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The influence of sunlight on taxi driver productivity

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  • Patel, Pankaj C.
  • Devaraj, Srikant
  • Quigley, Narda R.
  • Oghazi, Pejvak

Abstract

We assess the influence of hourly variation in sunlight on the productivity of New York City cab drivers. The cab-driver-ride sample examined here has a lower “assortative match” between tasks and employee experience and abilities, and quasi-random matching between cab riders and cab drivers significantly lowers unobserved selection based on customer needs and driver ability. We draw on a sample of 9.76 million cab-driver-rides. With increasing hourly sunlight, cab drivers take longer to complete rides. In terms of relative effect sizes, after driver experience and day of the week, solar radiation (i.e., sunlight) is the third-most important influence on productivity. The effect sizes are small but meaningful--36.76 min of lost time for a 100% increase in lux (ranging from <200 lx, which represents light during the thickest possible storm clouds at midday to 20,000 lx, which represents the light present in an entirely clear blue sky at midday).

Suggested Citation

  • Patel, Pankaj C. & Devaraj, Srikant & Quigley, Narda R. & Oghazi, Pejvak, 2020. "The influence of sunlight on taxi driver productivity," Journal of Business Research, Elsevier, vol. 115(C), pages 456-468.
  • Handle: RePEc:eee:jbrese:v:115:y:2020:i:c:p:456-468
    DOI: 10.1016/j.jbusres.2019.11.007
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    1. Cortés, Kristle & Duchin, Ran & Sosyura, Denis, 2016. "Clouded judgment: The role of sentiment in credit origination," Journal of Financial Economics, Elsevier, vol. 121(2), pages 392-413.
    2. Liran Einav & Jonathan Levin, 2014. "The Data Revolution and Economic Analysis," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 1-24.
    3. Xiaojia Bao & Qingliang Fan, 2020. "The impact of temperature on gaming productivity: evidence from online games," Empirical Economics, Springer, vol. 58(2), pages 835-867, February.
    4. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    5. Kramer, Walter & Runde, Ralf, 1997. "Stocks and the Weather: An Exercise in Data Mining or Yet Another Capital Market Anomaly?," Empirical Economics, Springer, vol. 22(4), pages 637-641.
    6. Bradley R. Staats & Francesca Gino, 2012. "Specialization and Variety in Repetitive Tasks: Evidence from a Japanese Bank," Management Science, INFORMS, vol. 58(6), pages 1141-1159, June.
    7. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    8. Marie Connolly, 2008. "Here Comes the Rain Again: Weather and the Intertemporal Substitution of Leisure," Journal of Labor Economics, University of Chicago Press, vol. 26(1), pages 73-100.
    9. John Feddersen & Robert Metcalfe & Mark Wooden, 2016. "Subjective wellbeing: why weather matters," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(1), pages 203-228, January.
    10. Latham, Gary P. & Locke, Edwin A., 1991. "Self-regulation through goal setting," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 212-247, December.
    11. Kareem Haggag & Giovanni Paci, 2014. "Default Tips," American Economic Journal: Applied Economics, American Economic Association, vol. 6(3), pages 1-19, July.
    12. Uri Simonsohn, 2010. "Weather To Go To College," Economic Journal, Royal Economic Society, vol. 120(543), pages 270-280, March.
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