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Applying network analysis to measure organizational behaviors using R software

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conference contribution
posted on 2024-02-07, 19:50 authored by Elton Moraes, Igor Menezes, Jeremy Zwiegelaar, John MendyJohn Mendy
<p>The amount of research investigating psychological networks has grown substantially over the last decade but to our knowledge this is the first study applying network analysismethodology to the fields of OB/HRM. As such, this study aims to provide researchers and practitioners with an easy-to-use syntax to conduct network analysis for the exploration of relationships among organizational behaviors. Unlike the mainstream techniques used in psychometrics (e.g., principal component analysis and structural equation modelling), which are constrained by the number of associations among variables or assumptions regarding dimensionality, network analysis is able to analyze the whole set of items at once in order to find the most representative associations among them. A step-by-step guide is provided with an example showing how to test potential relationships between engagement and authentic leadership using the R package bootnet. Besides information on edge-weights and centrality measures, this paper covers a bootstrapping procedure to test their accuracy and stability when small sample sizes are used. The possibilities of applications of psychological networks to organizational behavior and HRM practices are endless and can help overcome some of the limitations of the traditional statistical techniques applied to these fields.</p>

History

School affiliated with

  • Lincoln Business School (Research Outputs)

Publisher

EURAM

ISSN

2466-7498

ISBN

978-2-9602195-1-7

Date Submitted

2019-07-23

Date Accepted

2019-03-20

Date of First Publication

2019-06-28

Date of Final Publication

2019-06-28

Event Name

European Academy of Management, Lisbon, Portugal

Event Dates

26 - 28 June 2019

Date Document First Uploaded

2019-07-19

ePrints ID

36492

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