Frontiers: Can an Artificial Intelligence Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb

Published Online:https://doi.org/10.1287/mksc.2021.1295

References

  • Agan A, Starr S (2018) Ban the box, criminal records, and racial discrimination: A field experiment. Quart. J. Econom. 133(1):191–235.CrossrefGoogle Scholar
  • Austin PC, Stuart EA (2015) Moving toward best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies. Statist. Medicine 34(28):3661–3679.CrossrefGoogle Scholar
  • Barocas S, Selbst AD (2016) Big Data’s disparate impact. Calif. Law Rev. 104(3):671–732.Google Scholar
  • Bayer P, Charles KK (2018) Divergent paths: A new perspective on earnings differences between Black and White men since 1940. Quart. J. Econom. 133(3):1459–1501.CrossrefGoogle Scholar
  • Bitler MP, Gelbach JB, Hoynes HW (2006) What mean impacts miss: Distributional effects of welfare reform experiments. Amer. Econom. Rev. 96(4):988–1012.CrossrefGoogle Scholar
  • Chetty R, Hendren N, Jones MR, Porter SR (2020) Race and economic opportunity in the United States: An intergenerational perspective. Quart. J. Econom. 135(2):711–783.CrossrefGoogle Scholar
  • Cox M (2017) The face of Airbnb, New York City: Airbnb as a racial gentrification tool. Accessed March 1, 2017, http://insideairbnb.com/face-of-airbnb-nyc/.Google Scholar
  • Edelman BG, Luca M (2014) Digital discrimination: The case of Airbnb.com. Preprint, submitted January 10, http://dx.doi.org/10.2139/ssrn.2377353.Google Scholar
  • Fu R, Huang Y, Singh PV (2020a) Crowds, lending, machine and bias. Preprint, submitted June 24, http://dx.doi.org/10.2139/ssrn.3206027.Google Scholar
  • Fu R, Aseri M, Singh PV, Srinivasan K (2020b) ‘Un’fair machine learning algorithms. Preprint, submitted June 10, http://dx.doi.org/10.2139/ssrn.3408275.Google Scholar
  • Giorcelli M (2019) The long-term effects of management and technology transfers. Amer. Econom. Rev. 109(1):121–152.CrossrefGoogle Scholar
  • Kleinberg J, Ludwig J, Mullainathan S, Rambachan A (2018) Algorithmic fairness. AEA Papers Proc. 108(5):22–27.CrossrefGoogle Scholar
  • Li J, Moreno A, Zhang D (2016) Pros vs joes: Agent pricing behavior in the sharing economy. Preprint, submitted August 28, http://dx.doi.org/10.2139/ssrn.2708279.Google Scholar
  • Masten M, Poirier A (2018) Identification of treatment effects under conditional partial independence. Econometrica 86(1):317–351.CrossrefGoogle Scholar
  • Pavlov V, Berman R (2019) Price manipulation in peer-to-peer markets and the sharing economy. Preprint, submitted September 30, http://dx.doi.org/10.2139/ssrn.3468447.Google Scholar
  • Streitfeld D (2018) Amazon’s Curious Case of the $2,630.52 Used Paperback. New York Times (July 15), https://www.nytimes.com/2018/07/15/technology/amazon-used-paperback-book-pricing.html.Google Scholar
  • Williams BA, Brooks CF, Shmargad Y (2018) How algorithms discriminate based on data they lack: Challenges, solutions, and policy implications. J. Inform. Policy 8(2018):78–115.CrossrefGoogle Scholar
  • Ye P, Qian J, Chen J, Wu CH, Zhou Y, Mars SD, Yang F, Zhang L (2018) Customized regression model for Airbnb dynamic pricing. KDD '18: Proc. 24th ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (Association for Computing Machinery, New York), 932–940.Google Scholar
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