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This study aims to examine the necessity effects of big data analytics capabilities (BDAC) on decision-making performance (DMP), particularly in the public sector.

The authors used the combined methods of partial least square structural equation modeling (PLS-SEM) and necessary condition analysis (NCA) to test the hypothesized relationships.

The findings show that the presence of all three BDAC (infrastructure, management and personnel) is significant and necessary to achieve higher levels of DMP. Specifically, the results revealed big data management capabilities to be of higher necessity to achieve the highest possible DMP. The findings provide public-sector practitioners with insights to support the development of their BDAC.

Time-sensitive domains such as the public sector require insight and quality decision-making to create public value and achieve competitive advantage. This study examined BDAC in light of the combined methods of (PLS-SEM) and NCA to test the hypothesized relationships in the public sector context.

The rapid shift in the emerging pedagogies of customer behavior has changed the business preferences in the hotel sector. This study prioritizes the hotel's main task to develop customer re-patronage intention. Keeping in line with these factors, this study investigates the impact of customer empowerment on re-patronage intentions through customer value co-creation in the hotel sector of Pakistan. Furthermore, the study examines the moderating impact of sensation-seeking on customers.

A total of 350 potential customers participated in the online survey using purposive and snowball sampling techniques. Partial least square structural equation modeling was employed using Smart PLS-3 to test the projected hypotheses.

This study reveals that empowered customers improve their behavior and involvement in value co-creation, which, in turn, increases the prospects of re-patronage intention. Moreover, sensation-seeking moderates between consumer empowerment and customer value co-creation.

Customer-dominant logic and sense-making theory present interesting insights where customer empowerment and value co-creation have a positively significant impact on customer re-patronage intention. Findings also elaborate on a significant mediating role of customer value co-creation activities, which is an interesting call for hotel managers to add thought-sharing ecosystems. The suggested factors add long-lasting results in terms of revenues, performance and global GDP.

It provides guidance for the hotel managers through novel factors that activate the customer to augment an intention to re-patron. Moreover, it provides a direction to add sensation-seeking strategies that strengthen the effects on customer empowerment and value co-creation.

This study has its uniqueness in introducing an environment in hotels where customers are empowered to further actively participate in value co-creation initiatives, along with sensation-seeking acting as a stimulus among them. These factors have greatly impacted the hotel's objectives (i.e. re-patronage intention).

More people share their tourism experiences on social media today than in the past, and as a result, more people follow these posts in their trip planning. However, studies into tourists' intention to follow such posts are scarce. Therefore, this study investigates the antecedents influencing social media users' intentions to follow tourism-related posts (TRPs) when planning their trips.

Questionnaires were collected from 402 social media users who had followed TRPs for their trip planning. Data were then analyzed using partial least squares structural equation modeling (PLS-SEM) and artificial neural networks.

The authors found that blogger–user fit and users' involvement with TRPs influenced behavior components (attitudes toward TRPs and intention to follow TRPs) via assessment components (bloggers' credibility and content quality), and the authors developed a framework to explain this relationship.

The findings advance prior studies by investigating (1) the antecedents of intention to follow TRPs when trip planning, (2) the two main social media elements – bloggers and posts – to understanding the role of social media on travel behavior and (3) involvement with TRPs and their impacts on travel behavior. This study contributes to the research on social media and tourism marketing and proposes practical indications for bloggers, social media platforms and destination marketing organizations.

Environmental pollution due to the enormous usage of conventional plastic products has alerted consumers to change their attitude towards green plastic products. This study aims to examine the effects of environmental concern, knowledge of the environment and religiosity on young Muslim consumers’ attitude towards green plastic products in Indonesia. Additionally, the moderating role of gender on these relationships is investigated.

An online survey was used as a method of data collection. Data gathered from 231 young Muslim consumers in Bandung, Indonesia, was analysed via the partial least squares-structural equation modelling approach.

The results revealed that environmental concern is the factor that has the biggest impact on consumers’ attitude and behavioural intentions, both directly and indirectly. This research implies that as a young Muslim’s concern for the environment grows, his or her attitude towards the environment improves, leading them to purchase and endorse green plastic products.

Green plastic product managers should increase the environmental concern of young Muslim consumers through effective marketing communication strategies and green education programs to disseminate a positive message that green plastic products consumption aids in making the environment safe and healthy.

This empirical study is imperative for green managers to improve their capabilities in boosting young Muslim consumers’ attitude towards green plastic products through strengthening consumers’ environmental concern, knowledge of the environment and religiosity towards supporting the sustainable development goals.

The study hypothesized that the impact of board diversity on financial distress (FD) is not direct but rather mediated by the firm’s corporate social responsibility (CSR) activities. Consequently, the purpose of this study is to examine the impact of CSR as a mediator in the board diversity–FD relationship.

The study examined six board diversity dimensions – age, gender, nationality, education and tenure in 81 nonfinancial Pakistan Stock Exchange (PSX)-listed firms from 2010 to 2021. The CSR engagement of the sample firms is evaluated using a multidimensional financial approach and the likelihood of FD is computed using Altman’s Z-score. The system-generalized method of moments estimator is used to meet the study objectives. In addition, several tests are run to determine the robustness of the study’s findings.

Based on the procedure for mediation analysis outlined by Baron and Kenny (1986), the authors found that CSR is significantly inversely associated with the likelihood of FD. Second, board diversity variables age, gender and national diversity were positively associated with CSR. Third, board age, gender and national diversity are significantly inversely related to FD. Finally, it was found that there is partial mediation between board age diversity and FD, whereas full mediation is shown between board age diversity and FD and between board nationality diversity and FD.

This study provides practical insights into PSX’s board diversity for companies, regulators and policymakers.

This research studies the connection between board diversity and FD. In addition, the current study extended the analysis by testing for the first time the mediating role of CSR in the diversity–distress relationship, particularly in the context of an emerging economy.

This study aims to examine the implementation of agile practices in Industry 4.0 to assess the financial performance measurements of manufacturing firms. It also investigates the relationship between supply chain performance and financial performance.

The study is based on an experimental research design by collecting data from 329 responses from key officials of manufacturing firms. The analyses are carried out to explore this modern concept with the help of the SPSS program, which is used to conduct a confirmatory factor and reliability analysis and Smart-partial least square (PLS) version 4.0 with structural equation modeling.

This research demonstrates the positive effect agile supply chain strategies in Industry 4.0 may have on manufacturing companies' financial performance as a whole. Everything throughout the supply chain in Industry 4.0, from the manufacturers to the end users, is taken into account as a potential performance booster. The values obtained from the model's study show that it is both dependable and effective, surpassing the threshold for such claims. The research is supported by factors like customer involvement (CUS), continuous improvement (CI), integration (INT), modularity (MOD), management style (MS) and supplier involvement (SI) but is undermined by factors including postponement (PPT).

According to the findings of the study, Industry 4.0 firms' financial performance and overall competitiveness are significantly improved when their supply chains are more agile. A more agile supply chain helps businesses to more rapidly adapt to shifts in consumer demand, shorten the amount of time it takes to produce a product, enhance product quality and boost customer happiness. As a consequence of this, there will be an increase in revenue, an improvement in profitability and continued sustainable growth.

There are literary works available on agile practices in various fields, but the current study outlines the need to understand how supply chains perform financially under the mediating effect of agile supply chains in Industry 4.0 which contribute most to the organization's success. The study will aid companies in understanding how agile practices will further the overall performance of the organization financially.

The purpose of this study is to investigate the moderation effects of religiosity in the relationship between service quality (SQ), customer satisfaction (CS), relationship quality (RQ) and Islamic banking (IB) loyalty in a non-Islamic country.

This study used a quantitative approach and a cross-sectional research design. The data was collected by a closed-ended questionnaire from a systematic sample of 267 customers of full-fledged Islamic banks in Tanzania. Structural equation modeling and regression analysis techniques were used to analyze the data.

Results indicate that religiosity is a significant (p < 0.05) moderator of the relationship between SQ and loyalty (β = 0.176), and between CS and loyalty (β = 0.263). However, religiosity sharpens the impact of CS on loyalty (β increases from 0.170 to 0.263, p < 0.05) and does not sharpen the impact of SQ on loyalty (β decreases from 0.338 to 0.176, p < 0.05). The results further indicate that religiosity is not a significant moderator (p > 0.05) in the link between RQ and loyalty (β = −0.112).

This study used only full-fledged Islamic banks in Tanzania. Therefore, future research could be undertaken by including conventional banks that have introduced an IB window.

To build and maintain a loyal customer base, Islamic banks should take advantage of religiosity by providing a wide range of Sharia-based products and services that truly distinguish them from conventional banks. Accordingly, policymakers should establish an appropriate legal framework to enable Islamic banks to leverage religiosity to sharpen the impact of CS on loyalty and hence maintain loyalty in non-Islamic countries like Tanzania.

This study proposes and validates the theoretical model of loyalty in IB by showing the role of religiosity as a moderator in a non-Islamic country. This knowledge strengthens the overall understanding of loyalty in IB. To the best of the authors’ knowledge, this study is the first to examine the moderation effects of religiosity in the link between RQ and loyalty, and thus between SQ, CS, RQ and loyalty in a single study.

This study aims to develop and test a research model that explores the empirical relationship between consumer religiosity, brand love and consumer forgiveness. Its objective was to enhance our understanding of the mechanisms that can influence consumers to extend forgiveness to brands in the context of Islamic banking in Tanzania.

The study used a quantitative cross-sectional survey design to gather data from 399 respondents in the Dodoma and Dar-es-salaam regions of Tanzania. A structured questionnaire was used to collect the data, which were subsequently analyzed using structural equation modeling (SEM) with AMOS 21.

The study’s findings revealed that consumer forgiveness is influenced by the level of brand love at an individual level. Additionally, the findings indicate that in the context of Islamic banking, brand love is an emotional behavior that is influenced by the strength of religious beliefs, that is, consumer religiosity. Consequently, the findings highlighted the mediating role of brand love in the proposed relationship between consumer religiosity and consumer forgiveness.

The fact that Islamic banking is guided by Islamic laws (Sharia) and Islamic values means that competitiveness in this sector can be established by serving consumers who are well-versed in Islamic teachings and doctrines. Furthermore, customers who possess a strong understanding of Islamic teachings and doctrines can be an asset to Islamic banks, as they are less likely to switch banks due to service delivery issues.

This empirical study is one of the few attempts to explore the relationship between consumer religiosity, consumer forgiveness and brand love. It expands our understanding of consumer forgiveness by examining the influence of deontological norms (applying norms to assess Islamic banking practices) and teleological evaluation (evaluating Islamic banking practices based on the overall balance of right and wrong expected to occur).

Mobile travel apps (MTA) smart features were identified based on recent travel application (app) trends and a literature review of MTA smart features. Subsequently, the MTA features that could be prioritised to increase user interest in MTA were determined. The MTA smart feature development challenges that should be mitigated were also identified.

The app identification and selection were based on the one-stop solution characteristics containing the common function of travel apps and eight MTA smart features. A total of 193 Apple apps and 250 Google apps were identified, where 36 apps that met the inclusion and exclusion criteria based on the Preferred Reporting Items for Systematic Reviews and Meta-Analyses flowchart were selected for evaluation.

The high user ratings for apps from both app stores revealed the acceptance of smart technology in the tourism industry. Geolocation tracking services, travel itinerary generators, and real-time personalisation and recommendation were the three major features available in the included MTA. The challenges of MTA with smart features were highlighted from the tourism organisation, app developer and user perspectives.

The findings can guide tourism organisations and app developers on the smart features that MTA should offer for user engagement. Technological organisations could optimise their technology stack by considering the identified smart features. The findings are valuable for scholars in terms of MTA aesthetics and usability to gain acceptability. The development challenges included significant investment in technology, location accuracy and privacy concerns when implementing MTA smart features.

The previous literature mainly focused on evaluating app quality, assessing app functionality, and user ratings using the Mobile Application Rating Scale, and scoping reviews of MTA articles. Contrastingly, this study is among the first in which MTA smart features were examined from a developer-centric perspective. Moreover, it is suggested that MTA includes integrated smart features for better tourism services and market penetration in the tourism industry.