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This paper aims to consolidate empirical studies between 2013 and 2022 to investigate the impact of artificial intelligence (AI) in higher education. It aims to examine published research characteristics and provide insights into the promises and challenges of AI integration in academia.

A systematic literature review was conducted, encompassing 44 empirical studies published as peer-reviewed journal papers. The review focused on identifying trends, categorizing research types and analysing the evidence-based applications of AI in higher education.

The review indicates a recent surge in publications concerning AI in higher education. However, a significant proportion of these publications primarily propose theoretical and conceptual AI interventions. Areas with empirical evidence supporting AI applications in academia are delineated.

The prevalence of theoretical proposals may limit generalizability. Further research is encouraged to validate and expand upon the identified empirical applications of AI in higher education.

This review outlines imperative implications for future research and the implementation of evidence-based AI interventions in higher education, facilitating informed decision-making for academia and stakeholders.

This paper contributes a comprehensive synthesis of empirical studies, highlighting the evolving landscape of AI integration in higher education and emphasizing the need for evidence-based approaches.

Even though the crowdfunding (CF) literature is rapidly reaching its maturity phase, the topic of serial CF (i.e. the participation in more than one CF campaign) is as much promising as still largely under explored. This study thus aims to offer a thorough view of the dynamic and complex processes characterizing the participation of the start-ups to more than one campaign adopting a business network perspective.

In line with an explorative research aim, a multiple case study analysis is performed by taking into consideration four start-ups engaged in more than one CF campaigns with different combinations of equity and non-equity CF, adopting the actor–resource–activity (ARA) model as theoretical framework.

Multiple CF campaigns are embedded in the overall changing startup’s network and are affected by the concurrent and overlapping startup’s development processes. From this standpoint, the adoption of the ARA model suggests to reconsider the “serial” dimension of multiple CF campaigns. These processes can be more or less “linear” as they could be affected by the combination of CF schemes and by the degree of alignment of actors, activities and resources, whose “assembly” can be facilitated by learning processes and impaired by unexpected circumstances.

This paper explores in depth the startup’s serial CF journey, building on recent studies calling for stronger analyses of the directions and outcomes of innovative funding trajectories pursued and implemented by new business ventures. From this standpoint, to the best of the authors’ knowledge, this is the first study to consider a complete spectrum of combinations between CF schemes within serial CF, thus allowing for a better understanding of the role of such a factor within a dynamic and contextual view, that is, that offered by the business network perspective. This paper also contributes to the Industrial Marketing and Purchasing research on start-ups.

This study aims to explore the resource development process implemented by a small consulting firm, active in a traditional industrial context, pursuing the innovation path to develop solutions within the Industry 4.0 (I4.0) domain.

This study undertakes a single qualitative case study of Sinergia, an Italian innovative small consulting firm. The case study is analyzed through critical events and adopting the 4 R model, developed within the industrial marketing and purchasing (IMP) approach.

The analysis highlights a transition from knowledge broker to solution provider, based on a process of networking, with a relevant strategizing effort, and of assembling internal, external and shared resources. Three patterns in the evolution of the company’s innovation path emerge: resource-oriented networking, hybrid resource development and resource assembly.

The empirical study provides novel empirical evidence over localized innovation processes in I4.0 by exploring the innovation path pursued by a small consulting firm in connection with the local business. The study represents a theoretical development in terms of the 4 R model as it suggests the need to further conceptualize the category of technical resources – including products and facilities – in the increasingly complex I4.0 domain and provides insights on the changing role of actors in networks underpinned by emerging resource structures.

This paper aims to examine the emergence of passion-driven entrepreneurship within the context of small and medium-sized towns (SMSTs). SMSTs are seen as peripheral areas lacking the resources to support autonomous economic development and renewal. The paper explores the relationship between entrepreneurship and the context of SMSTs through the concepts of entrepreneurial passion (EP) and domain passion (DP). Industrial marketing and purchasing approach is adopted as a theoretical foundation to conduct the analysis through the actors–activities–resource framework.

This paper adopts a multiple case-study methodology. Two passion-driven entrepreneurial ventures (PDEVs) have been traced from the conception of the initial idea until the new ventures establishment.

EP and DP emerge as key resources in transforming the initial idea into a real entrepreneurial venture in resource-scarce settings as SMSTs. Shared passion fosters the involvement of local actors and the propensity to overcome relevant hurdles in the entrepreneurial process.

This paper contributes to the literature on entrepreneurship through the analysis of the role of PDEVs in SMSTs’ contexts. It highlights the role of “passion for place” as a new dimension of passion in entrepreneurial studies. From a managerial perspective, it emphasizes the role of passion as a key resource for networking and marketing. From a policy perspective, it calls for monitoring and support for training, funding and networking.

The purpose of this paper is to provide a contribution on the role of European R&D projects (ERDPs) on small and medium enterprises’ (SMEs) resource development.

This paper adopts a qualitative methodology based on a longitudinal case study. The case analysis concerns Gamma, a small high-tech firm based in Italy, active in nanotechnologies since 2005 as a research spin-off and since its establishment active in ERDPs. The analysis is developed along three main phases of development where the company participated to different ERDPs.

The empirical analysis highlights that since its establishment, Gamma has been able to increasingly exploit participation in ERDPs, in order to gain access to financial and technological resources. Such active and continuous participation fostered the development of both advanced technological and organizational resources, which then allowed the company to survive and play a growing role as a well-known technology partner in the nanotechnology field in Italy and Europe.

Adopting an IMP perspective, the paper provides a contribution on the managerial dimension of SMEs’ participation in ERDPs – which represents a neglected topic in the existing literature – on two distinct grounds: resource development process and networking processes. With respect to resource development processes in ERDPs, this case study underscores the relevance of ERDPs for developing both technological and organizational resources, highlighting the relevance of project management-related knowledge. In terms of networking processes, this paper highlights the need to fully understand the interplay of ERDP networks and business networks.

This study aimed to provide an exploratory analysis of digitalization processes in small professional service firms (SPSFs) by examining their main drivers and barriers and their impact on customer management practices, considering the intra-organizational, inter-organizational and service offering dimensions.

This study adopted a qualitative, exploratory and inductive research methodology based on in-depth interviews with 19 owners or consultants of small tax/accounting firms, focusing on the role of digitalization in their internal and external processes.

The findings reveal external and internal barriers to and drivers of digitalization, as well as its effects on customer management practices. They also reveal the emergence of tensions related to the intra-organizational, inter-organizational and service offering dimensions.

This work contributes to the research on the role of digital technologies in the professional service sector, with a focus on SPSFs, which has thus far received limited attention. This research highlights the complexity of combining increasingly standardized processes and services with the need to maintain flexibility and informality in internal and external interactions.

The purpose of this paper is to provide a systematic and updated assessment of studies on key exporting stimuli for small and medium enterprises (SMEs) and to propose a research agenda on this topic.

The authors develop a review of empirical articles on SMEs’ exporting stimuli and outline future research directions based on key emerging drivers.

Research on SMEs’ exporting drivers focuses mainly on human resources’ competences, skills and subjective characteristics and on the role of relevant network actors (customers, intermediaries).

This paper provides an original contribution with regard to updating the framework on export drivers by Leonidou et al. (2007), highlighting an emerging research perspective based on internal/external network dimensions and proposing future research directions on internal individual and organisational actors and on new external network actors.

This paper aims to provide a contribution on the diffusion of Industry 4 (I4.0)-related knowledge in industrial districts (IDs). The main goal is to examine the dissemination of I4.0 knowledge, exploring the main mechanisms for its spreading and highlighting the main factors shaping such processes. Focus is on dissemination processes in IDs active in traditional industries, which could represent the “periphery” of I4.0 application context.

The methodology is qualitative. Notably, this paper presents a case study of the Pesaro ID specialized in furniture/woodworking machinery sector. A total of 18 in-depth one-to-one interviews have been conducted with relevant informants from a variety of organizations within the cluster: companies, institutions and universities.

The complexity of I4.0 requires a combination of traditional mechanisms with innovative ones within IDs characterized by the emergence of new players, activities and resources. These changes led to three main evolving patterns: the horizon of I4.0 upgrading shows blurred boundaries in terms of sectors and geographic location, the I4.0 diffusion appears fragmented in terms of initiatives and projects by both firms and institutions and the dissemination of I4.0 knowledge pushes ID firms and institutions to pursue deliberate initiatives leading to innovative forms of “collective” cooperation.

This paper contributes to both theory and practice. From the theoretical point of view, this paper contributes to the literature on innovation in IDs and clusters on two interrelated grounds. First, it provides further research on I4.0 and IDs and clusters. Second, it contributes to the stream of research on knowledge creation and diffusion in IDs and clusters, providing empirically based insights over emerging local learning processes in IDs. Moreover, relevant managerial and policy implications stem from the analysis.

The purpose of this paper is to explore the impact of social media (SM) adoption in upgrading and innovating selling processes by small- and medium-sized enterprises (SMEs) facing complex and rapidly changing market scenarios.

To achieve this goal, the paper undertakes an exploratory case study of Gamma, a mechanical company, by actively using SM to start and open a new market. The case-study is analyzed through the industrial marketing and purchasing (IMP) approach, which emphasizes the role of interaction and the interdependencies of resources.

The adoption of SM resources helped Gamma to tap into new markets and thus survive and face the downturn of its original market. SM displayed its effects in combination with other resources: a simple and not expensive machinery, capable human resources, effective production and logistical resources. SM represented a strategic resource to implement an effective business networking effort.

This paper provides novel empirical evidence and conceptual development over the role of SM as a resource in SMEs’ sales processes, using the IMP perspective on combination and development of resources.

The increased digital interactions in the B2B industry have enhanced the importance of customer engagement as a measure of firm performance. This study aims to map and analyze temporal and spatial journeys for customer engagement in B2B markets from a bibliometric perspective.

The extant literature on customer engagement research in the B2B context was analyzed using bibliometric analysis. The citation analysis, keyword analysis, cluster analysis, three-field plot and bibliographic coupling were used to map the intellectual structure of customer engagement in B2B markets.

The research on customer engagement in the B2B context was studied more in western countries. The analysis suggests that customer engagement in B2B markets will take centre stage in the coming times as digital channels make it easier to track critical metrics besides other key factors. Issues like digital transformation, the use of artificial intelligence for virtual engagement, personalization, innovation and salesforce management by leveraging technology would be critical for improved B2B customer engagement.

The study provides a comprehensive reference to scholars working in this domain.

The study makes a pioneering effort to comprehensively analyze the vast corpus of literature on customer engagement in B2B markets for business insights.