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The concept of productivity is central to performance management and decision-making, although it is complex and multifaceted. This paper aims to describe a methodology based on the use of Big Data in a cluster analysis combined with a data envelopment analysis (DEA) that provides accurate and reliable productivity measures in a large network of retailers.

The methodology is described using a case study of a leading kitchen furniture producer. More specifically, Big Data is used in a two-step analysis prior to the DEA to automatically cluster a large number of retailers into groups that are homogeneous in terms of structural and environmental factors and assess a within-the-group level of productivity of the retailers.

The proposed methodology helps reduce the heterogeneity among the units analysed, which is a major concern in DEA applications. The data-driven factorial and clustering technique allows for maximum within-group homogeneity and between-group heterogeneity by reducing subjective bias and dimensionality, which is embedded with the use of Big Data.

The use of Big Data in clustering applied to productivity analysis can provide managers with data-driven information about the structural and socio-economic characteristics of retailers' catchment areas, which is important in establishing potential productivity performance and optimizing resource allocation. The improved productivity indexes enable the setting of targets that are coherent with retailers' potential, which increases motivation and commitment.

This article proposes an innovative technique to enhance the accuracy of productivity measures through the use of Big Data clustering and DEA. To the best of the authors’ knowledge, no attempts have been made to benefit from the use of Big Data in the literature on retail store productivity.

The COVID-19 pandemic has compelled higher education institutions (HEI) in the United Arab Emirates (UAE) and globally to shift to a new pedagogy that is sustainable and resilient to crises and disruptions. It necessitated the integration of technologies as part of pedagogical innovation and modification of higher education practices – advancing toward a more holistic integration of physical and digital tools and methods to enable more flexible, creative, collaborative and participatory learning. In terms of pedagogy, an open approach to learning is essential, combining in-person teaching with technological tools and online learning.

This paper examines theoretical and empirical literature to define the potential benefits of utilizing open educational practices (OEP) in higher education, including better access, furthering equity and enhancing teaching, learning and assessment.

It proposes a comprehensive framework built on a continuum of open pedagogy (OP) that comprises “Emphasis”, “Essentials” and “Evolution”. Based on this framework, a set of recommendations for using OEP for successful knowledge building is provided.

The research determined the significance of increased OEP involvement for sustainable learning possibilities and the UAE’s initiatives in developing educators to support innovative pedagogies and technology-enabled teaching-learning standards. The study suggests placing more emphasis on faculty and student scaffolding while using OP for better learning experiences and outcomes, as well as more institutional support and the need for policy development to transform the UAE into a global hub for sustainable education.

The purpose of this study is to analyze the first major federal education policy, the Elementary and Secondary Education Act of 1965, and the most recent federal policy, the Every Student Succeeds Act of 2015, through a Black critical theory (BlackCrit) lens to understand better how these educational policies have served as antiblack projects. Furthermore, this study locates examples of educational Freedom Dreams in the past and present to imagine new possibilities in Black education.

By analyzing education policy documents and history through BlackCrit methods, the authors expose how education policy is inherently an antiblack project. Freedom Dreams catalyze possibilities for future education.

The data confirms that while these policies purport equity and accountability in education, they, in practice, exacerbate antiblackness through inequitably mandated standardized testing, distributed funding and policed schooling.

This paper applies BlackCrit analysis of education policy to reimagine Black educational possibilities.

This study aims to bridge a gap in literature by exploring the impact of art and culture projects on primary internal stakeholders (i.e. employees), focusing on the micro-foundations of corporate social responsibility (CSR).

The analysis uses a qualitative approach, using a single-case study and semi-structured interviews. The single-case study focuses on art and culture projects developed by companies participating in the public contest promoted by Parma City of Culture 2020. The analysis relies on the information gathered from interviews with the employees who were involved in the projects of seven of the winning companies.

The results suggest that employees positively assess their participation in CSR activities based on art and culture projects. Specifically, through their direct involvement in the competition employees manage to experience meaningfulness and they attribute intrinsic motives to these types of activities.

This study analyses the effectiveness of a publicly endorsed CSR initiative oriented towards internal social enhancement based on art and culture projects, leveraging the unique case of Parma City of Culture 2020. The findings might be beneficial to both companies and regulators aiming to achieve internal social enhancement. This study contributes to existing literature on the social dimension of CSR by emphasising the key role of art and culture projects in the organisational context and by opening new avenues for future research.

After reading this case study, students will be able to understand the impact of cyber threats on businesses; explore the intersection of innovation and ethical considerations; understand the proactive role of entrepreneurs in identifying gaps in traditional industries, such as insurance, and innovating solutions that align with local dynamics; and learn to formulate strategies addressing cultural factors, market gaps and challenges.

The case study follows Hasnain, a prosperous entrepreneur in Pakistan, who was surprised by the news of a cyberattack on Bank Islami. This event, coupled with a personal data breach in his family’s business, triggered Hasnain’s willingness and interest to address the growing threat of cyber risks and attacks. As the progenitor of a digital solutions startup, he identified a gap in the insurance industry’s replication to cyber threats and envisioned the desideratum for a Sharia-compliant cyber-insurance product withal called cyber risk takaful. The case study explores Hasnain’s journey as he contemplated the challenges of introducing cyber risk takaful – a Sharia-compliant insurance solution for businesses and individuals. Apperceiving the low vigilance and perceived costs associated with cyber insurance, Hasnain faced the dilemma of surmounting these barriers in a country where the penetration of insurance, in general, is already minimal. The story raises critical questions: How can Hasnain efficaciously introduce cyber risk takaful to a market reluctant to embrace cyber insurance? What business strategies should he use to engender vigilance and acceptance of this innovative insurance solution? Will businesses and individuals embrace the concept of cyber risk takaful and recognize its paramount in forfending their digital assets?

This case study is designed to meet the educational needs of both undergraduate and postgraduate students, particularly those enrolled in business administration programs. This case study is tailored for students in the final year of BBA and the first year of MBA programs. It is also well-suited for executive education programs that focus on strategic decision-making in the context of emerging market challenges, such as entrepreneurship and corporate strategy. The case study is particularly relevant for courses centered on entrepreneurship, business strategy, strategic management and corporate strategy.

Teaching notes are available for educators only.

CSS11: Entrepreneurship.

After completion of the case study, the students will be able to understand the challenges faced by cocoa farmers in developing countries and their impact on the cocoa value chain, describe the need for a business to create a business model that offers social impact in small developing economies, explore innovative business models, such as vertical integration, for addressing transparency and fair compensation issues in agricultural supply chains, analyze the role that start-ups can play in disrupting the commodities supply chain and building a national competitive advantage and examine how a values-driven business can gain the trust of stakeholders and create a profitable ecosystem.

This case study describes the innovative business model of Inaru Corporation, a pioneering venture founded by two sisters, Janett Liriano and Erika, aimed at revolutionizing the cocoa industry in the Dominican Republic. This case study outlines the challenges faced by cocoa farmers in the country, including low productivity, exploitation by middlemen and lack of value addition. Inaru’s innovative business model aimed to disrupt the traditional supply chains by prioritizing fair compensation for farmers, investing in sustainable practices and vertically integrating cocoa production from farming to manufacturing. Through direct relationships with producers, profit-sharing agreements, and a commitment to ethical business practices, Inaru sought to empower cocoa farmers and cultivate a more equitable and sustainable cocoa industry. Inaru was a model for ethical and caring business practices where it shared the profits with its farmers. By operating a profit-sharing model and sharing its fortune with other women, Inaru was helping create gender equity in the cocoa sector. Inaru planned to scale its business model to other cocoa-producing countries and even transfer its business model strategy to other commodities beginning with the coffee segment in Dominican Republic. By exploring Inaru’s case study, students gain a deep understanding of how businesses can drive positive change, create value for stakeholders and contribute to sustainable development goals.

This case was written for use in teaching graduate and postgraduate management courses in entrepreneurship and economics, politics and business environment.

Teaching notes are available for educators only.

CSS 3: Entrepreneurship.

This grant-funded research utilized conversational agents (CAs), specifically Alexa Flash Briefings, to deliver supplemental audio content across educational settings, expanding the online learning environment of graduate students, residency teachers and mentors. The study aimed to determine the perceived usability of Flash Briefings and explore participant experiences related to Flash Briefings.

To explore Flash Briefing usability and participant perceptions, a review of relevant literature and researcher experience feedback was conducted. Additionally, graduate student feedback was sought via a modified Children’s Usage Rating Profile (CURP) Assessment survey, which also included questions related to listening habits and provided space for participants to share open-ended qualitative feedback. Data were analyzed for themes and descriptive statistics were calculated.

Findings suggest an overall positive perception of the use of Flash Briefings. A mix of positive experiences and challenges are identified based on user population. The study provides valuable insights for refining the utilization of Flash Briefings in higher education settings.

Variable levels of participation across a small sample size minimizes the generalizability of the results and fails to explore perceptions of student teachers and mentors.

The study offers an initial indication of benefits and challenges found in the implementation of an innovative technological intervention.

There is a continued need and demand for extending online instructional accessibility and communication across broad geographic areas. This study considers a unique approach and provides a step toward closing this gap by analyzing the effectiveness this content modality offers in higher education.

To plan the future university campus, campus executives need decision-making support from theory and practice. Matching the static campus (supply) with the dynamic (demand) - while safeguarding spatial quality and sustainability - requires management information from similar organizations. This study presents an evidence-based briefing approach to support decision-makers of individual universities with management information when making decisions for their future campus.

For the proposed evidence-based briefing approach, the continuous Designing an Accommodation Strategy (DAS) framework is used in a mixed-method research design to evaluate the past to plan for the future. Five campus themes and three campus models (solid, liquid, and gas) are introduced to describe the development and diversification of university campuses and their impact across different university building types. Based on this theoretical framework, first, qualitative interview data are analyzed to understand which standards campus managers expect; second, a quantitative project database is used to demonstrate what is actually realized.

The findings demonstrate that remote working and online education will become more common. Academic workplaces and learning environments are more adaptive to changes than laboratory spaces. The analyses reveal different effective space use strategies to meet the current demand: they include space-efficient mixed-use buildings, and mono-functional generic educational and office spaces. These results show that operationalized evidence-based briefing can help design the future campus.

The study adds knowledge during a critical (post-COVID) period when decision-makers need evidence from others to adapt their campus management strategies to hybrid and sustainable ambitions.

Although universities have extensive research and initiatives in place that align with the United Nations’ Sustainable Development Goals (SDGs), there is still a significant gap in documenting and assessing these efforts. This paper aims to discuss how academic libraries can apply their information management skills and open-access platforms, to facilitate the discoverability and retrieval of evidence on SDGs.

Introduced by a brief literature review on the role of libraries in contributing to the SDGs in general, the authors draw on their personal experiences as metadata specialists, participating in a project aimed at linking their university’s research output to the SDGs. A case study, from the University of Pretoria’s Veterinary Science Library, is used as an example to demonstrate the benefits of resourceful metadata in organising, communicating and raising awareness about the SDGs in the field of veterinary science.

Through practical examples and recommended workflows, this paper illustrates that metadata specialists are perfectly positioned to apply their information management skills and library platforms to facilitate the discoverability and retrieval of evidence on SDGs.

Although there are increasing reports on the contributions of libraries to support the successful implementation of the SDGs, limited information exists on the role of metadata specialists, as well as those with a practical focus.