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This study aimed to understand the agri-entrepreneurial traits of undergraduate university students using machine learning (ML) algorithms.

This study used a conceptual framework of individual-level determinants of entrepreneurship and ML. The Google Survey instrument was prepared on a 5-point scale and administered to 656 students in different sections of the same class during regular virtual classrooms in 2021. The datasets were analyzed and compared using ML.

Entrepreneurial traits existed among students before attending undergraduate entrepreneurship courses. Establishing strong partnerships (0.359), learning (0.347) and people-organizing ability (0.341) were promising correlated entrepreneurial traits. Female students exhibited fewer entrepreneurial traits than male students. The random forest model exhibited 60% accuracy in trait prediction against gradient boosting (58.4%), linear regression (56.8%), ridge (56.7%) and lasso regression (56.0%). Thus, the ML model appeared to be unsuitable to predict entrepreneurial traits. Quality data are important for accurate trait predictions.

Further studies can validate K-nearest neighbors (KNN) and support vector machine (SVM) models against random forest to support the statement that the ML model cannot be used for entrepreneurial trait prediction.

This research is unique because ML models, such as random forest, gradient boosting and lasso regression, are used for entrepreneurial trait prediction by agricultural domain students.

The purpose of this paper is to critically examine the multinational oil companies’ corporate social responsibility (CSR) initiatives in Nigeria. Its special focus is to investigate the impact of the global memorandum of understanding (GMoU) on women involved in offshore and inshore fisheries entrepreneurship in the coastal communities of the Niger Delta region.

This paper adopts a survey research technique, aimed at gathering information from a representative sample of the population, as it is essentially cross-sectional, describing and interpreting the current situation. A total 800 respondents were sampled across the coastal communities of the Niger Delta region.

The results from the use of a combined propensity score matching and logit model indicate that the GMoU model is gender insensitive, as extensive inequality restrains fisherwomen’s participation in the offshore and inshore fisheries entrepreneurship, often due to societal norms and customs that greatly frustrate women’s development in fisheries.

This implies that if fisherwomen continue in this unfavourable position, their reliance on menfolk would remain while trying to access financial support and decision-making regarding fisheries entrepreneurship development.

The inshore and offshore fisheries entrepreneurship development can only succeed if cluster development boards of GMoUs are able to draw all the resources and talents and if fisherwomen are able to participate fully in the GMoUs intervention plans and programme.

This research contributes to the gender debate in fisheries entrepreneurship development from a CSR perspective in developing countries and rationale for demands for social projects by host communities. It concludes that business has an obligation to help in solving problems of public concern, and that CSR priorities in Sub-Saharan Africa should be aimed towards addressing the peculiarity of the socio-economic development challenges of the countries and be informed by socio-cultural influences.

The purpose of this paper is to evaluate to what degree participation in mini-companies impact young women and men with regard to the perceived desirability and perceived feasibility of self-employment. The Company Programme (CP) is the largest mini-company scheme in European secondary school.

The data derived from a survey conducted in Norway with 1,160 students in upper secondary school (17-18 years of age). The quasi-experimental research design enabled a comparison of compulsory CP-participants with non-participation and control for several competing factors.

The investigation demonstrated that CP positively influenced the perceived feasibility of self-employment for both young men and young women, and CP also increased the perceived desirability of self-employment among young women.

It could be that the impact of CP varies according to time spent on the CP or position in the mini-company. The study does not measure whether CP-participants actually create a business.

Central to explaining the stronger impact on young women is a particular concern with female entrepreneurship in CP. The majority of CEOs in mini-companies are young women, and all women that manage mini-companies can participate in the coaching programme “Girls and Leadership”.

CP-participation could boost the chance of individuals attempting to start a business at a later point in their lives. In the longer run, CP could contribute to reducing the gender gap in self-employment.

Investigating some of the impacts of CP in a gender perspective, this paper adds a fresh viewpoint to the state of knowledge about entrepreneurship education in secondary schools.

The legitimacy of history: dictated Bloch. Today, in many areas of knowledge, and of course in entrepreneurship (Wadhwani, 2010), it has become superlative. The aim of this chapter is analyzing the literature about entrepreneurship in Mexico mainly from the last 11 years of studies on the subject. Through this review, we want to highlight the progress in the field, as well as deeper opportunities in its research as a result of it, the profound need for incorporating them not only in the national academic debate but also into the entrepreneurship ecosystem and in specific public policies.

Innovation is a growing topic. The primary sector is also a subject that has great importance in the global economy. However, limited research has been conducted linking these two subjects. This paper aims to start bringing them together.

The method selected is a systematic literature review presenting a thorough analysis of the existing discussions and a summary of the findings to identify future research opportunities.

Innovation has played and will continue to play an essential role in the success of fisheries. The fishing industry is in crisis. A decline in wild fish stocks, regulations and quota management are some of the factors that drive the need to innovate. The discussions of innovation in this industry are non-technological, which is an emerging field with opportunities for further research. There is a strong focus on fisheries sustainability. The main theoretical frameworks discussed in the literature are common property theory, cooperation and competition theory and diffusion of innovation. Emerging environmental sustainability frameworks are also becoming an essential element in the primary sector.

This paper focuses on peer-reviewed publications based on the results of the searches from selected keywords, recognizing that the literature evaluated may not cover the full spectrum of themes related to this subject.

Innovation is usually linked to high tech and fast-moving industries. This paper tries to broaden this paradigm and evaluate it from a different perspective, with a focus on the primary sector.

The purpose of this paper is to critically examine the corporate social responsibility (CSR) initiatives of multinational oil companies in Nigeria. Its main focus is to investigate the impact of the global memorandum of understanding (GMoU) on equipping rural young people with essential farming skills and knowledge for the adoption and application of modern agricultural inputs in the Niger Delta region.

This paper adopts a survey research technique, aimed at gathering information from a representative sample of the population, as it is essentially cross-sectional, describing and interpreting the current situation. A total of 800 rural young people were sampled across the oil producing region.

The results from the use of combined propensity score matching and logit model indicate that the GMoU model has a significant impact on the development of informal farm entrepreneurship generally, but somewhat undermined rural young people in the targeted agricultural clusters.

This suggests that youth-specific CSR farm projects can be effective in providing young people with the extra push needed to tackle the knowledge gap and poor agronomic that erect the below-per yield and lack of competitiveness of small-holder farmers in the region.

It implies that a coherent and integrated CSR response from the business would be necessary to unlock investment opportunities on young people in farms for agricultural competitiveness and food security in Africa.

This study adds to the literature on informal farm entrepreneurship and rural communities’ debate in sub-Saharan Africa. It concludes that business has obligation to help in solving problems of youth unemployment in developing countries.

The purpose of this paper is to critically examine the agri-business/small and medium investment schemes (AGSMEIS) in Nigeria. Its special focus is to investigate the impact of the AGSMEIS on youth entrepreneurship development in Nigeria.

This paper adopts a survey research technique, aimed at gathering information from a representative sample of the population, as it is essentially cross-sectional, describing and interpreting the current situation. A total of 1,200 respondents were sampled across the six geopolitical zones of Nigeria.

The results from the use of a combined propensity score matching (PSM) and logit model indicate that AGSMEIS initiative generates significance gains in empowering youths in enterprise development, and if enhanced will help many young people become entrepreneurs.

This suggests that AGSMEIS initiative can facilitate youth's access to credit and help them become owners of small and medium enterprises.

It implies that investing in young people for small and medium enterprises could bring Nigeria into the modern economy and lift sub-Saharan Africa out of poverty.

This research adds to the literature on youth entrepreneurship development’s debate in developing countries. It concludes that targeting the young people in AGSMEIS should form the foundation of public policy for entrepreneurship, poverty alleviation, and economic development.

Scholarly literature on entrepreneurial activities in the agri-food sector has flourished over the years in several different ways. This study uses the metaphor of an orchard to describe how this stream of literature has evolved from its initial “seeds” to the rich and diversified “fruits” of current debate. It is now time to harvest and catalogue these “fruits”. This study aims to map out and systematise the current stock of knowledge on agri-food entrepreneurship, so as to identify gaps and thus “plant” new seeds for the future of the “orchard”.

To identify thematic clusters, this study used a bibliometric analysis coupled with a systematic literature review performed over a dataset of 108 peer-reviewed articles.

The results revealed six thematic clusters related to agri-food entrepreneurship: ecosystems, formal and informal institutions; contextual entrepreneurial practices; community and stakeholders’ engagement; barriers and opportunities; entrepreneurial orientation; and sustainable entrepreneurship. After investigating each of them, this study created a framework to highlight future avenues through which the topic could be further developed.

To the best of the authors’ knowledge, this study is the first of its kind to systematise, analyse and critically interpret the literature concerned with agri-food entrepreneurship.

The past decade has seen growth in the number of businesswomen/mothers, known in the literature as mumpreneurs. As this is a recent, fragmented topic, no systematic literature review (SLR) has been carried out, justifying the objective defined here: scientific and bibliometric mapping of mumpreneurs.

To fulfil this aim, this SLR was supported by bibliometrics (performance analysis and scientific mapping) and the use of VosViewer software. A survey was conducted in Web of Science, and several documents were obtained dated between 2011 and 2021.

The results of this study show the existence of two clusters: Dilemma – motherhood and mumpreneurs, and the rise of the mumpreneur concept. The evidence obtained showed it is very important to address entrepreneurship from the perspective of entrepreneur-mothers, as at this stage of their lives, these women often find it difficult to reach a harmonious balance between work and family.

This study contributes to developing research in the area of entrepreneurship in general, and mumpreneurship in particular, through mapping the research done on the latter topic, as well as identifying its main contributions to theory and practice.

This study is innovative in underlining the relevance of mumpreneurship in the context of research in the area of entrepreneurship, and how this topic can be crucial to release women’s entrepreneurial potential.