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Interactive experiments in Toloka

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  • Chapkovski, Philipp

Abstract

The popularity of online behavioral experiments grew steadily even before the COVID-19 pandemic. With the start of lockdowns, online studies were often the only available option for the behavioral economists, sociologists and political scientists. The usage of most well-known platforms such as mTurk was so intensive that it harmed the quality of data. But even before the pandemics-induced quality crisis, online studies were limited in scope, since real-time interactions between participants were hard to achieve due to the large proportion of drop-outs and issues with creating stable groups. Using the crowdsourcing platform Toloka, we successfully ran several multi-round interactive experiments. Toloka’s large online audience, relatively low exposure of participants to sociological surveys and behavioral studies, and a convenient application programming interface makes it a perfect tool to run behavioral studies that require real-time interactions of participants.

Suggested Citation

  • Chapkovski, Philipp, 2022. "Interactive experiments in Toloka," MPRA Paper 111980, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:111980
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    References listed on IDEAS

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    1. Timothy N. Cason & Daniel Friedman & ED Hopkins, 2014. "Cycles and Instability in a Rock--Paper--Scissors Population Game: A Continuous Time Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 112-136.
    2. Charness, Gary & Gneezy, Uri & Halladay, Brianna, 2016. "Experimental methods: Pay one or pay all," Journal of Economic Behavior & Organization, Elsevier, vol. 131(PA), pages 141-150.
    3. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away From Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1067-1101.
    4. Heinz, Matthias & Juranek, Steffen & Rau, Holger A., 2012. "Do women behave more reciprocally than men? Gender differences in real effort dictator games," Journal of Economic Behavior & Organization, Elsevier, vol. 83(1), pages 105-110.
    5. Nagel, Rosemarie, 1995. "Unraveling in Guessing Games: An Experimental Study," American Economic Review, American Economic Association, vol. 85(5), pages 1313-1326, December.
    6. Benndorf, Volker & Moellers, Claudia & Normann, Hans-Theo, 2017. "Experienced vs. inexperienced participants in the lab: Do they behave differently?," DICE Discussion Papers 251, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    7. Ofra Amir & David G Rand & Ya'akov Kobi Gal, 2012. "Economic Games on the Internet: The Effect of $1 Stakes," PLOS ONE, Public Library of Science, vol. 7(2), pages 1-4, February.
    8. Joseph Henrich & Steve J. Heine & Ara Norenzayan, 2010. "The Weirdest People in the World?," RatSWD Working Papers 139, German Data Forum (RatSWD).
    9. Gächter, Simon & Herrmann, Benedikt, 2011. "The limits of self-governance when cooperators get punished: Experimental evidence from urban and rural Russia," European Economic Review, Elsevier, vol. 55(2), pages 193-210, February.
    10. Erin L. Krupka & Roberto A. Weber, 2013. "Identifying Social Norms Using Coordination Games: Why Does Dictator Game Sharing Vary?," Journal of the European Economic Association, European Economic Association, vol. 11(3), pages 495-524, June.
    11. Antonio A. Arechar & Gordon T. Kraft-Todd & David G. Rand, 2017. "Turking overtime: how participant characteristics and behavior vary over time and day on Amazon Mechanical Turk," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 3(1), pages 1-11, July.
    12. DavidJ. Cooper & Hanming Fang, 2008. "Understanding Overbidding In Second Price Auctions: An Experimental Study," Economic Journal, Royal Economic Society, vol. 118(532), pages 1572-1595, October.
    13. Andreoni, James, 1988. "Why free ride? : Strategies and learning in public goods experiments," Journal of Public Economics, Elsevier, vol. 37(3), pages 291-304, December.
    14. Andreas Bergh & Philipp C Wichardt, 2022. "Mine or ours? Unintended framing effects in dictator games," Rationality and Society, , vol. 34(1), pages 78-95, February.
    15. Volker Benndorf & Claudia Moellers & Hans-Theo Normann, 2017. "Experienced vs. inexperienced participants in the lab: do they behave differently?," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 3(1), pages 12-25, July.
    16. Hugh-Jones, David, 2016. "Honesty, beliefs about honesty, and economic growth in 15 countries," Journal of Economic Behavior & Organization, Elsevier, vol. 127(C), pages 99-114.
    17. Erik Snowberg & Leeat Yariv, 2021. "Testing the Waters: Behavior across Participant Pools," American Economic Review, American Economic Association, vol. 111(2), pages 687-719, February.
    18. repec:cup:judgdm:v:10:y:2015:i:5:p:479-491 is not listed on IDEAS
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    Cited by:

    1. Chapkovski, Philipp & Zakharov, Alexei, 2023. "Does voluntary disclosure of polarizing information make polarization deeper? An online experiment on Russo-Ukrainian War," MPRA Paper 116305, University Library of Munich, Germany.

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    More about this item

    Keywords

    Crowdsourcing; mTurk; online research; survey research;
    All these keywords.

    JEL classification:

    • B41 - Schools of Economic Thought and Methodology - - Economic Methodology - - - Economic Methodology
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • C88 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Other Computer Software
    • C90 - Mathematical and Quantitative Methods - - Design of Experiments - - - General
    • C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior

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