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The present study offers a holistic but detailed understanding of the factors that might affect small and medium-sized enterprises (SMEs) adoption of Industry 4.0 technologies to empower smaller businesses to embrace Industry 4.0.

The study conducted a systematic review of the literature and drew on the technology-organization-environment framework to identify various technological, organizational and environmental determinants of Industry 4.0 technology adoption and their underlying components. The study applied the textual narrative synthesis to extract findings from the eligible articles and interpret them into the Industry 4.0 technology adoption roadmap.

Industry 4.0 is a vital strategic option to SMEs, enabling them to keep up with the digitalization race. SMEs significantly lag behind large organizations in benefiting from disruptive Industry 4.0 technologies. SMEs are still struggling with the initial adoption decisions regarding the digital transformation under Industry 4.0. Results identified various determinants that might explain this condition. The study developed a digitalization roadmap that describes the necessary conditions for facilitating SMEs’ digitalization under Industry 4.0.

Various technological, organizational and environmental factors might determine the current positioning of SMEs against Industry 4.0. These determinants can act as barriers or drivers depending on their properties. The roadmap describes determinants indispensable to promoting Industry 4.0 technology adoption among SMEs, such as knowledge competencies or value chain digitalization readiness.

Exclusively focusing on empirical research that reported applied insights into Industry 4.0 technology adoption, the study offers unique implications for promoting Industry 4.0 digital transformation among SMEs.

Understanding the adoption of m-commerce in small and medium-sized enterprises (SMEs) is critical for their sustainable development. This study aims to investigate the adoption of m-commerce in Vietnamese SMEs, leading to the identification of the critical determinants and their relative importance for m-commerce adoption.

An integrated model is developed by combining the diffusion of innovation theory and the technology–organization–environment framework. Such a model is then tested and validated using structural equation modeling and artificial neural networks in analyzing the survey data.

The study indicates that perceived security is the most critical determinant for m-commerce adoption. It further shows that customer pressure, perceived compatibility, organizational innovativeness, perceived benefits, managers’ IT knowledge, government support and organizational readiness all play a critical role in the adoption of m-commerce in Vietnamese SMEs.

The findings of this study can lead to the formulation of better strategies and policies for promoting the adoption of m-commerce in Vietnamese SMEs. Such findings are also of practical significance for the diffusion of m-commerce in SMEs in other developing countries.

To the best of the authors’ knowledge, this is the first attempt to explore the adoption of m-commerce in Vietnamese SMEs using a hybrid approach. The application of this approach can lead to better understanding of the relative importance of the critical determinants for the adoption of m-commerce in Vietnamese SMEs.

As evidence mounts on the importance of small to medium‐sized enterprises (SMEs) to national and international economies and the opportunities presented to them by the internet, it becomes important to understand the key issues which determine internet adoption and utilisation. With literature on SME internet adoption fragmented and incoherent, there is also a need for conceptual framework development and testing to provide more focused research in this important area. Several researchers have also highlighted a need for research which concentrates more on specific industrial sectors rather than taking a more generalist approach to SME internet adoption. Within this evolving research context, the agri‐food industry makes a particularly relevant area of study, which this paper aims to study.

This paper addresses this purpose by conducting a study of 50 Northern Ireland SME agri‐food companies. The study utilises and tests a conceptual framework derived from the extant literature in relation to the determinants of SME web site adoption and utilisation.

The findings of this study point to the need for SME agri‐food companies to develop an awareness of the internet's efficacy for their business and a subsequent dynamic strategic approach in adoption and utilisation. However, the lack of marketing ability and negative industry norms prevalent within developed economy agri‐food industries will contribute negatively to internet adoption and utilisation. These will need to be addressed if the internet, and web site adoption and utilisation in particular, are to provide an effective business tool. The research findings support the conceptual framework's usefulness as a research tool. The findings point to the importance of marketing ability and industry norms in relation to their impact on the central determinants of internet adoption by the SME agri‐food companies studied.

In this paper it is contended that a lack of marketing ability and negative industry attitudes towards internet adoption and utilisation will constrain levels of awareness of the efficacy of the internet as a business tool for the individual businesses researched. The findings reveal that this will subsequently contribute to a lack of strategic web site development and subsequent utilisation.

This article aims to report on original empirical research on the comprehensive corporate social responsibility (CSR) standards International Organization for Standardization (ISO) 26000 and the CSR Performance Ladder and identifies determinants for the adoption of CSR standards. In addition, it reviews and adds to literature on CSR standards adoption.

The empirical data were derived from interviews with CSR experts in The Netherlands.

The findings of our research show that the demands and wishes of customers, the attitude of a company’s management, the market position of the standard-developing organization and several tangible and intangible characteristics of the standard itself are particularly relevant for the adoption of CSR standards.

The article aimed at reaching analytical generalization instead of statistical generalization and was focused on The Netherlands. Differences across industries and sectors were not taken into account in this exploratory study. Having said this, we still think the article provides valuable insights.

Our research identifies “buttons” for policymakers trying to stimulate business to engage with CSR. It may help predict which CSR standards may surface as dominant and can also be used to inform the design and development of new CSR standards. Finally, it may also serve as input for (marketing) strategies by standardization organizations worldwide and other organizations that have taken CSR standardization initiatives as well as non-governmental organizations and even consultancies to spur the adoption of CSR standards as a means of CSR implementation.

The article presents original empirical material on CSR standards adoption and contributes to the literature on this topic with insights on determinants’ CSR standards adoption.

This study aims to examine the determinants of Facebook adoption and its impact on the performance of service-based small and medium enterprises (SMEs) in northwestern Nigeria. The mediating effect of Facebook adoption between the determinants of Facebook adoption and the performance of the SMEs was examined.

A comprehensive framework was built using the technology – organisation–environment framework integrated with the resource-based view theory. Data were collected from 165 SME decision-makers using an online survey. The hypothesised relationships were tested using partial least squares structural equation modelling.

Facebook adoption exerted a positive impact on the financial and non-financial performance of the SMEs. The important determinants of Facebook adoption were relative advantage, perceived risks, top management support, organisational readiness and government support. The mediating effect of Facebook adoption between these determinants and financial and non-financial performance was confirmed.

The findings contribute to better insight into the determinants of Facebook adoption and its impact on the financial and non-financial performance of SMEs. The findings can inspire and guide SMEs on adopting Facebook as a marketing strategy to improve performance and reduce failure rates.

The findings confirm the potential of adopting Facebook for enhancing the performance of SMEs. This is arguably among the first empirical studies to test the mediating effect of Facebook adoption.

This study aims to investigate the factors affecting (i.e. determinants) the continuance of mobile learning adoption in an informal setting among higher education learners from a rural region in the Philippines. It assesses the extent of the determinants of mobile learning adoption continuance and their interrelationships and the role of a personality trait (e.g. locus of control) on its determinants.

This study used a rigorous literature review method that led to a mobile learning adoption continuance model. This proposed model analyzed the perceptions of higher education learners’ experiences on mobile learning adoption during the COVID-19 pandemic (i.e. informal setting). The data collection was self-administered using an online survey from a convenience sample size of 434 using adapted questionnaire instruments. The study used factor analysis by using a structural package for social sciences (SPSS) and analysis of the moment of the structure. The effect sizes of the direct effect, simple and serial mediation and interaction effects in a path model were analyzed by using user-defined estimand and orthogonalized approaches.

The findings indicate that the effect of perceived security risks along with perceived functional benefit and learner value affect the mobile learning adoption continuance. The perceived learner value mediates the perceived functional benefit relationship on mobile learning adoption continuance. Perceived security risk indirectly affects mobile learning adoption continuance through perceived functional benefit and learner value. In addition to this, the internal locus of control strengthens the positive relationship between perceived functional benefit and mobile learning adoption continuance. However, it dampens the positive relationship of perceived learner value.

The study provides an essential foundation on the mobile learning adoption model that focuses on its continuance. This model integrated perceived security risks, functional benefits and learner value aspects of continuance intention that higher education institutions may consider in their mobile learning initiative. It further provides evidence to intensify the important moderating role of locus of control that intervenes on the determinants of mobile learning adoption continuance.

The purpose of this paper is to provide a better understanding of the determinants of business intelligence system (BIS) adoption stages. It develops and empirically tests a conceptual model for assessing the determinants of BIS diffusion on the evaluation, adoption, and use stages in the context of small and medium enterprises (SMEs).

Drawing on data from 181 SMEs the influence of technological, organizational, and environmental factors on BIS adoption stages were analyzed using the PLS-SEM method.

The paper provides empirical insights about how technological, organizational, and environmental factors affect individual BIS adoption stages.

The paper includes implications for managers and solution providers to understand the influence of various determinants to more effectively conclude the adoption process.

This study represents important progress in the theoretical understanding of the role of technological, organizational, and environmental factors across the different BIS adoption stages.

This study aims to investigate the adoption of alternate wetting and drying (AWD) technique and provides the economic evaluation and determinants of AWD adoption in rice production in the Mekong Delta in Vietnam.

The study extends the drainage factor into the AWD score. The cost benefit analysis is utilized for the economic evaluation, and the Cragg model is applied to examine the determinants of AWD adoption.

The results indicate that there are significant differences in inputs such as water, seed, fertilizers and mechanization between the low and high levels of AWD adoption. The yields are significantly different at different adoption levels. The Cragg model found that irrigation infrastructure, AWD training and perceived ease of use of the technology are determinants of AWD adoption level. Collective pumping is considered as a major constraint in the AWD adoption.

The results provide managerial implications, with a focus on the effectiveness of inputs, the irrigation infrastructure and AWD training to promote the AWD adoption. Challenges of rice field flatness should be investigated in a further study.

The study contributes to existing literature by providing an empirical evidence for the large-scale adoption of AWD with a comprehensive economic evaluation, extending the drainage performance into the score to accurately reflect the water conservation and promoting the use of a more flexible modeling approach with the Cragg model.

Based on theories from the innovation diffusion literature, the purpose of this paper is to develop an integrated model of electronic commerce (EC) adoption in small businesses (SBs) of developing countries. The research model specifies variables at managerial level as the primary determinants to EC adoption in SBs.

A questionnaire-based field survey was conducted to collect data from 268 owner/managers of SBs in Iran. The data were analysed using factorial analysis. Subsequently, six hypotheses were derived and tested by hierarchical multiple regression and logistic regression analysis.

Perceived benefits, perceived compatibility, perceived risks, perceived costs, and innovativeness were found to be the significant determinants of decision to adopt EC. Likewise, discussion on discriminators between adopters and non-adopters of different EC applications has been provided.

Cross-sectional data of this research tends to have certain limitations when it comes to explaining the direction of causality of the relationships between the variables. The study focuses only on the manufacturing SBs of Iran.

The research findings have important implications for practising managers, information systems experts, and policy-makers. Governments should follow specific policies to facilitate institutionalisation of EC in SBs. Similarly, EC vendors and technology providers should collaborate with SBs to enhance the compatibility of different EC applications with specific characteristics of these businesses.

To the best of the authors' knowledge, this paper is perhaps one of the first that examines the adoption of EC by SBs in a developing country context, using a research model which tests the effects of owner/managers' attributes on adoption of simple and advanced EC applications.