Conference Proceedings
Task routing and assignment in crowdsourcing based on cognitive abilities
J Goncalves, M Feldman, S Hu, V Kostakos, A Bernstein
26th International World Wide Web Conference 2017 Www 2017 Companion | ASSOC COMPUTING MACHINERY | Published : 2017
Abstract
Appropriate task routing and assignment is an important, but often overlooked, element in crowdsourcing research and practice. In this paper, we explore and evaluate a mechanism that can enable matching crowdsourcing tasks to suitable crowd-workers based on their cognitive abilities. We measure participants' visual and fluency cognitive abilities with the well-established Kit of Factor-Referenced Cognitive Test, and measure crowdsourcing performance with our own set of developed tasks. Our results indicate that participants' cognitive abilities correlate well with their crowdsourcing performance. We also built two predictive models (beta and linear regression) for crowdsourcing task performa..
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Awarded by Horizon 2020 Framework Programme
Funding Acknowledgements
This work is partially funded by the Academy of Finland (Grants 276786-AWARE, 286386-CPDSS, 285459-iSCIENCE, 304925-CARE), and the European Commission (Grants PCIG11-GA-2012-322138, 645706-GRAGE, and 6AIKA-A71143-AKAI). We thank all participants that took part in our experiment.