Cognitive personalization for online microtask labor platforms: A systematic literature review
Open Access
- 19 September 2023
- journal article
- review article
- Published by Springer Nature in User Modeling and User-Adapted Interaction
- Vol. 34 (3) , 617-658
Abstract
Online microtask labor has increased its role in the last few years and has provided the possibility of people who were usually excluded from the labor market to work anytime and without geographical barriers. While this brings new opportunities for people to work remotely, it can also pose challenges regarding the difficulty of assigning tasks to workers according to their abilities. To this end, cognitive personalization can be used to assess the cognitive profile of each worker and subsequently match those workers to the most appropriate type of work that is available on the digital labor market. In this regard, we believe that the time is ripe for a review of the current state of research on cognitive personalization for digital labor. The present study was conducted by following the recommended guidelines for the software engineering domain through a systematic literature review that led to the analysis of 20 primary studies published from 2010 to 2020. The results report the application of several cognition theories derived from the field of psychology, which in turn revealed an apparent presence of studies indicating accurate levels of cognitive personalization in digital labor in addition to a potential increase in the worker’s performance, most frequently investigated in crowdsourcing settings. In view of this, the present essay seeks to contribute to the identification of several gaps and opportunities for future research in order to enhance the personalization of online labor, which has the potential of increasing both worker motivation and the quality of digital work.Keywords
Funding Information
- Fundação para a Ciência e a Tecnologia (SFRH/BD/148991/2019)
- Universidade de Trás-os-Montes e Alto Douro
This publication has 131 references indexed in Scilit:
- Cognitive engagement in the problem-based learning classroomAdvances in Health Sciences Education, 2011
- Analyzing the Amazon Mechanical Turk marketplaceXRDS: Crossroads, The ACM Magazine for Students, 2010
- Predicting protein structures with a multiplayer online gameNature, 2010
- Developing a tool for measuring the decision-making competence of older adults.Psychology and Aging, 2010
- Cognitive Research in GIScience: Recent Achievements and Future ProspectsGeography Compass, 2009
- Harnessing Crowds: Mapping the Genome of Collective IntelligenceSSRN Electronic Journal, 2009
- Metaphoric Competence: A Language Learning Strength of Students with a Holistic Cognitive Style?TESOL Quarterly, 2001
- On the Nature of Cognitive StyleEducational Psychology, 1997
- Relationship between rigidity-flexibility and cognitive abilities in adulthood.Psychology and Aging, 1991
- Risk, Ambiguity, and the Savage AxiomsThe Quarterly Journal of Economics, 1961