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This article aims to propose guidelines to develop moderation hypotheses, assess moderators using the multigroup analysis and interaction effect approaches and interpret the results of moderation analysis in tourism and hospitality research.

Through a review of 600 articles published in top tourism and hospitality journals from the year 2016 to 2020, and reviewing the literature related to moderation analysis, this study identifies key issues in different steps of moderation analysis and proposes robust guidelines to aid future research.

The results of the systematic review uncovered some key issues in different steps of moderation analysis, such as hypothesis development, moderation assessment and results interpretation. The findings emphasized the typical methodological misconceptions and improper practices for moderation analysis.

Moderation analysis is of great significance to the advancement of theory, and its application has increased significantly in recent years. However, many studies appear to have a limited understanding of moderation analysis and follow questionable practices regarding hypothesis development, moderation assessment and results interpretation, thus leading to suspicious conclusions for theory advancement. By highlighting these methodological issues, this article provides robust guidelines for moderation analysis, which is of great theoretical and methodological significance to the academic research in tourism and hospitality.

As one of the first studies to provide robust guidelines for moderation analysis, based on a critical and systematic review of papers published in top-tier journals in tourism and hospitality and the latest developments on moderation analysis in the wider literature, this article has important theoretical and methodological significance for the academic research in tourism and hospitality as well as general social science disciplines.

The purpose of this paper is to examine the direct and indirect moderation effects of demographic and socio-economic(s) factors on the adoption of Islamic banking in UAE.

Convenience sampling was done on the residents of Sharjah, Dubai, and Abu Dhabi. A closed-ended questionnaire with 30 items was designed and pre-tested before the start of the study. Path analysis and moderation testing were the main analytical approach. A total of 320 respondents completed the survey.

The research revealed that demographic and socio-economic(s) moderators may have direct and indirect moderation effects on the adoption of the Islamic banking in the UAE, which indicates the importance of these factors in the provision of Islamic banking products and services in the UAE.

This study further revealed that these moderators have huge practical implications for Islamic bank managers and marketers as they can exploit these demographics to enhance their market share in the UAE.

In UAE, minimal attention has been directed toward the role moderators would play in the criterion that individual investors would use in the adoption of Islamic banking products and services in a cosmopolitan environment that is experiencing competition from conventional banks.

An extensive review of the existing literature on the adoption of Islamic banking reveals that no empirical research has been undertaken to explore the role played by demographic and socio-economic(s) moderators in the adoption of Islamic banking in UAE and internationally. This study attempts to fill this gap.

Collaborative consumption (CC), a unique business model, provides several monetary and non-monetary benefits to customers. Several adapted theory of planned behaviour (TPB)-based models were developed and tested to understand this consumption behaviour with the findings inconsistent and fragmented. Thus, this study aims to develop a general and consistent TPB model using a meta-analytic path analysis to better understand customers’ CC adoption behaviour.

Using 37 studies, a meta-analysis was performed adopting several analytical methods; bivariate analysis, moderation analysis and path analysis.

The universal TPB model shows that factors, that is, trust, attitude, perceived environmental responsibility and communication facilities, drive both perceived usefulness and CC. However, subjective norms, such as perceived behavioural control and emotional value, drive only perceived usefulness. Moderation analysis shows that the relationships between variables used in the proposed TPB model tends to vary depending on five moderators, that is, countries’ economic development level, type of CC, sample size, sample type and survey administration method.

The consideration of only quantitative papers and papers written in English language in this meta-analysis may bias the study’s findings.

Based on the findings regarding important factors that consumers consider when adopting CC, this study provides insightful recommendations to companies facilitating CC.

By developing the universal TPB model, this study theoretically contributes to the TPB model, and by conducting the moderation test, the study contextually contributes to the TPB literature in the CC context.

The purpose of this study is to investigate the association between sustainability reporting (SR) and firm value considering the moderating effect of audit committee (AC) quality and auditor tenure on this association.

The data for the study comprise 41,500 firm-year observations worldwide between 2007 and 2018 drawing on ten main sectors. The authors run a country-industry-year fixed effect regression and address endogeneity concerns with further methodologies.

First, the authors find that SR is significantly and positively associated with both firm value and industry-adjusted firm value. Further tests revealed that the baseline findings hold for SR assurance and the Global Reporting Initiative framework as well. Second, the moderation analysis outlined the significant moderating role that the AC assumes. More specifically, AC independence and expertise were found to strengthen the value relevance of SR. Third, the market also appreciates the moderation of auditor tenure in SR.

Investors appreciate greater corporate transparency which means that sustainability reports are likely to reduce information asymmetry and thereby agency conflicts. In addition, the moderation analyses imply that shareholders consider AC quality while they attach value to corporate sustainability reports. Hence, the structure of the auditing function appears to perform an implicit assurance role in the value relevance of sustainability reports. In line with these implications, corporations can review and re-design their auditing function and decide whether or not they will attest to sustainability reports given that AC independence and expertise and auditor tenure predict this decision.

The study highlights the audit function’s growing role beyond financial reporting and suggests implications for ACs and auditors in ensuring shareholders about the credibility of SR.

This study aims mainly to test the effect of audit committee independence and expertise attributes on corporate social responsibility (CSR) reporting, assurance and global reporting initiative (GRI) framework adoption and to investigate how CSR committee existence moderates this main relationship.

The study uses a large global sample that includes all (59,172) firm-year observations having CSR-related data in the Thomson Reuters Eikon database for a period between 2002 and 2019. The empirical analyses are based on random-effects logistic panel regression and Hayes methodology for the moderation analysis.

The study finds that audit committee independence and expertise are significantly associated with CSR reporting, CSR report assurance and GRI framework adoption. Moderation analysis largely supports the existence of a substitution role between audit and CSR committees and implies that audit committees are significant predictors of CSR reporting, assurance and GRI framework adoption mostly in the absence of the CSR committee.

The findings propose audit committee members be extra-vigilant in CSR reporting and assurance practices arising from undertaking substitution roles with the CSR committee. Hence, firms may configure their corporate structure in line with the results such as augmenting the audit committee with independent and expert members if they do not constitute a CSR committee. If firms establish a CSR committee, audit committee members may allocate less time to CSR reporting and assurance and more time to financial reporting quality.

This is the first study, to the best of the authors’ knowledge, to investigate the direct and indirect effect of audit committees’ attributes not only on CSR disclosure but also on GRI implementation and CSR reporting external assurance, considering the CSR committee’s possible substitutability or complementarity moderating role. This research develops a deeper understanding of audit committees’ non-financial role.

This meta-analysis aims to explore the true effect sizes of major channel performance drivers from different theoretical perspectives and how these true effects are organized in a theoretically integrated structural analysis to predict performance.

First, it offers a quantitative summary on the drivers of channel performance through pairwise correlation analysis. Second, it tests an integrative framework of various performance drivers based on the relational view by using structural equation modeling. Last, it examines the potential moderation on the effects of performance drivers.

The synthesized effects of various channel performance drivers confirm the effectiveness of underlying theoretical perspectives of channel performance. The relational view is effective to identify immediate interorganizational drivers of channel performance. The contexts and methods of performance assessment have an impact on the appraisal of performance drivers.

The performance drivers included in this meta-analysis are constrained to variables that exist in empirical channels literature and have sufficient primary data for analysis. Moderation tests are constrained by the report of research contexts and methods in original studies. Future research should broaden the theoretical perspectives on channel performance.

First, leveraging key routines and processes embedded in marketing channel relationships is critical to improve channel performance. Second, more targeted effort to manage channels in different markets may improve the efficiency of channel performance enhancement. Last, a comprehensive performance assessment process is necessary to avoid biased estimation of performance drivers.

This meta-analysis provides a systematic review of factors influencing marketing channel performance by synthesizing and correcting the effect sizes of performance drivers from different theoretical perspectives. It further develops and tests an integrative model of four immediate interorganizational drivers of channel performance.

This study aims to examine the effect of corporate social responsibility (CSR) adoption on differentiation and cost leadership strategies and how governance structure moderates this CSR–strategy relationship.

The study data were retrieved from Thomson Reuters for non-financial firms between 2013 and 2019, and a fixed-effects panel regression analysis was executed.

The results indicate that CSR fosters cost leadership strategy but weakens differentiation strategy. This result supports the value generation school for cost leaders but also confirms the agency theory perspective for differentiators. Moreover, the governance structure does not moderate the relationship between a firm's CSR engagement and its business strategy, which implies a lack of corporate policies that concurrently consider both its CSR investment and strategies.

The findings of this study imply that cost leaders can integrate CSR practices into their business strategy and use their CSR engagement to increase their competitive position by stimulating cost efficiency and creating greater turnover. On the contrary, for differentiators, there is a trade-off between environmental and social engagement and business strategies. Thus, they are advised to enrich their unique product development abilities through the integration of environmental and social practices and reinforce their competitive position by addressing stakeholders' interests. The practical implication of the moderation analysis is that there is no rooted corporate policy behind the connection between CSR and firm strategy for both cost leaders and differentiators, which constitutes a missing link.

The findings of this study are of critical importance for firms, offering justification for the integration of two vital perspectives: social and environmental sustainability and financial sustainability. The moderating effect of governance performance tests the upper echelon's role in maintaining both sustainability perspectives concurrently and strengthening the legitimacy of the firms in society. Although maintaining a business strategy is important for shareholders' interests, pursuing a social and environmental sustainability strategy is crucial for meeting the expectations of all stakeholders.

Customer relationship management (CRM) is instrumental to attain and sustain organizational competitive advantage. Innovation in terms of CRM adoption is the key to gain competitive advantage, and being innovative is dependent on how well organizations know about changing demands of customers and their changing ways to gain access to the market. There is hence a need to develop ongoing empirical insights from diverse management perspectives into the effect of CRM adoption on organizational performance. In this context, the purpose of this study is to develop empirical insights in relation to the moderation of technological turbulence in the banking sector.

Primary data were collected and analyzed from 277 CRM staff-members of the banking sector in Pakistan to test a conceptual model. Frequencies of demographics are calculated with correlation and regression analyses using SPSS. The correlation analysis was performed to identify the direction that exists between the dependent and independent variables, and the regression analysis was performed to study the strength/intensity of the independent variable over the dependent variable. Moderating regression analysis was performed to find the moderation effect of technological turbulence on CRM adoption and organizational performance.

The CRM adoption has a critical positive impact on organizational performance in the settings of business-to-customer (B2C) perspective in the banking sector. Moreover, the results uncover that improved client satisfaction through CRM adoption prompts better organizational performance in the B2C organization. The authors also have found that technological turbulence has a negative guiding impact on the association linking with CRM adoption, as well as organizational performance.

The conceptual model that is proposed in this study and supported by empirical insights offers researchers to develop future research studies on the moderating role of technological turbulence to analyze the influence of CRM adoption on organizational performance.

The empirical insights of this study are valuable for the professionals in the banking sector and other B2C organizations to enrich their organizational performance through CRM adoption while considering the moderating role of technological turbulence.

Based on an empirical study, in support of an original conceptual model, the insights of this paper contribute to the extant literature in the CRM, bank marketing and management, service management, B2C marketing and the emerging economy knowledge streams.

This study aims to guide firms in emerging markets on whether corporate social responsibility (CSR) engagement facilitates their access to debt with the moderation of asset structure and firm performance. Considering the moderating effect analysis, this study explores the substitutive or complementary effect of these two contingencies on CSR-oriented firms in accessing debt financing.

Drawing on data collected for 16 emerging markets between 2008 and 2019, this study runs country–industry–year fixed-effects regression.

This study finds that CSR performance and reporting facilitate access to debt in emerging markets. However, CSR performance does not have an inverted U-shaped influence on firms’ access to debt financing. The moderation analysis of this study shows that asset tangibility has a negative moderating effect on the link between CSR engagements (i.e. both CSR performance and reporting) and access to debt, confirming a substitutive relationship between asset tangibility and CSR engagements in accessing debt. In contrast, firm performance is positively moderating the nexus between CSR engagement proxies and access to debt, which confirms a complementary type of relationship between firm performance and CSR engagements in accessing debt.

The empirical evidence of this study implies that creditors critically consider CSR engagements of firms in the loan-granting decision process. Similarly, the inverted U-shaped relationship between CSR and access to debt implies that there is an optimal level of CSR engagement creditors might consider in their decision. Likewise, the moderating effects analysis highlights that asset tangibility and firm performance are two conditions under which CSR performance and reporting are linked to access to debt.

Emerging countries are a different set of countries than developed ones; they have high growth rates and hence need financing, have a weaker institutional environment and have weaker stakeholder power. These particularities motivated the authors to conduct a separate study focusing on CSR and debt financing links drawing on a wide range of emerging countries. Thus, this study adds to the ongoing debate by examining the conditions under which CSR-oriented firms can access debt financing in emerging economies.

This study investigated how and when corporate social responsibility (CSR) fosters job seekers' application intention using a mediated moderation model. Specifically, the study explored the positive effect of CSR on job seekers' intention to apply, the moderating role of applicants' calling and the mediating role of value congruence in the relationship between the person and organization.

The study sample consisted of 259 college students in South Korea. A quasi-experimental design and survey were used. Data were analyzed using a regression-based path analysis to test a mediated moderation model.

The results showed that CSR significantly increased job seekers' application intention, which was moderated by their calling. Furthermore, the interaction between CSR and calling on application intention was fully mediated by the value congruence between person and organization.

The results suggest that engaging in active CSR can effectively attract job applicants, especially those with a high calling, who are known as qualified workers needed for the organization. The findings can provide a competitive advantage to organizations in this highly competitive environment.

This study contributes to the understanding of the micro-effect of CSR by showing the positive influence of CSR on job seekers' application intention. Further, by evaluating a mediated moderation model, this study advances the field's understanding of the underlying mechanisms of CSR, especially in terms of calling and value congruence.