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What determines the successfulness of a crowdsourcing campaign: A study on the relationships between indicators of trustworthiness, popularity, and success

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  • Xu, Hui
  • Wu, Yang
  • Hamari, Juho

Abstract

Crowdsourcing has risen as a prominent way to outsource work to people reachable online. A critical predictor for the success of crowdsourcing campaigns on the market depends on the crowdsourcer’s ability to signal credibility towards the potential workers. Therefore, this study investigates which indicators of trustworthiness on crowdsourcers' profiles (gamification-based, transparency, and experience) and level of monetary compensation predict crowdsourcee participation and consequent crowdsourcing campaign success. This study analyzes data of 101 crowdsourcing tasks from a popular Chinese crowdsourcing platform “Xiao Yu’er”. We employ the methods of Structural Equation Modelling and fuzzy set Qualitative Comparative Analysis to find out that gamification-based indicators of trustworthiness were positively associated with task popularity and further successfulness of the crowdsourcing task. Furthermore, in addition to profile credibility based on gamification-based indicators being sufficient, combinations of money with transparency and money with experience can substitute lack of other indicators as way to signal sufficient credibility.

Suggested Citation

  • Xu, Hui & Wu, Yang & Hamari, Juho, 2022. "What determines the successfulness of a crowdsourcing campaign: A study on the relationships between indicators of trustworthiness, popularity, and success," Journal of Business Research, Elsevier, vol. 139(C), pages 484-495.
  • Handle: RePEc:eee:jbrese:v:139:y:2022:i:c:p:484-495
    DOI: 10.1016/j.jbusres.2021.09.032
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    References listed on IDEAS

    as
    1. Steils, Nadia & Hanine, Salwa, 2019. "Recruiting valuable participants in online IDEA generation: The role of brief instructions," Journal of Business Research, Elsevier, vol. 96(C), pages 14-25.
    2. Kai Huotari & Juho Hamari, 2017. "A definition for gamification: anchoring gamification in the service marketing literature," Electronic Markets, Springer;IIM University of St. Gallen, vol. 27(1), pages 21-31, February.
    3. Yuxiang Zhao & Qinghua Zhu, 2014. "Evaluation on crowdsourcing research: Current status and future direction," Information Systems Frontiers, Springer, vol. 16(3), pages 417-434, July.
    4. Hammedi, Wafa & Leclercq, Thomas & Poncin, Ingrid & Alkire (Née Nasr), Linda, 2021. "Uncovering the dark side of gamification at work: Impacts on engagement and well-being," Journal of Business Research, Elsevier, vol. 122(C), pages 256-269.
    5. Arora, Ashish & Athreye, Suma & Huang, Can, 2016. "The paradox of openness revisited: Collaborative innovation and patenting by UK innovators," Research Policy, Elsevier, vol. 45(7), pages 1352-1361.
    6. Nguyen Hoang Thuan & Pedro Antunes & David Johnstone, 2016. "Factors influencing the decision to crowdsource: A systematic literature review," Information Systems Frontiers, Springer, vol. 18(1), pages 47-68, February.
    7. Roma, Paolo & Messeni Petruzzelli, Antonio & Perrone, Giovanni, 2017. "From the crowd to the market: The role of reward-based crowdfunding performance in attracting professional investors," Research Policy, Elsevier, vol. 46(9), pages 1606-1628.
    8. Warmelink, Harald & Koivisto, Jonna & Mayer, Igor & Vesa, Mikko & Hamari, Juho, 2020. "Gamification of production and logistics operations: Status quo and future directions," Journal of Business Research, Elsevier, vol. 106(C), pages 331-340.
    9. Calabuig Moreno, Ferran & Prado-Gascó, Vicente & Crespo Hervás, Josep & Núñez-Pomar, Juan & Añó Sanz, Vicente, 2016. "Predicting future intentions of basketball spectators using SEM and fsQCA," Journal of Business Research, Elsevier, vol. 69(4), pages 1396-1400.
    10. Timothy S. Simcoe & Dave M. Waguespack, 2011. "Status, Quality, and Attention: What's in a (Missing) Name?," Management Science, INFORMS, vol. 57(2), pages 274-290, February.
    11. Renard, Damien & Davis, Joseph G., 2019. "Social interdependence on crowdsourcing platforms," Journal of Business Research, Elsevier, vol. 103(C), pages 186-194.
    12. Wolf, Tobias & Weiger, Welf H. & Hammerschmidt, Maik, 2020. "Experiences that matter? The motivational experiences and business outcomes of gamified services," Journal of Business Research, Elsevier, vol. 106(C), pages 353-364.
    13. Hamari, Juho & Koivisto, Jonna, 2015. "Why do people use gamification services?," International Journal of Information Management, Elsevier, vol. 35(4), pages 419-431.
    14. Hsee, Christopher K, et al, 2003. "Medium Maximization," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(1), pages 1-14, June.
    15. Tho, Nguyen Dinh & Trang, Nguyen Thi Mai, 2015. "Can knowledge be transferred from business schools to business organizations through in-service training students? SEM and fsQCA findings," Journal of Business Research, Elsevier, vol. 68(6), pages 1332-1340.
    16. Nadia Steils & Salwa Hanine, 2019. "Recruiting valuable participants in online IDEA generation: The role of brief instructions," Post-Print hal-02117668, HAL.
    17. Acar, Oguz A., 2019. "Motivations and solution appropriateness in crowdsourcing challenges for innovation," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    18. Xi, Nannan & Hamari, Juho, 2020. "Does gamification affect brand engagement and equity? A study in online brand communities," Journal of Business Research, Elsevier, vol. 109(C), pages 449-460.
    19. Messeni Petruzzelli, Antonio & Natalicchio, Angelo & Panniello, Umberto & Roma, Paolo, 2019. "Understanding the crowdfunding phenomenon and its implications for sustainability," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 138-148.
    20. Lang, Mark & Bharadwaj, Neeraj & Di Benedetto, C. Anthony, 2016. "How crowdsourcing improves prediction of market-oriented outcomes," Journal of Business Research, Elsevier, vol. 69(10), pages 4168-4176.
    21. Martin, Kirsten, 2018. "The penalty for privacy violations: How privacy violations impact trust online," Journal of Business Research, Elsevier, vol. 82(C), pages 103-116.
    22. Wenbo Guo & Jing Betty Feng & Brad McKenna & Pengzhu Zhang, 2017. "Inter-organizational governance and trilateral trust building: a case study of crowdsourcing-based open innovation in China," Asian Business & Management, Palgrave Macmillan, vol. 16(3), pages 187-207, July.
    23. Littlepage, Glenn & Robison, William & Reddington, Kelly, 1997. "Effects of Task Experience and Group Experience on Group Performance, Member Ability, and Recognition of Expertise," Organizational Behavior and Human Decision Processes, Elsevier, vol. 69(2), pages 133-147, February.
    24. repec:eee:respol:v:48:y:2019:i:8:p:- is not listed on IDEAS
    25. Kwak, Jooyoung & Zhang, Yue & Yu, Jiang, 2019. "Legitimacy building and e-commerce platform development in China: The experience of Alibaba," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 115-124.
    26. Pollok, Patrick & Lüttgens, Dirk & Piller, Frank T., 2019. "Attracting solutions in crowdsourcing contests: The role of knowledge distance, identity disclosure, and seeker status," Research Policy, Elsevier, vol. 48(1), pages 98-114.
    27. Oguz Ali Acar, 2018. "Harnessing the creative potential of consumers: money, participation, and creativity in idea crowdsourcing," Marketing Letters, Springer, vol. 29(2), pages 177-188, June.
    28. Garcia Martinez, Marian, 2017. "Inspiring crowdsourcing communities to create novel solutions: Competition design and the mediating role of trust," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 296-304.
    29. Laursen, Keld & Salter, Ammon J., 2014. "The paradox of openness: Appropriability, external search and collaboration," Research Policy, Elsevier, vol. 43(5), pages 867-878.
    30. Daly, Timothy M. & Nataraajan, Rajan, 2015. "Swapping bricks for clicks: Crowdsourcing longitudinal data on Amazon Turk," Journal of Business Research, Elsevier, vol. 68(12), pages 2603-2609.
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