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...

Full description

Saved in:
Bibliographic Details
Main Authors: LUAN, Shenghua, REB, Jochen
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2017
Subjects:
Online Access: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
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
id sg-smu-ink.lkcsb_research-6144
record_format dspace
spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic 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
spellingShingle 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
description 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.
format text
author LUAN, Shenghua
REB, Jochen
author_facet LUAN, Shenghua
REB, Jochen
author_sort 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
title_sort fast-and-frugal trees as noncompensatory models of performance-based personnel decisions
publisher Institutional Knowledge at Singapore Management University
publishDate 2017
url 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
_version_ 1770573432107302912