Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions
Employees’ performance provides the basis for many personnel decisions, and to make these decisions,managers often need to integrate information from different performance-related cues. We asked college students and experienced managers to make a series of performance-based personnel decisions and t...
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sg-smu-ink.lkcsb_research-61442020-04-01T08:56:06Z Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions LUAN, Shenghua REB, Jochen Employees’ performance provides the basis for many personnel decisions, and to make these decisions,managers often need to integrate information from different performance-related cues. We asked college students and experienced managers to make a series of performance-based personnel decisions and tested how well weighting-and-adding, compensatory logistic regression and lexicographic, noncompensatory fast-and-frugal trees (FFTs) could describe participants’ decision processes regarding both choices and reaction times. Results show that a significant proportion of the participants (i.e., nearly half of the college students and more than two-thirds of the experienced managers) applied FFTs to make such decisions,and that the majority of them adopted key features of FFTs adaptively in response to a manipulationof the required distributions of positive (bonus) or negative (termination) decisions. Overall, the process-oriented approach applied in our study provides insights on not only what cues managers use for performance-based personnel decisions, but also how they use these cues. 2017-07-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/lkcsb_research/5145 info:doi/10.1016/j.obhdp.2017.05.003 https://ink.library.smu.edu.sg/context/lkcsb_research/article/6144/viewcontent/FFTs_for_Personnel_Decisions_OBHDP_2017_afv.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection Lee Kong Chian School Of Business eng Institutional Knowledge at Singapore Management University Fast-and-frugal trees Cue-based decision making Dynamic performance Personnel decisions Process models Forced distributions Ecological rationality Human Resources Management Organizational Behavior and Theory |
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Fast-and-frugal trees Cue-based decision making Dynamic performance Personnel decisions Process models Forced distributions Ecological rationality Human Resources Management Organizational Behavior and Theory |
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Fast-and-frugal trees Cue-based decision making Dynamic performance Personnel decisions Process models Forced distributions Ecological rationality Human Resources Management Organizational Behavior and Theory LUAN, Shenghua REB, Jochen Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
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Employees’ performance provides the basis for many personnel decisions, and to make these decisions,managers often need to integrate information from different performance-related cues. We asked college students and experienced managers to make a series of performance-based personnel decisions and tested how well weighting-and-adding, compensatory logistic regression and lexicographic, noncompensatory fast-and-frugal trees (FFTs) could describe participants’ decision processes regarding both choices and reaction times. Results show that a significant proportion of the participants (i.e., nearly half of the college students and more than two-thirds of the experienced managers) applied FFTs to make such decisions,and that the majority of them adopted key features of FFTs adaptively in response to a manipulationof the required distributions of positive (bonus) or negative (termination) decisions. Overall, the process-oriented approach applied in our study provides insights on not only what cues managers use for performance-based personnel decisions, but also how they use these cues. |
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LUAN, Shenghua REB, Jochen |
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LUAN, Shenghua REB, Jochen |
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LUAN, Shenghua |
title |
Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
title_short |
Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
title_full |
Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
title_fullStr |
Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
title_full_unstemmed |
Fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
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fast-and-frugal trees as noncompensatory models of performance-based personnel decisions |
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Institutional Knowledge at Singapore Management University |
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2017 |
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https://ink.library.smu.edu.sg/lkcsb_research/5145 https://ink.library.smu.edu.sg/context/lkcsb_research/article/6144/viewcontent/FFTs_for_Personnel_Decisions_OBHDP_2017_afv.pdf |
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