Assessing measurement model quality in PLS-SEM using confirmatory composite analysis

Hair, Joe F.; Howard, Matt C.; Nitzl, Christian

doi:10.1016/j.jbusres.2019.11.069

Cited by 2,373 publications

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“…Following the instructions of Hair et al (2020), we conducted confirmatory composite analysis (CCA) with reflective measurement models in PLS‐SEM (SmartPLS 3.2) to examine the reliability and validity of the measure for the seven study constructs. Results of the CCA with reflective measurement model were shown in the Table A1 and Tables 2 and 3.…”

Section: Analyses and Resultsmentioning

confidence: 99%

Linking stakeholder integration to sustainability performance in the hotel context

Shi

Tsai

2020

Journal of Tourism Research

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This study proposes a process model to probe the linkage between stakeholder integration (SI), corporate sustainability practices (CSPs), and sustainability performance and examines supplier and customer demands' effects on the linkage between CSPs and financial performance (FP) via environmental (EP) and social performances (SP). Data from 225 hotels near World Cultural Heritage Sites in East China were utilized for hypothesis testing. Partial least squares structural equation modeling analyzes the data. Following results are revealed: (a) SI favors CSPs, and CSPs favor EP, but SP hinders FP; (b) EP and SP support FP; and (c) supplier demand positively moderates CSPs' effect on SP, whereas customer demand positively moderates EPs' effects on FP.

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Section: Analyses and Resultsmentioning

confidence: 99%

Linking stakeholder integration to sustainability performance in the hotel context

Shi

Tsai

2020

Journal of Tourism Research

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“…At the first-order level, all items are reflective measurements. To evaluate the reflective measurements, we conduct a confirmatory composite analysis (CCA) (Hair et al 2020(Hair et al , 2019. We used the indicator loading, which should be higher than 0.7; composite reliability, which should be higher than 0.6; and average variance extracted, which should be higher than 0.5.…”

Section: Resultsmentioning

confidence: 99%

“…To evaluate the formative measurements in the second order, once again, we conduct a confirmatory composite analysis (CCA) (Hair et al 2020(Hair et al , 2019. We use the weights, p-values, and variance inflation factor (VIF), which should be less than 5 (Diamantopoulos et al 2008).…”

Section: Resultsmentioning

confidence: 99%

“…The satisfactory critical SRMR value indicates that the correlation matrix estimated by the research model appropriately replicated the empirical correlation matrix. However, a global model fit index such as the SRMR has to be seen as critical to evaluate PLS-SEM models (Hair et al 2020).…”

Section: Resultsmentioning

confidence: 99%

“…For the calculations, we used the SmartPLS 3 software and the path-weighting scheme setting (Ringle et al 2014). Furthermore, we used the bias-corrected and accelerated bootstrapping procedure with 5000 bootstraps without sign changes for calculating the p-values (Hair et al 2020).…”

Section: Hypothesis 3 Greater Resources Dedicated To the Implementatimentioning

confidence: 99%

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The Influence of the Organizational Structure, Environment, and Resource Provision on the Use of Accrual Accounting in Municipalities

Nitzl

Hilgers

Hirsch

et al. 2020

Schmalenbach Bus Rev

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Despite its benefits, municipalities frequently struggle to take advantage of accrual accounting as a basis for managerial decisions. We assume that the reason for this is that municipalities technically implement accrual accounting but sometimes keep it decoupled from daily decision making. To identify factors that facilitate a more sophisticated usage of accrual accounting in German public administrations, we examined the influence of the municipality's contextual situation, organizational structure, and resource provision on the degree of sophistication in the use of accrual accounting. We found that the most relevant driver for a more sophisticated use of accrual accounting is the contextual situation in which the municipality is embedded. In our research model, a municipality's contextual situation consists of fiscal stress, its political competition and culture, and the relevant legal system. Another important factor is the adequate provision of resources, such as an IT system that delivers easily accessible and accurate accounting information. Notably, the specific organizational structure of the municipality, which is often regarded as highly bureaucratic and the main obstruction to reforms, is not significant.

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Library resources constraints, frustration, and user behavior: An empirical library operations study

Aryee,

Apronti Tetteh

2024

Brain and Behavior

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PurposeThe lack of requisite library resources has an enormous effect on academic life in most universities. While previous studies have suggested that the lack of resources such as textbooks affects academic success, this study seeks to provide empirical evidence on the chain effect of the lack of recommended textbooks in universities.Design/methodology/approachThe study uses a quantitative dataset from 636 students from five public universities in Ghana collected using well‐structured questionnaires. The study adopts exploratory factor analysis, confirmatory factor analysis, and partial least squares structural equation modeling (PLS‐SEM) to analyze the measurement and structural models.FindingsThe study concludes that limited library resources (such as recommended textbooks) frustrate library users and eventually birth antisocial behaviors such as stealing, hiding, and eroding books (or pages).Originality/valueThis study highlights the significance of providing adequate library resources. It also guides library managers, policymakers, and scholars to manage library resources effectively.

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Assessing measurement model quality in PLS-SEM using confirmatory composite analysis

Cited by 2,373 publications

References 50 publications

Linking stakeholder integration to sustainability performance in the hotel context

Linking stakeholder integration to sustainability performance in the hotel context

The Influence of the Organizational Structure, Environment, and Resource Provision on the Use of Accrual Accounting in Municipalities

Library resources constraints, frustration, and user behavior: An empirical library operations study

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