Partial Least Squares (PLS) in Operations Management Research: Insights from a Systematic Literature Review

被引:28
作者
Bayonne, Enrique [1 ]
Marin-Garcia, Juan A. [2 ]
Alfalla-Luque, Rafaela [3 ]
机构
[1] Univ Politecn Valencia, Valencia, Spain
[2] Univ Politecn Valencia, ROGLE, Valencia, Spain
[3] Univ Seville, GIDEAO Res Grp, Dept Econ Financiera & Direcc Operac, Seville, Spain
来源
JOURNAL OF INDUSTRIAL ENGINEERING AND MANAGEMENT-JIEM | 2020年 / 13卷 / 03期
关键词
PLS; SEM; PLS-SEM; systematic literature review; OM - operations management; SUPPLY CHAIN MANAGEMENT; PERCEIVED SERVICE QUALITY; CRITICAL SUCCESS FACTORS; MEDIATING ROLE; TECHNOLOGICAL-INNOVATION; MANUFACTURING PRACTICES; INFORMATION-TECHNOLOGY; KNOWLEDGE MANAGEMENT; AUTOMOTIVE INDUSTRY; LOGISTICS SERVICES;
D O I
10.3926/jiem.3416
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Purpose: The present paper aims to analyze the Operations Management (OM) research between 2014 and 2018 that has made use of Partial Least Squares (PLS) to determine whether the trends shown in previous literature reviews focused on this topic are maintained and whether the analyzed papers comply with the recommendations for reporting Design/methodology/approach: A systematic literature review has been carried out of OM articles that use PLS as an analysis tool. A total of 102 references from 45 journals from 2014 to 2018, published in WOS and Scopus, has been analyzed. Bibliometric analysis and a review of the PLS reporting standards applied in the context of OM have been developed. Findings: PLS is gaining importance and is widely adopted in OM as a statistical analysis method of choice. In general, certain aspects of PLS are correctly applied and adequately reported in the publications. However, some shortcomings continue to be observed in terms of their application and the reporting of results. A detailed comparison has been developed between the current research and previous OM research (as well as previous research on other disciplines) on this topic. Research limitations/implications: OM researchers making use of PLS should be aware of the importance of correctly reasoning and justifying their choice and fully reporting the main parameters in order to provide other researchers with useful information and enable them to reproduce the performed analysis. Originality/value: This article builds a study with results based on a greater number of articles and journals than the two previous literature reviews focused on this topic. Therefore, it provides a richer and more up-to-date evaluation of trends in the use and reporting of PLS. Additionally, the present paper assesses whether the studies follow the indications suggested in recent years triggered by significant changes in the standards of reporting results obtained through the use of PLS.
引用
收藏
页码:565 / 597
页数:33
相关论文
共 155 条
[1]   Evaluating 8 pillars of Total Productive Maintenance (TPM) implementation and their contribution to manufacturing performance [J].
Adesta, E. Y. T. ;
Prabowo, H. A. ;
Agusman, D. .
INTERNATIONAL CONFERENCE ON ADVANCES IN MANUFACTURING AND MATERIALS ENGINEERING (ICAMME 2017), 2018, 290
[2]   A mediation model of green supply chain management adoption: The role of internal impetus [J].
Agarwal, Atul ;
Giraud-Carrier, Francois C. ;
Li, Yuan .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2018, 205 :342-358
[3]   Why PLS-SEM is suitable for complex modelling? An empirical illustration in big data analytics quality [J].
Akter, Shahriar ;
Wamba, Samuel Fosso ;
Dewan, Saifullah .
PRODUCTION PLANNING & CONTROL, 2017, 28 (11-12) :1011-1021
[4]   Influence of Organizational Learning and Firm Size on Risk Management Maturity [J].
Alashwal, Ali Mohammed ;
Abdul-Rahman, Hamzah ;
Asef, Arash .
JOURNAL OF MANAGEMENT IN ENGINEERING, 2017, 33 (06)
[5]   Triple-A and competitive advantage in supply chains: Empirical research in developed countries [J].
Alfalla-Luque, Rafaela ;
Machuca, Jose A. D. ;
Marin-Garcia, Juan A. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2018, 203 :48-61
[6]   An assessment of the use of partial least squares structural equation modeling (PLS-SEM) in hospitality research [J].
Ali, Faizan ;
Rasoolimanesh, S. Mostafa ;
Sarstedt, Marko ;
Ringle, Christian M. ;
Ryu, Kisang .
INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT, 2018, 30 (01) :514-538
[7]   A mindful product acceptance model [J].
Anh Ta ;
Prybutok, Victor .
JOURNAL OF DECISION SYSTEMS, 2018, 27 (01) :19-36
[8]  
[Anonymous], 2017, IN C IND ENG ENG MAN
[9]  
Au CH, 2016, 2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), P1879, DOI 10.1109/IEEM.2016.7798204
[10]  
Avelar-Sosa L, 2018, S AFR J IND ENG, V29, P218