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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

Ethic code moral and ethic dilemma.

The case study is based on a series of in-depth interviews carried out with the owners and directors. The data were complemented by documentary analysis, including descriptions of internal processes, and industry information. The teaching note opted for an exploratory study using the open-ended approach of grounded theory.It is important to mention to the students that although the names of the characters and the company were modified for confidentiality reasons, the case actually happened.

Roberto Rodarte, an employee of Internet Architects Interactive, won a luxury car in a raffle from the hotel where he was staying in a business trip. Roberto decided to keep the car and did not inform the company of what had happened.The company did not have any established policies for these situations. Manuel de la Torre, a partner, thought that it would be fair if either Roberto give the car to the company Roberto, thought that the car belonged to him.The company decided to fire him. What could be done to avoid similar situations arising in the future?

The case can be used by administrative program students and Master of Business Administration students in courses such as management, good management practices, human resources, leadership and business ethics.

The learning outcomes are as follows: identify how tools and frameworks of strategic management can be applied to understand the evolution of the timeline of a firm; analyse the core competencies and weaknesses of a firm and understand their relevance in strengthening the competitive advantage of a firm; and design appropriate business models that are grounded in an integrated strategic analysis.

The case series traces the attempts of Nisrine Khalifeh to save her family’s ailing Lebanese artisan micro-enterprise that produces handmade glass blown jars, jugs and cups. Despite their unique traditional know-how in glassblowing, The Khalifeh struggle to survive since the early 2000s until today in a context of a growing concurrence by more competitive glass products. After each triggering event faced by the Khalifeh firm, Nisrine’s exploits opportunities offered to her in an archaic business model approach that provides short business solutions. Nisrine seems not to realize that her business approach is just keeping her family business from dying today instead of tomorrow while keeping it on the verge of going under. Facing an additional dilemma, she is challenged to realize how competitive and sustainable the Khalifeh business model is, and which actions she should take to withstand the competitive threats. More sustainable business options exist to this traditional micro-enterprise which carries a strong growth rate potential if sustainable business models are developed and deployed using key tools and frameworks of strategic management analysis.

Undergraduate Business Students,

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

CSS 11: Strategy.

The learning objectives (or expected learning objectives and outcomes) are to be achieved by linking them with particular concepts, theories and models. These include conducting a situational analysis of the social business, namely, Lilly Apartments’ Welfare Association; explaining the characteristics and mindset of the leadership, particularly the social entrepreneurial leaders; analysing the conflict among the team members; and designing strategic solutions for combating crises and attaining operations’ effectiveness.

Lilly Apartments’ Welfare Association Karachi was registered under the Act of 1860 of the Government of Pakistan. The members established this Association to oversee the affairs of the maintenance of the apartments, including the provision of utilities, particularly water, sanitation, lifts, generators, parking, security and a park with a small play area for children. The front-burner issue of the Association consisted of mis-governance (causing underperformance), including maintenance of buildings within apartments; recovery of funds from the past executive committee (EC) members due to their massive corruption; managing defaulters’ issues (i.e., the members who did not pay their monthly maintenance fees) and deficiency of funds; inefficient and corrupt practices of the majority of the employees, including one manager and two supervisors; and task-related and personal conflicts between the leadership members. The EC of the Association was elected every year and presently it had only four months left. The research design used for this case study involved conducting 12 interviews, four each involving EC members, former EC members and senior residents, which were analysed to learn the challenges and achievements of the Association. Moreover, pertinent records of the Association were reviewed. The canons of research ethics and soundness were applied.

This case study is suitable for the students of social entrepreneurship or strategy or strategy and leadership. The study level is for graduates in management science, including MBA and EMBA students. This case study is suitable for teaching at any point but ideally near the middle or end of the aforementioned courses.

Teaching notes are available for educators only.

CSS 3: Entrepreneurship.

This case has three primary objectives. First, it allows students to think through a conceptual cost and benefit analysis associated with the decision-making process in line with basic economic thinking. Students will revisit core concepts of marginal benefit vs marginal cost, the notion of opportunity costs and the role of sunk costs in this type of analysis, while also highlighting the nature of market structure, oligopolies and competition across firms in an industry. The second goal of this case is to consider the role of business ethics in the DC-10 case: specifically, to consider the potential influence of moral awareness and moral disengagement in unethical decisions made by McDonnell Douglas. Students will develop an understanding of these concepts and solidify their learning by applying them to the case and engaging in active discussion. Finally, the third goal of the case allows students to explore organizational culture and specifically offer recommendations for organizations thinking about the link between decision-making, the role of ethics and culture.

The technical reports released by the National Transportation Safety Board along with secondary data such as available public data such as news reports were used to round out the synopsis of the case study.

This case explores the accidents of two McDonnell Douglas DC-10s in the early 1970s at the onset of the jumbo jet race between Boeing, Lockheed and McDonnell Douglas. It explores the series of events during the “Windsor Incident” in 1972 and the subsequent accident over Paris in 1974. It explores the reasons why the cargo door on the DC-10 was faulty and subsequently why the door was not fixed. It examines the interplay of industry suppliers such as McDonnell Douglas and how they interact with oversight authorities such as the Federal Aviation Authority. The Teaching Note focuses on the economic thinking at McDonnell Douglas, behavioral ethics and organizational culture.

This case is best explored over a 90 min session but could be expanded to take up one 3 h session. The authors have used this case format in an undergraduate organizational behavior class, an MBA Leadership and Organizational Change class, and an MBA Economics of Managers class. It works particularly well in the MBA setting, as students with work experience can see the links between the mistakes made by McDonnell Douglas and their workplaces.

Corporate social responsibility (CSR).

Graduate, undergraduate and executive education.

The Institute of Management Technology, Nagpur, in the year 2013 started the Centre for Corporate Governance to emerge as an academic and research center for the industries in the vicinity of Nagpur and engage industries in CSR activities. On completion of one year of the center, the team responsible for execution of the programs was disappointed with the Centre’s progress. They decided to start an empowerment program with students from a poor village school. The initiative was well received by the school and its students. Now the team is facing the challenge of sustainability and scale up of the initiative.

To understand the concept and motives of CSR; to evaluate how a nonprofit-making entity can contribute to its communities; to explain the nuances of stakeholder engagement; social empowerment and inclusiveness; and student engagement and volunteerism.

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

CSS 11: Strategy.

This case involves the March of Dimes (MOD) Foundation, the “leading nonprofit organization for pregnancy and baby health.” MOD’s mission was to support medical research, organize volunteer workers, and provide community services and education to save babies’ lives (www.marchofdimes.org). The strategic issue in the case involves creating awareness of both the mission and services of MOD and the critical issue driving that mission – premature births. The organization must create a desire for various target markets to take action in response to the problem. The main protagonist is Doug Staples, Senior Vice President for Marketing and Communications.

Data were collected via personal interviews with the primary protagonists, Doug Staples, and Mike Swenson of the Barkley agency. The MOD provided quantitative Gallup studies they commissioned, as well as documents unveiling the roll-out in the San Jose, CA region. The Barkley Agency provided qualitative data from a study which consisted of eight focus groups conducted in two markets and ten personal interviews. Secondary research was used to provide a support for industry and market data, to supplement organizational facts provided by the MOD, and to identify and link marketing theory to the situations provided in the case. The organization, facts and characters in this case were not disguised. MOD was consulted throughout the case development process.

This case study is recommended for marketing courses at the undergraduate level. It is most appropriate for marketing management, introductory marketing, or marketing strategy classes. Additionally, this case is a good fit for courses focused upon not-for-profit marketing issues.

The strongest opportunities to apply theory using this case relate to branding (see De Chernatony and Dall’Olmo Riley, 1998 for a content analysis of the brand literature). These theories include brand image and personality (Aaker, 1997; Belk, 1998; Grohmann, 2009), brand awareness (Aaker, 2002), brand involvement and customer loyalty (Brakus et al., 2009), brand engagement (Sprott et al., 2009), brand relationships (Breivik and Thorbjornsen, 2008), and brand equity (Aaker, 2002, 2008). Specifically, question 2 addresses brand personality, and questions 3 and 4 explore relationships with the brand such as the emotional power of the brand and brand association. Question 6 focuses on positioning strategy.

Is “Fair Trade” really fair? This case examines the concept, history, and logistics of the Fair Trade movement, specifically for coffee. Fair Trade began as an attempt to ensure farmers received fair compensation for their crops and credit when needed. Fair Trade also provided opportunities to help coffee growers learn best practices and sustainable farming methods (minimal damage to the environment, for example). But Fair Trade had its critics, who claimed that ultimately the farmers did not benefit and that retailers charged more for Fair Trade products and pocketed the difference. This case examines these issues through the eyes of one coffee-drinker who has specifically chosen her caffeine venue because of the Fair Trade designation.

This case explores the larger context of competition among Internet companies for market share globally, especially in the emerging Chinese economy, as well as concerns about advancing the core values of the company including user privacy. Specifically, it concerns the decision facing Yahoo! CEO Jerry Yang when he is confronted with a request by the Chinese government to release the name of one of its users for alleged violations of Chinese law.