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Leveraging Clickstream Trajectories to Reveal Low-Quality Workers in Crowdsourced Forecasting Platforms
[article]
2020
arXiv
pre-print
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In this study, we propose the use of a computational framework to identify clusters of underperforming workers using clickstream trajectories. We focus on crowdsourced geopolitical forecasting. ...
The framework can reveal different types of underperformers, such as workers with forecasts whose accuracy is far from the consensus of the crowd, those who provide low-quality explanations for their forecasts ...
In this paper, we provide empirical evidence that clickstream clustering can be used to detect low-quality workers in crowdsourcing platforms. ...
arXiv:2009.01966v1
fatcat:wqkcefr47zhz3ebnrsepdravfu
Marketing ecosystem: An outside-in view for sustainable advantage
2020
Industrial Marketing Management
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By leveraging advances in data and technology, firms can sense-make the marketplace by extracting insights from massive amounts of diverse consumer data with modern-J o u r n a l P r e -p r o o f Journal ...
To deliver sustainably compelling value to customers, firms should adopt an ecosystem mindset and cooperate with various stakeholders. ...
Research has demonstrated that applying machine learning J o u r n a l P r e -p r o o f techniques to user-generated content can reveal unseen information about the firm's offerings such as consumer quality ...
doi:10.1016/j.indmarman.2020.04.023
fatcat:hi4lzibvmreo7dof4w22hr7zse
Understanding And Mapping Big Data
2015
Zenodo
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Data sharing in the cloud will also raise new issues in leveraging data sets, such as how to find valuable public data, how to correlate your own data with public data to add context, how to find high-quality ...
capabilities of its workers. ...
doi:10.5281/zenodo.49161
fatcat:wz3cwet3wfbmvfzucivu3t64eq
Big Data Analytics: The New Boundaries of Retail Location Decision Making
2018
Papers in Applied Geography
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Secondly, structured interviews were conducted with 24 retail location decision makers, and lastly, three in-depth cases studies were undertaken in order to highlight the changes to RLDM over the last ...
(SBD) within the decision-making process; (iii) To identify the awareness, availability, use, adoption and development of SBD; and, (iv) To assess the implications of SBD in RLDM. ...
Just as before, they rely on sales forecasting models (that has been improved by data and software quality) and market analysis techniques. ...
doi:10.1080/23754931.2018.1527720
fatcat:kesps4n7ardu5enn63oqxto2bu
Journalism as usual: The use of social media as a newsgathering tool in the coverage of the Iranian elections in 2009
2012
Journal of Media Practice
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In this way, we are looking to leverage our decisions on other people's experiences. ...
replicate and produce high quality outputs cheaply and efficiently DistribuƟon is open to all Small virtual teams can be mobilised globally There are low or few barriers to entry Start-ups can find opportuniƟes ...
(Chapter 11) Barrier to entry An organisation with low start-up costs or expertise is considered to have a low barrier to entry as there is little to block potential competitors from entering the market ...
doi:10.1386/jmpr.13.1.61_1
fatcat:abhz6rqlffdzdklr25gm5d4anq