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Contribution Details

Type Conference or Workshop Paper
Scope Discipline-based scholarship
Published in Proceedings Yes
Title Cognition-based Task Routing:Towards Highly-Effective Task-Assignments in Crowdsourcing Settings
Organization Unit
Authors
  • Michael Feldman
  • Abraham Bernstein
Presentation Type paper
Item Subtype Original Work
Refereed Yes
Status Published in final form
Language
  • English
Event Title 35th International Conference on Information Systems (ICIS 2014)
Event Type conference
Event Location Auckland, New Zealand
Event Start Date December 14 - 2014
Event End Date December 17 - 2014
Place of Publication Auckland, New Zealand
Publisher s.n.
Abstract Text In recent years the rising popularity of outsourcing work to crowds has led to increasing importance to find an effective assignment of suitable workers with tasks. Even though attempts have been made in related areas such as expertise identification most crowdsocuring jobs today are assigned without any predefined policy. Whilst some have investigated assigning jobs based on availability or experience no dominant method has been identified so far. We propose an assignment of tasks to crowd-workers based on their cognitive capability, by conducting a set of cognitive tests and comparing them with performance on typical crowdtasks. Moreover, we examine different setups to predict task performance where a) cognitive abilities, b) performance on previous crowdtasks, or c) both of them, are partially known. Preliminary results show that cognition-based task assignment leads to an improvement in task performance prediction and may pave the way to more intelligent crowd-worker recruitment.
Other Identification Number merlin-id:10129
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