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).
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.
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Joseph F. Hair, Pratyush N. Sharma, Marko Sarstedt, Christian M. Ringle and Benjamin D. Liengaard
The purpose of this paper is to assess the appropriateness of equal weights estimation (sumscores) and the application of the composite equivalence index (CEI) vis-à-vis…
Abstract
Purpose
The purpose of this paper is to assess the appropriateness of equal weights estimation (sumscores) and the application of the composite equivalence index (CEI) vis-à-vis differentiated indicator weights produced by partial least squares structural equation modeling (PLS-SEM).
Design/methodology/approach
The authors rely on prior literature as well as empirical illustrations and a simulation study to assess the efficacy of equal weights estimation and the CEI.
Findings
The results show that the CEI lacks discriminatory power, and its use can lead to major differences in structural model estimates, conceals measurement model issues and almost always leads to inferior out-of-sample predictive accuracy compared to differentiated weights produced by PLS-SEM.
Research limitations/implications
In light of its manifold conceptual and empirical limitations, the authors advise against the use of the CEI. Its adoption and the routine use of equal weights estimation could adversely affect the validity of measurement and structural model results and understate structural model predictive accuracy. Although this study shows that the CEI is an unsuitable metric to decide between equal weights and differentiated weights, it does not propose another means for such a comparison.
Practical implications
The results suggest that researchers and practitioners should prefer differentiated indicator weights such as those produced by PLS-SEM over equal weights.
Originality/value
To the best of the authors’ knowledge, this study is the first to provide a comprehensive assessment of the CEI’s usefulness. The results provide guidance for researchers considering using equal indicator weights instead of PLS-SEM-based weighted indicators.
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Nkosivile Welcome Madinga, Jo Blanckensee, Lauren Longhurst and Nqobile Bundwini
In the wake of lockdown regulations and limited mobility during the COVID-19 pandemic, dining habits shifted towards usage of food delivery apps to avoid physical interaction…
Abstract
Purpose
In the wake of lockdown regulations and limited mobility during the COVID-19 pandemic, dining habits shifted towards usage of food delivery apps to avoid physical interaction. Nonetheless, it is unknown whether the COVID-19 pandemic had an influence on the adoption of food delivery apps. Therefore, this study examined factors influencing the adoption of food delivery apps during the COVID-19 pandemic, as well as the moderating effects of education and age.
Design/methodology/approach
Data were collected from 282 food delivery application users in South Africa using a web-based survey. Partial least square structural equation modelling analysis was used to test the hypotheses, while partial least squares multigroup analysis was used to examine the moderating effect of education level and age.
Findings
The results indicated that perceived ease of use has a significant impact on perceived usefulness and attitudes, perceived usefulness has an impact on attitudes and continuous intention, attitude influences continuous intention and social pressure and convenience influence attitudes. The perceived COVID-19 threat had no impact on attitudes, and education and age had no significant impact on any relationships. The findings are imperative for restaurants and mobile application designers, as they enable more effective strategic management planning.
Originality/value
This study is the first paper to empirically employ technology acceptance model to analyse the adoption of food delivery applications during the COVID-19 pandemic. Its uniqueness is in examining situational influence associated with the pandemic such as social pressure, perceived COVID-19 threat and convenience.
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Christian Zabel and Daniel O’Brien
The purpose of this study is to empirically investigate the role of dynamic capabilities, specifically the sequence of sensing, seizing, and transforming capabilities, in highly…
Abstract
Purpose
The purpose of this study is to empirically investigate the role of dynamic capabilities, specifically the sequence of sensing, seizing, and transforming capabilities, in highly uncertain, emerging technology environments. Focusing on the extended reality industry, the study aims to understand the antecedents to these dynamic capabilities, their sequential nature, and their subsequent impact on innovation and company performance.
Design/methodology/approach
Based on a survey of 130 German companies in the extended reality sector, we built a structural equation model that explores the relationship between dynamic capabilities, their antecedents, and their effect on innovation and company performance.
Findings
The analysis suggests that sensing capabilities positively influence seizing and transforming capabilities, while seizing directly contributes to transforming. Transforming capabilities are linked to improved innovation performance, which in turn boosts company performance. Organizational ambidexterity, market orientation, and technology orientation are found to be crucial antecedents, accounting for 33.1% of the variance in sensing capabilities.
Originality/value
This research illuminates the interdependence of dynamic capabilities in highly uncertain business environments, such as emerging technology markets. It contributes original insights by elucidating the sequential nature of dynamic capabilities and identifying their vital antecedents. It also enlarges the understanding of how dynamic capabilities impact firms’ innovation performance.
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This paper aims that mobile health (mHealth) applications have emerged as a key tool to support public health. However, there are only a few studies examining the influences of…
Abstract
Purpose
This paper aims that mobile health (mHealth) applications have emerged as a key tool to support public health. However, there are only a few studies examining the influences of health-related ascribes on continuance intention to use mHealth apps and how these influences are contingent on gender in the mHealth app using context.
Design/methodology/approach
This study takes the protection motivation theory as a theoretical framework to examine the ordered relationship between threat and coping appraisals and their impacts on continuance intention to use mHealth apps. In addition, this study further extends the literature on gender differences into the mHealth app's context to investigate the moderating role of gender. The suggested hypotheses are confirmed by a structural equation modeling approach and multigroup investigation employing survey data of 345 users of Spring Rain Doctor in China, a typical mHealth app.
Findings
The findings suggest that the impact of perceived disease threat on user's continuance intention is mediated entirely by coping appraisals. Furthermore, the three coping appraisals' impacts are contingent upon gender. Specifically, response efficacy is more crucial for male users in forecasting continuance intention, whereas self-efficacy and response cost have a more salient influence on continuance intention for female users.
Originality/value
This study examines the ordered influences of threat and coping appraisal, moderated by gender, on continuance intention on use mHealth apps. These findings could contribute to relevant theoretical and practical implications.
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Martina Kurki and Marko Järvenpää
Expectations regarding the participation of management accountants (MAs) in the promotion of sustainability of multinational enterprises (MNEs) have been poorly realised. This…
Abstract
Purpose
Expectations regarding the participation of management accountants (MAs) in the promotion of sustainability of multinational enterprises (MNEs) have been poorly realised. This raises the question of whether MAs are invited to join in sustainability promotion or does sustainability not fit the perceived professional role of MAs. We suggest that the development of individual-level engagement of corporate sustainability is required for MAs to start contributing to corporate sustainability.
Design/methodology/approach
We utilise the psychological ownership theory to investigate how MAs’ professional role could develop to incorporate advancing sustainability. Our qualitative study is based on 32 interviews conducted in seven local business units of three different technology-oriented MNEs.
Findings
We reveal features connected to the professional role of MAs that may impede the activation of the routes to psychological ownership of corporate sustainability, thus undermining their involvement in corporate sustainability enhancement. Moreover, we show that MAs’ own perceptions of their professional role may impede the stimulation of the routes.
Originality/value
From a managerial viewpoint, our study helps readers to understand how the routes to psychological ownership of corporate sustainability could be cultivated in the development of the future role of MAs. It also gives input for MA professional organisations and MA professional education providers to develop conditions that foster sustainability thinking among MAs. Moreover, by integrating the examination of MAs’ professional role with the psychological ownership theory, we broaden the theoretical scene both in management accounting and in business sustainability research.
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This study aims to examine the relationship between internal and external factors and job satisfaction, and between job satisfaction and auditors’ performance.
Abstract
Purpose
This study aims to examine the relationship between internal and external factors and job satisfaction, and between job satisfaction and auditors’ performance.
Design/methodology/approach
This research used deductive approach. Data was gathered from 83 auditors in the Saudi Organisation for Certified Public Accountants (SOCPA) database. By implementing the partial least squares-structural equation modelling (PLS-SEM) technique, the suggested hypotheses were examined.
Findings
The results show that internal factors, i.e., achievement, advancement, recognition and growth, significantly impact job satisfaction. Subsequently, the external factors, i.e., company policies, relationship with a peer and relationship with supervisor, significantly impact job satisfaction. In contrast, work security has no relationship with job satisfaction. Furthermore, job satisfaction is a significant driver for auditors' performance.
Research limitations/implications
This research sheds light on the relationships between internal and external factors, job satisfaction and auditors' performance in the Saudi context. It would be interesting to investigate these relationships in a different setting, such as a different country, time or industry. Future studies should broaden the sample frame to include different types of employees to obtain more generalisable results.
Practical implications
This study may help managers of auditing departments formulate appropriate strategies and design effective programs to increase the level of job satisfaction between auditors by enhancing such factors, which will lead to improving the auditors' performance.
Originality/value
This research provide an empirical evidence to support the theoretical assumptions of Herzberg's which is much needed.
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The primary aim of this research is to analyse the impact of family-supportive supervisor behaviours (FSSB) on the level of life satisfaction among individuals working in the…
Abstract
Purpose
The primary aim of this research is to analyse the impact of family-supportive supervisor behaviours (FSSB) on the level of life satisfaction among individuals working in the police force. FSSB is informal support by supervisors, which is an emerging topic. Further, this study examines the intermediary role of career calling and job embeddedness in the association between supportive family behaviours of supervisors and life satisfaction. However, only limited studies have been conducted on how informal support by the supervisor performs for police personnel. This research aims to fill this gap.
Design/methodology/approach
For the purpose of data collection from police personnel, we used a structured questionnaire. Variance-based partial least squares structural equational modelling (PLS-SEM) methodology was applied using SmartPLS software to investigate the conceptual model of the study. Additionally, using importance-performance map analysis (IMPA), we evaluate the importance and performance of each construct.
Findings
The data analysis findings indicate that job embeddedness and career calling function as complete mediating factors in the association between FSSB and life satisfaction. Additionally, the study revealed that career calling is the most performing construct for promoting life satisfaction but is not perceived as important by the police department.
Originality/value
According to the authors’ knowledge, there has been no research in the Indian context that examines the effects of supervisor family supportive behaviours, especially among police. The incorporation of career calling and job embeddedness as mediators provides a novel perspective in the examination of the correlation between FSSB and life satisfaction.
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Pedagogical leadership (PL) has been regarded as the best leadership style in the education sector. Thus, the aim of this study was to develop and validate a pedagogical…
Abstract
Purpose
Pedagogical leadership (PL) has been regarded as the best leadership style in the education sector. Thus, the aim of this study was to develop and validate a pedagogical leadership scale (PLS).
Design/methodology/approach
Two distinct approaches (inductive and deductive) were utilized. First, a review of the literature was conducted, and then qualitative data were collected through interviews, and their responses were categorized into 40 items. These items were thematized using exploratory factor analysis (EFA) by involving 300 participants. To examine the fitness of the scale, the researchers conducted a confirmatory factor analysis (CFA) with 470 participants.
Findings
EFA discovered a total variance of 64.766% for four factors. In CFA, RMSEA, NFI, RFI, NNFI, CFI, GFI and AGFI values were accepted. The highest correlation was found among constructs of PL. Path analysis revealed PL affected social, professional, intellectual and academic capitals. The correlations between the PLS and psychological empowerment demonstrated the theoretically predicted relationships with these variables. Thus, with the initial evidence of a valid and reliable PLS, a pool of 32 items under 4 factors (social, academic, professional and intellectual capital) were developed.
Originality/value
Despite the management of childhood education requiring the practice of PL, it is underexplored in childhood schools, particularly to our knowledge, no studies have been conducted to develop and confirm the PLS in Ethiopia.
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Sabine Einwiller, Christopher Ruppel and Julia Stranzl
Based on social exchange theory, the study examines the influence of informational and relational internal communication on cognitive and affective responses and job engagement…
Abstract
Purpose
Based on social exchange theory, the study examines the influence of informational and relational internal communication on cognitive and affective responses and job engagement during organizational crises caused by the COVID-19 pandemic.
Design/methodology/approach
Data were collected by means of an online survey among people working in organizations with a minimum of 10 employees (N = 1,033) and analyzed using structural equation modeling.
Findings
Results show that informational and relational communication as organizational resources have a significant but distinct influence on how employees support their employer during the crisis. While informational communication influences employees' acceptance of managerial decisions, relational communication exerts most influence on affective commitment, which is the strongest driver of job engagement.
Research limitations/implications
The cross-sectional design, specific crisis situation and geographic location are limitations of the study.
Practical implications
Delivering relevant information to employees quickly and reliably is important. Yet, relationship-oriented communication that demonstrates appreciation and allows for participation has even stronger effects on job engagement, which is essential to mastering challenges arising from a crisis.
Social implications
During the COVID-19 pandemic, organizations demanded much from their employees. In exchange, organizations should provide the resources information, status and love (Foa and Foa, 1980) by means of internal crisis communication.
Originality/value
The study demonstrates the role of different types of internal communication during organizational crises used to convey organizational resources, and it highlights the mediating role of acceptance and commitment to enhance employees' engagement at work.