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Identification of Promising Researchers through Fast-and-frugal Heuristics

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Predicting the Dynamics of Research Impact

Abstract

Predicting a researcher’s future scientific achievements is essential for selection committees. Due to the unreflective use of metrics in evaluation processes, committees have to take controversial decisions while guiding exclusively by such metrics. This paper proposes a novel fast-and-frugal heuristics approach to identify prematurely prominent researchers. This study analyzes the careers of 1,631 computer scientists from ACM data set used as applicants in our selection models. We compared the percentages of these applicants who had been successfully chosen by future promise-based heuristics and traditional-indicators-based heuristics. We founded that estimated future performance-based heuristics are more reliable than traditional-indicators-based heuristics.

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Correspondence to Antônio de Abreu Batista-Jr .

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Batista-Jr, A.d.A., Gouveia, F.C., Mena-Chalco, J.P. (2021). Identification of Promising Researchers through Fast-and-frugal Heuristics. In: Manolopoulos, Y., Vergoulis, T. (eds) Predicting the Dynamics of Research Impact. Springer, Cham. https://doi.org/10.1007/978-3-030-86668-6_9

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  • DOI: https://doi.org/10.1007/978-3-030-86668-6_9

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-86667-9

  • Online ISBN: 978-3-030-86668-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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