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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," EconStor Preprints 249771, ZBW - Leibniz Information Centre for Economics.
  • Handle: RePEc:zbw:esprep:249771
    DOI: 10.2139/ssrn.3727227
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    1. Fischbacher, Urs & Gächter, Simon & Quercia, Simone, 2012. "The behavioral validity of the strategy method in public good experiments," Journal of Economic Psychology, Elsevier, vol. 33(4), pages 897-913.
    2. Johannes Abeler & Armin Falk & Lorenz Goette & David Huffman, 2011. "Reference Points and Effort Provision," American Economic Review, American Economic Association, vol. 101(2), pages 470-492, April.
    3. 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.
    4. Antonio A. Arechar & Simon Gächter & Lucas Molleman, 2018. "Conducting interactive experiments online," Experimental Economics, Springer;Economic Science Association, vol. 21(1), pages 99-131, March.
    5. Todd L. Cherry & Peter Frykblom & Jason F. Shogren, 2002. "Hardnose the Dictator," American Economic Review, American Economic Association, vol. 92(4), pages 1218-1221, September.
    6. 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.
    7. 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.
    8. Nagel, Rosemarie, 1995. "Unraveling in Guessing Games: An Experimental Study," American Economic Review, American Economic Association, vol. 85(5), pages 1313-1326, December.
    9. 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).
    10. Christoph Engel, 2011. "Dictator games: a meta study," Experimental Economics, Springer;Economic Science Association, vol. 14(4), pages 583-610, November.
    11. R. Mark Isaac & James M. Walker, 1988. "Group Size Effects in Public Goods Provision: The Voluntary Contributions Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 103(1), pages 179-199.
    12. 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.
    13. 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.
    14. 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.
    15. Simon Gachter & Ernst Fehr, 2000. "Cooperation and Punishment in Public Goods Experiments," American Economic Review, American Economic Association, vol. 90(4), pages 980-994, September.
    16. Abeler, Johannes & Becker, Anke & Falk, Armin, 2014. "Representative evidence on lying costs," Journal of Public Economics, Elsevier, vol. 113(C), pages 96-104.
    17. Yun Shin Lee & Yong Won Seo & Enno Siemsen, 2018. "Running Behavioral Operations Experiments Using Amazon's Mechanical Turk," Production and Operations Management, Production and Operations Management Society, vol. 27(5), pages 973-989, May.
    18. 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.
    19. 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.
    20. 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.
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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; survey research; MTurk; online research;
    All these keywords.

    JEL classification:

    • C90 - Mathematical and Quantitative Methods - - Design of Experiments - - - General
    • C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior
    • 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
    • B41 - Schools of Economic Thought and Methodology - - Economic Methodology - - - Economic Methodology

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