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This case is designed to enable students to understand the role of women in artificial intelligence (AI); understand the importance of ethics and diversity in the AI field; discuss the ethical issues of AI; study the implications of unethical AI; examine the dark side of corporate-backed AI research and the difficult relationship between corporate interests and AI ethics research; understand the role played by Gebru in promoting diversity and ethics in AI; and explore how Gebru can attract more women researchers in AI and lead the movement toward inclusive and equitable technology.

The case discusses how Timnit Gebru (She), a prominent AI researcher and former co-lead of the Ethical AI research team at Google, is leading the way in promoting diversity, inclusion and ethics in AI. Gebru, one of the most high-profile black women researchers, is an influential voice in the emerging field of ethical AI, which identifies issues based on bias, fairness, and responsibility. Gebru was fired from Google in December 2020 after the company asked her to retract a research paper she had co-authored about the pitfalls of large language models and embedded racial and gender bias in AI. While Google maintained that Gebru had resigned, she said she had been fired from her job after she had raised issues of discrimination in the workplace and drawn attention to bias in AI. In early December 2021, a year after being ousted from Google, Gebru launched an independent community-driven AI research organization called Distributed Artificial Intelligence Research (DAIR) to develop ethical AI, counter the influence of Big Tech in research and development of AI and increase the presence and inclusion of black researchers in the field of AI. The case discusses Gebru’s journey in creating DAIR, the goals of the organization and some of the challenges she could face along the way. As Gebru seeks to increase diversity in the field of AI and reduce the negative impacts of bias in the training data used in AI models, the challenges before her would be to develop a sustainable revenue model for DAIR, influence AI policies and practices inside Big Tech companies from the outside, inspire and encourage more women to enter the AI field and build a decentralized base of AI expertise.

This case is meant for MBA students.

Teaching Notes are available for educators only.

CCS 11: Strategy

Organisational Development, Organisational Behaviour, Leadership Change.

Master of Business Administration, postgraduate studies, middle or senior managers on open programmes.

The case focuses on the dilemma that Douglas Lines, Nedbank’s Divisional Executive for Strategic Business Unit, South Africa, faced when a new sense of urgency was required to cultivate a culture of collaboration in Nedbank to overcome their silo-mentality.

Examine the current and recommend the preferred culture of Nedbank to enable collaboration; critically analyse and evaluate the suitability of the current structure recommend restructuring; insight into how contextual leadership contributes to collaboration in organisations; present judgement of strategies in initiating and enhancing collaboration to overcome silo-mentality.

A DVD is available with link and password. Teaching Plan and slides are available. The four learning outcomes are posed as questions for groups to discuss and model answers are provided as well as linking them to relevant literature.

CSS 7: Management Science.

The teaching case study is based on a (real-life) complex organizational and strategic context, and several bodies of literature may be used to interpret, analyze, explore and discuss alternative solutions. Among several relevant theoretical basis are (educational) leadership, strategy, institutional change, organization, practice orientation of education and organizational learning. The Instructors’ Manual gives suggestions as to how the case may be used in teaching and gives references to relevant literature.

The teaching case study is based on participatory action research. The narrative of the case is based on empirical observations in form of a research diary recording events, dialogues and discussion with colleagues and organizational leaders during a five-year period. The case study is based on real proceedings. But, the narrative is generic, and names are anonymized, and organizational contexts and events are disguised. Any similarities to real institutions are coincidental.

The case tells the story of Birk Grimson (PhD), a professional who returns to academia after many years of business practice in the private sector. He is struck by how different the work ambience is in academia and how bureaucracy and a rigid organizational structure seem to quell innovation, resulting in resistance to systematic learning, organizational development and strategic change.

The teaching case study is appropriate for business, organizational or administrative students at master’s, PhD level or executive education. For students with other disciplinary educational backgrounds (such as engineering, education or health care), some basic knowledge of organization and management or alternatively relevant experience is recommended.

Teaching notes are available for educators only. Please contact your library to gain login details or email support@emeraldinsight.com to request teaching notes.

This case introduces a framework for cost modeling. Two data sets (one for injection-molded plastic parts and another for compressors) allow students to apply the cost-driver framework in conjunction with basic spreadsheet and regression analyses. Although obviously applicable in a course on supply chain management, the case can also be used to teach competitive cost analysis for strategic decision making.

Microsoft employs 90,000 people and its products affect millions of users around the world every day. Developing the next version of Windows or Office is easy for Microsoft, but the company has struggled when it comes to more radical innovation. Intense competition from Google, Apple, and others threatens a business model that has delivered tremendous success over 25 years. This case highlights the strategic challenges facing Microsoft and provides insights into the organizational, leadership, and operational issues that must be addressed in order to define a successful innovation strategy at one of the world's most well-known companies.

This case study has been developed based on the primary data obtained through a series of interviews held with the senior management of Cargills, and the secondary data obtained from the company’s corporate website www.cargillsceylon.com/,annual reports and publicly available sources of information such as newspaper articles.

This case study focuses on the strategic responses employed by Cargills (Ceylon) PLC – a leading business conglomerate in Sri Lanka – in response to the challenges posed by the COVID-19 pandemic. The duration of this case study is from January 2020 to September 2021. The case study particularly examines the key business sectors of Cargills (Ceylon) PLC – retail, food manufacturing and quick service restaurants – which elaborate on the change management practices and strategies deployed by the company in each of these sectors during this challenging period. This study is based on the primary data gathered from the interviews held with the Cargills (Ceylon) PLC team, and the secondary data obtained from the corporate website of Cargills (Ceylon) PLC. This case study is most suitable to be taught in academic courses related to strategic change management.

The case is most suited to be discussed with undergraduates (3rd year and 4th year) following business and management studies related disciplines. While the pivotal area around which the case has been developed is strategic change management, covering environmental analysis, strategic analysis and process of change management, the case could also be used in strategic management classes, to discuss environmental analysis, strategic planning approaches and business and corporate level strategies.

CSS 11: Strategy.

Upon completion of this study, students will be able to define, explain and describe sustainability and its application in the business context; learn and demonstrate their understanding of current practices, processes and operations in companies that are aligned to business sustainability by identifying such in the case study to enable them to provide relevant examples; discuss and describe sustainable operations and practices across different industries; identify sustainable themes in manufacturing sectors and other related industries; and identify sustainable strategies for production and manufacturing processes.

This case study focused on Gunung Raja Paksi (GRP), a steel manufacturing company in Indonesia, with a portfolio in steel trading, cement plants and carbon markets. The case study covered the COVID-19 crisis period, especially the year 2020, which disrupted the normal operations of businesses and subjected the community to economic challenges. The emergence of GRP’s prominence in sustainable business attributed to the initiatives advanced by Kimin Tanoto, the chief executive officer (CEO) and chairperson of the Indonesia Iron and Steel Association (IISIA). Kimin Tanoto assumed leadership of GRP, a family-owned business, in 2018, despite being the second son. At the time of Kimin’s induction into the board of commissioners, two main challenges – the impacts of the COVID-19 pandemic, which disrupted the supply chains, and the company culture that resisted sustainable business approaches – acted as detriments to profit-making. Sustainable efforts, however, contributed to noticeable success during and after the COVID-19 crisis.

The case is suitable for instructions in undergraduate courses in Bachelor of Engineering (BEng) in Sustainable Resources, Engineering and Management, Bachelor in Sustainable Environmental Management, Bachelor of Culture and Arts in Smart and Sustainable Design, Bachelor in Sustainable Solutions and Bachelor of Science (BSc) in Sustainable Use of Natural Resources, and other instructions on sustainable practices.

Teaching notes are available for educators only.

CSS 3: Entrepreneurship.

This case is based on primary and secondary sources of information. These sources include interviews with senior executives as well as documents provided by Mondragon and Eroski. The interviews were conducted on-site. In addition, the authors researched the literature on both organizations.

Eroski is the largest of Mondragon Corporation’s coops. Since its founding, Eroski has faced numerous challenges. It has responded to each challenge with out-of-the-box thinking. In response to the pandemic, Eroski become an e-commerce supermarket as well as selectively continuing bricks and mortar stores. As the pandemic is winding down, Eroski is considering how to respond to the “new normal,” which is largely undefined. The question posited at the end of the case is, “Will Eroski be able to hold to its social principles, maintain its unusual governance model and other unusual practices, and survive this latest challenge?”

Eroski of Mondragon is a complex and unusual organization. To appreciate the challenges and how they were overcome by its unique business model, a student must have a minimum background in management, corporate finance and marketing. Thus, this case would fit well into a senior or graduate class on strategic human resource management. It is also recommended for the strategy capstone course usually offered during the last year of a business bachelor’s degree (senior level) to ensure that students are introduced to what Paul Adler refers to as an alternative business model. It can also be targeted for an advanced management course or a strategy course at the MBA and executive levels.

Siemens Medical Solutions (SMS) offered innovative products and systems, clinical solutions, and services for medical professionals. Its latest project, transforming a hospital to digital records and processes, was experiencing serious delays that had damaged the relationship with the client. Management believed the underlying problem was that SMS was not using the correct approach to organization and processes for solutions marketing. The executives in charge of on-time completion and successful delivery of the project must now agree on a different recommendation.

Students will examine the infrastructure, customer offerings, and competitive landscape for Seimens Medical Solutions, as well as evaluate three potential organizational models (transient solutions, solutions streamlined enterprise, and adaptive solutions) to determine which represents the ideal structure for SMS. They will be able to identify the role of leadership in the organization, recommend how SMS should prepare for this change, and recommend how it would measure the transformation's success.

Micro Finance Institution (MFI) named Rojiroti had been doing good work for weaker sections of the society and had brought about significant transformation in the lives of poor people, especially the Scheduled Castes, in villages of Patna district, the capital city of Bihar, India. Rojiroti was run by Centre for Promoting Sustainable Livelihood (CPSL) and had tested successfully a unique innovative model in micro financing which focused on helping the weaker sections by addressing their imminent needs which usually required very small loan amounts. With the various types of benefits people got from buying government subsidized ration to health and education in family to construct home or buy small livelihood assets. The beneficiaries developed high level of respect and trust for the MFI, Rojiroti. Rojiroti had received international recognition from universities such as University of Nottingham, UK; the University was not only researching on the model and its contributions to society, but also had supported it with funding to cater to its audience. Rojiroti did not believe in just providing finance to people like other microfinance institutions (MFI) or corporate social responsibility (CSR) funding by private and public sector organizations; its model focused more on creating capacities in the beneficiaries to sustain their livelihoods. However, after a decades time, Sunil, the protagonist in the case found himself in a situation where he had to decide for the future journey of Rojiroti after having reached a decent stage of growth The case discusses the journey of Rojiroti where the protagonist Sunil had a significant role to play and dwells upon the Rojiroti business model, its beneficiaries and value offerings to them, the changing environment outside and leaves the discussion open on the question of the choice of best road suited for Rojiroti.

The case is intended for the course on Strategic Management with a focus on business models topic. The case introduces the working of social cooperative business model and the nuances around it which is very much pertinent in today’s times where social enterprises have gained space in business and where businesses work around inclusive business models. The case is designed to provide supplemental support or discussion piece while dealing with business model / cooperative enterprise business model. This case provides opportunity to discuss strategic framework for an organization from the promoter’s perspective. The teaching notes is written from the perspective of the entrepreneur (the protagonist in this case, Sunil) who initiated the enterprise, with a learning goal to empathize and develop skills to have strategic decision making for a social enterprise.

The case is designed to provide supplemental support or discussion piece while dealing with business model / cooperative enterprise business model. This case provides opportunity to discuss strategic framework for an organisation from the promoter’s perspective. The teaching notes is written from the perspective of the entrepreneur (the protagonist in this case, Sunil) who initiated the enterprise, with a learning goal to empathize and develop skills to have strategic decision making for a social enterprise.

Teaching notes are available for educators only.

CSS: 3 Entrepreneurship.