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Available. Open Access. Open Access
Article
Publication date: 28 May 2024

Joe F. Hair, Marko Sarstedt, Christian M. Ringle, Pratyush N. Sharma and Benjamin Dybro Liengaard

This paper aims to discuss recent criticism related to partial least squares structural equation modeling (PLS-SEM).

16190

Abstract

Purpose

This paper aims to discuss recent criticism related to partial least squares structural equation modeling (PLS-SEM).

Design/methodology/approach

Using a combination of literature reviews, empirical examples, and simulation evidence, this research demonstrates that critical accounts of PLS-SEM paint an overly negative picture of PLS-SEM’s capabilities.

Findings

Criticisms of PLS-SEM often generalize from boundary conditions with little practical relevance to the method’s general performance, and disregard the metrics and analyses (e.g., Type I error assessment) that are important when assessing the method’s efficacy.

Research limitations/implications

We believe the alleged “fallacies” and “untold facts” have already been addressed in prior research and that the discussion should shift toward constructive avenues by exploring future research areas that are relevant to PLS-SEM applications.

Practical implications

All statistical methods, including PLS-SEM, have strengths and weaknesses. Researchers need to consider established guidelines and recent advancements when using the method, especially given the fast pace of developments in the field.

Originality/value

This research addresses criticisms of PLS-SEM and offers researchers, reviewers, and journal editors a more constructive view of its capabilities.

Details

European Journal of Marketing, vol. 58 no. 13
Type: Research Article
ISSN: 0309-0566

Keywords

Available. Content available
Article
Publication date: 23 June 2020

Victoria Crittenden, Marko Sarstedt, Claudia Astrachan, Joe Hair and Carlos Eduardo Lourenco

1869

Abstract

Details

Journal of Product & Brand Management, vol. 29 no. 4
Type: Research Article
ISSN: 1061-0421

Available. Content available
Article
Publication date: 7 January 2021

Joe F. Hair, Jun-Hwa Cheah, Christian M. Ringle, Marko Sarstedt and Hiram Ting

2008

Abstract

Details

European Business Review, vol. 33 no. 1
Type: Research Article
ISSN: 0955-534X

Available. Content available
Article
Publication date: 8 April 2019

Anita Whiting, David L. Williams and Joe Hair

466

Abstract

Details

Qualitative Market Research: An International Journal, vol. 22 no. 2
Type: Research Article
ISSN: 1352-2752

Available. Content available
Article
Publication date: 14 January 2019

Anita Whiting, David Williams and Joe F. Hair

504

Abstract

Details

Qualitative Market Research: An International Journal, vol. 22 no. 1
Type: Research Article
ISSN: 1352-2752

Available. Open Access. Open Access
Article
Publication date: 6 May 2024

Justus Mwemezi and Herman Mandari

The main purpose of this paper is to examine the adoption of big data analytics (BDA) in the Tanzania banking industry by investigating the influence of technological…

1202

Abstract

Purpose

The main purpose of this paper is to examine the adoption of big data analytics (BDA) in the Tanzania banking industry by investigating the influence of technological, environmental and organizational (TOE) factors while exploring the moderating role of perceived risk (PR).

Design/methodology/approach

The study employed a qualitative research design, and the research instrument was developed using per-defined measurement items adopted from prior studies; the items were slightly adjusted to fit the current context. The questionnaires were distributed to top and middle managers in selected banks in Tanzania using the snowball sampling technique. Out of 360 received responses, 302 were considered complete and valid for data analysis. The study employed partial least squares structural equation modeling (PLS-SEM) to examine the developed conceptual framework.

Findings

Top management support and financial resources emerged as influential organizational factors, as did competition intensity for the environmental factors. Notably, bank size and perceived trends showed no significant impacts on BDA adoption. The study's novelty lies in revealing PR as a moderating factor, weakening the link between technological readiness, perceived usefulness and the intent to adopt BDA.

Originality/value

This study extends literature by extending the TOE model, through examining the moderating roles of PR on technological factors. Furthermore, the study provides useful managerial support for the adoption of BDA in banking in emerging economies.

Details

Journal of Electronic Business & Digital Economics, vol. 3 no. 3
Type: Research Article
ISSN: 2754-4214

Keywords

Available. Open Access. Open Access
Article
Publication date: 2 September 2019

Thomas Bilaliib Udimal, Zhuang Jincai and Isaac Akolgo Gumah

Social network and being a part of an established business network helps in the acquisition of resources. The purpose of this study specifically looked at the mechanisms through…

2594

Abstract

Purpose

Social network and being a part of an established business network helps in the acquisition of resources. The purpose of this study specifically looked at the mechanisms through which network reliance (NR) influences the entrepreneurial performance (PERF) among rural farmer entrepreneurs in China.

Design/methodology/approach

The paper looks at the economic sociology perspective of social networks. A total of 450 rural farmer entrepreneurs were interviewed for the study. The study introduces emotional intelligence (EI) and entrepreneurial orientation (EO) into the relationship between NR, knowledge acquisition (KA) and entrepreneurial PERF.

Findings

The result shows that KA partially and positively mediates the relationship between NR and entrepreneurial PERF. EO is shown to moderate the relationship between KA and entrepreneurial PERF apart from its direct effect on entrepreneurial PERF. The EI of rural farmer entrepreneurs has a direct and significant effect on KA but does not moderate the relationship between NR and KA.

Originality/value

This study provides a new direction for extension education to rural farmer entrepreneurs. Knowledge building capacity programmes for rural farmer entrepreneurs should be an area of priority for extension education. Building the social capital and entrepreneurial capacities of rural farmer should be a new area of focus for policymakers. These measures will go a long to improving the capabilities of rural farmer entrepreneurs, which will, in turn, impact positively on their PERF.

Details

Asia Pacific Journal of Innovation and Entrepreneurship, vol. 13 no. 2
Type: Research Article
ISSN: 2398-7812

Keywords

Available. Content available
Article
Publication date: 17 October 2016

Jörg Henseler

1572

Abstract

Details

Industrial Management & Data Systems, vol. 116 no. 9
Type: Research Article
ISSN: 0263-5577

Available. Open Access. Open Access
Article
Publication date: 25 November 2024

Nkosivile Madinga, Duanne Aspeling and Siphiwe Dlamini

This study aims to investigate the factors influencing consumer attitudes towards purchasing sustainable fashion. In particular, the authors examine the impact of…

752

Abstract

Purpose

This study aims to investigate the factors influencing consumer attitudes towards purchasing sustainable fashion. In particular, the authors examine the impact of self-transcendence and self-enhancement values on consumer attitudes towards purchasing sustainable fashion. The authors also examine the enablers (environmental concern, durability and fashion leadership) and barriers (fashion consciousness and price sensitivity) of sustainable fashion purchase behaviour.

Design/methodology/approach

The authors used a Web-based self-administered survey to collect data from 350 millennials. Partial least squares structural equation modelling was used to analyse data.

Findings

The findings indicate no substantial impact of self-transcendence values on attitudes towards sustainable fashion – while self-transcendence values exerted a notable effect on sustainable purchasing behaviour and environmental concerns. Furthermore, the results revealed no relationship between individuals’ attitudes towards sustainable fashion and their purchasing behaviour, whereas a strong relationship has been established between environmental concerns and attitudes towards sustainable fashion.

Practical implications

It provides empirical insights into factors that are pertinent in understating barriers and drivers of sustainable fashion behaviour among millennials.

Originality/value

This study uses the value-attitude-behaviour hierarchy to understand the purchase intentions of sustainable fashion, extending the range of sustainable consumption factors associated with attitudes and behaviour gaps.

Details

Young Consumers, vol. 26 no. 7
Type: Research Article
ISSN: 1747-3616

Keywords

Available. Content available
Article
Publication date: 3 July 2007

Goran Svensson

347

Abstract

Details

European Business Review, vol. 19 no. 4
Type: Research Article
ISSN: 0955-534X

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