Free Press, New York).Google Scholar
• Heckman JJ, Robb R (1985) Alternative methods for evaluating the impact of interventions: An overview. J. Econometrics 30(1–2):239–267.Crossref, Google Scholar
• Hoffman J (2020) Fearing a ‘twindemic,’ health experts push urgently for flu shots. New York Times (September 3) https://www.nytimes.com/2020/08/16/health/coronavirus-flu-vaccine-twindemic.html.Google Scholar
• Hotelling H (1931) The generalization of Student’s ratio. Ann. Math. Statist. 2(3):360–378.Crossref, Google Scholar
• Ibanez MR, Staats BR (2019) Behavioral empirics and field experiments (chapter 4). Donohue K, Katok E, Leider S, eds. Handbook on Behavior of Operations Management (Wiley, Hoboken, NJ), 121–148.Google Scholar
• Ibanez MR, Toffel MW (2020) How scheduling can bias quality assessment: Evidence from food safety inspections. Management Sci. 66(6):2396–2416.Link, Google Scholar
• Ibanez MR, Huckman RS, Clark JR, Staats BR (2018) Discretionary task ordering: Queue management in radiological services. Management Sci. 64(9):4389–4407.Link, Google Scholar
• Jaca A, Mathebula L, Iweze A, Pienaar E, Wiysonge CS (2018) A systematic review of strategies for reducing missed opportunities for vaccination. Vaccine 36(1):2921–2927.Crossref, Google Scholar
• Jaeker JB, Tucker AL (2019) The value of process friction: The role of justification in reducing medical costs. J. Oper. Management. 66(1–2):12–34.Crossref, Google Scholar
• Kim SH, Tong J, Peden C (2020) Admission control biases in hospital unit capacity management: How occupancy information hurdles and decision noise impact utilization. Management Sci. 66(11):5151–5170.Link, Google Scholar
• Kim SH, Chan CW, Olivares M, Escobar G (2015) ICU admission control: An empirical study of capacity allocation and its implication for patient outcomes. Management Sci. 61(1):19–38.Link, Google Scholar
• Kuhnen CM, Tymula A (2012) Feedback, self-esteem, and performance in organizations. Management sci. 58(1):94–113.Link, Google Scholar
• Kuziemko I, Buell RW, Reich T, Norton MI (2014) “Last-place aversion”: Evidence and redistributive implications. Quart. J. Econom. 129(1):105–150.Crossref, Google Scholar
• Lazear EP (2018) Compensation and incentives in the workplace. J. Econom. Perspective. 32(3):195–214.Crossref, Google Scholar
• Lin CJ, Nowalk MP, Pavlik VN, Brown AE, Zhang S, Raviotta JM, Moehling KK, et al. (2016) Using the 4 pillarsTM practice transformation program to increase adult influenza vaccination and reduce missed opportunities in a randomized cluster trial. BMC Infectious Diseases. 16(623):1–11.Google Scholar
• Milkman KL, Beshears J, Choi JJ, Laibson D, Madrian BC (2011) Using implementation intentions prompts to enhance influenza vaccination rates. Proc. National Acad. Sci. USA 108(26):10415–10420.Crossref, Google Scholar
• Molinari NAM, Ortega-Sanchez IR, Messonnier ML, Thompson WW, Wortley PM, Weintraub E, Bridges CB (2007) The annual impact of seasonal influenza in the US: Measuring disease burden and costs. Vaccine 25:5086–5096.Crossref, Google Scholar
• National Foundation for Infections Diseases (NFID) (2019) Attitudes about influenza and pneumococcal disease prevention survey. Retrieved August 5, 2020, https://www.nfid.org/about-nfid/newsroom/news-conferences/2019-nfid-influenza-pneumococcal-disease-news-conference/national-poll-attitudes-about-flu-and-pneumococcal-disease-prevention/#_ftn2.Google Scholar
• Ocasio W (1997) Toward an attention based view of the firm. Strategic Management J. 18(S1):187–206.Crossref, Google Scholar
• Ocasio W, Joseph J (2018) The attention-based view of great strategies. Strategy Sci. 3(1):289–294.Link, Google Scholar
• Østbye T, Yarnall KSH, Krause KM, Pollak KI, Gradison M, Lloyd Michener J (2005) Is there time for management of patients with chronic diseases in primary care? Ann. Family Medicine 3(3):209–214.Crossref, Google Scholar
• Pasternack BA (1985) Optimal pricing and return policies for perishable commodities. Marketing Sci. 4(2):166–176.Link, Google Scholar
• Patel MS, Volpp KG, Small DS, Wynne C, Zhu J, Yang L, Honeywell S, Day SC (2017) Using active choice within the electronic health record to increase influenza vaccination rates. J. General Internal Medicine 32(7):790–795.Crossref, Google Scholar
• Peterson JF, Bates DW (2001) Preventable medication errors: Identifying and eliminating serious drug interactions. J. Amer. Pharmacy Assoc. 41(2):159–160.Google Scholar
• Phillips R, Serdar Şimşek A, van Ryzin G, Serdar A (2015) the effectiveness of field price discretion: Empirical evidence from auto lending. Management Sci. 61(8):1741–1759.Link, Google Scholar
• Prendergast C (1999) The provision of incentives in firms. J. Econom. Lit. 37(1):7–63.Crossref, Google Scholar
• Roels G, Su X (2014) Optimal design of social comparison effects: Setting reference groups and reference points. Management Sci. 60(3):606–627.Link, Google Scholar
• Rolfes MA, Flannery B, Chung JR, O’halloran A, Garg S, Belongia EA, Gaglani M, et al. (2019) Effects of influenza vaccination in the United States during the 2017-2018 influenza season. Clinical Infectious Diseases 69(11):1845–1853.Google Scholar
• Rubin DB (1990) Formal modes of statistical inference for causal effects. J. Statist. Planning Inference 25:279–292.Crossref, Google Scholar
• Ruffin IV MT, Plegue MA, Rockwell PG, Young AP, Patel DA, Yeazel MW (2015) Impact of an electronic health record (EHR) reminder on human papillomavirus (HPV) vaccine initiation and timely completion. J. Amer. Board Family Medicine 29(3):324–333.Crossref, Google Scholar
• Schnieder C (2019) How relative performance information affects employee performance: A systematic review of empirical research. Working paper, University of Muenster, Muenster, Germany.Google Scholar
• Senot C, Chandrasekaran A, Ward PT, Tucker AL, Moffatt-Bruce SD, Freeman AB (2016) The impact of combining conformance and experiential quality on hospitals’ readmissions and cost performance. Management Sci. 62(3):829–848.Link, Google Scholar
• Simon HA (1947) Administrative Behavior: A Study of Decision-Making Processes in Administrative Organizations (Macmillan, Chicago).Google Scholar
• Smulian EA, Mitchell KR, Stokley S (2016) Interventions to increase HPV vaccination coverage: A systematic review. Human Vaccine Immunotherapy 12(6):1566–1588.Crossref, Google Scholar
• Song H, Tucker AL (2016) Performance improvement in health care organizations. Foundations Trends Tech. Inform. Oper. Management 9(3–4):153–309.Google Scholar
• Song H, Tucker AL, Murrell KL, Vinson DR (2018) Closing the productivity gap: Improving worker productivity through public relative performance feedback and validation of best practices. Management Sci. 64(6):2628–2649.Link, Google Scholar
• Staats BR, Dai H, Hofmann D, Milkman KL (2017) Motivating process compliance through individual electronic monitoring: An empirical examination of hand hygiene in healthcare. Management Sci. 63(5):1563–1585.Link, 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
• Szilagyi PG, Serwint JR, Humiston SG, Rand CM, Schaffer S, Vincelli P, Dhepyasuwan N, Blumkin A, Albertin C, Curtis CR (2015) Effect of provider prompts on adolescent immunization rates: A randomized trial. Acad. Pediatrics 15(2):149–157.Crossref, Google Scholar
• Taylor FW (1911) The Principles of Scientific Management (Martino Publishing, Mansfield Centre, CT).Google Scholar
• The Physician’s Foundation (2018) 2018 survey of America’s physicians. Retrieved May 6, 2019, https://physiciansfoundation.org/research-insights/the-physicians-foundation-2018-physician-survey/.Google Scholar
• Tsai TC, Jha AK, Gawande AA, Huckman RS, Bloom N, Sadun R (2015) Hospital board and management practices are strongly related to hospital performance on clinical quality metrics. Health Affairs 34(8):1304–1311.Crossref, Google Scholar
• Tucker AL (2007) An empirical study of system improvement by frontline employees in hospital units. Manufacturing Service Oper. Management 9(4):492–505.Link, Google Scholar
• van Der Sijs H, Aarts J, Vulto A, Berg M (2006) Overriding of drug safety alerts in computerized physician order entry. J. Amer. Medical Inform. Assoc. 13(2):138–147.Crossref, Google Scholar
• van Donselaar KH, Gaur V, van Woensel T, Broekmeulen RACM, Fransoo JC (2010) Ordering behavior in retail stores and implications for automated replenishment. Management Sci. 56(5):766–784.Link, Google Scholar
• White C (2021) Measuring social and externality benefits of an influenza vaccination. J. Human Resources 56(2):1118.Google Scholar
• Wing C, Simon K, Bello-Gomez RA (2018) designing difference in difference studies: Best practices for public health policy research keywords. Annual Rev. Public Health 39:453–469.Crossref, Google Scholar
• Wooldridge JM (2010) Econometric Analysis of Cross Section and Panel Data, 2nd ed. (MIT Press, Cambridge, MA).Google Scholar
• Xu X, Blanton L, Elal AAI, Alabi N, Barnes J, Biggerstaff M, Brammer L, et al. (2019) Update: influenza activity in the united states during the 2018–19 season and composition of the 2019–20 influenza vaccine. Morbidity Mortality Weekly Rep. 68(24):544–551.Google Scholar
• Yarnall KSH, Pollak KI, Østbye T, Krause KM, Lloyd Michener J (2003) Primary care: Is there enough time for prevention? Amer. J. Public Health 93(4):635–641.Google Scholar
• Zhang DJ, Gurvich I, Van Mieghem JA, Park E, Young RS, Williams MV (2016) Hospital readmissions reduction program: An economic and operational analysis. Management Sci. 62(11):3351–3371.Link, Google Scholar
• Zimmerman RK, Nowalk MP, Lin CJ, Hannibal K, Moehling KK, Huang HH, Matambanadzo A, et al. (2014) Cluster randomized trial of a toolkit and early vaccine delivery to improve childhood influenza vaccination rates in primary care HHS public access. Vaccine 32(29):3656–3663.Crossref, Google Scholar