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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

Entrepreneurship, Business Strategy.

The case is designed for business students at the undergraduate or MBA levels in courses that deal with social entrepreneurship. The case describes the future growth potential of the exotic vegetable/fruit market in emerging economy India and lends itself for use in Rural Management courses as well.

Nisarg Nirman Agro Products Private Limited (hereafter referred as NNPL), a social farming venture, was started by Anjali Churi in the year 1997 in India. Churi, an agriculturist at heart, was always interested in experimenting and conducting research on new crops. What started as a small research experiment soon prospered to become a commercial venture producing and selling exotic vegetables to the Indian business customers, such as the five-/four-star hotels, premier clubs, hypermarkets, etc. NNPL was one among the pioneers to start the cultivation of exotic vegetables in the country. Their indigenous produce was of high quality. Their business customers were benefitted by the freshness of their products as well as competitive pricing as compared to their earlier imports. In her journey to commercial prosperity, she adopted co-operative farming, thus providing employment and livelihood opportunities to Indian farmers. Over the period, NNPL was invited to provide agriculture consulting to some of the other countries, such as Maldives, Thailand and Israel. In 2014, the company boasted of an indigenous produce of 95 different varieties of exotic vegetables and fruits, with 34 clients across the country, revenues to the tune of INR40 million and touching lives of more than 600 farmers across the country. The Indian exotic vegetables market had a promising future. Churi desired to expand her venture but in a manner that could systematically impact and generate employment opportunities for the rural Indians. She was at crossroads to deciding what could be such a venture, agro-processing or agro-tourism? Any such expansions required substantial investments for agricultural research activities. The case is structured to achieve the following pedagogical objectives: a social entrepreneur's ability to identify and exploit the market opportunity for growing own venture as well as generating a larger social impact; understand the industry's change trajectory and its impact on the venture; understand the importance of such business models of cooperative farming in populous emerging economies such as India where 70 per cent of the population resides in rural India.

The case that maps the growth/challenges of a social farming venture and allows students to: understand that small social venture also has the ability to generate a larger social impact; evaluate the venture's strategic positioning and scope in a competitive environment; and evaluate the need and potential of business models as cooperative farming to generate employment at the base of the pyramid in populous emerging economy as India.

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

Organizational behavior, human resources, culture, international business, international entrepreneurship and emerging market studies.

MBA and MSc students (and some advanced-level undergraduates) in an MBA module being taught face-to-face in an emerging market context. MBA courses such as managing cultural diversity, cross-cultural management, organizational behavior, human resource management, international business and business in emerging markets. The exercise is also relevant to teaching the subject of assignment- and dissertation-writing, given the element of data collection and analysis.

This exercise is designed to be an MBA class exercise in which students try to answer the question: what are the national cultural characteristics of the typical executive or manager in my country? Are these behaviors as the textbooks describe, or have they changed, especially with economic development?

The example of country chosen for the class exercise can be any emerging market country, especially one undergoing significant change. Much of the research on cross-cultural management conducted in emerging markets was carried out 20 or 30 years ago and the changes in emerging markets have been dramatic since then. It is highly likely, when reaching the results of this exercise, that the culture of the chosen country has indeed changed dramatically, becoming more like a typical developed or “emerged” country. Much of the original cross-cultural management research was also based on a similar group – employees of US-based high technology companies, arguably similar to the sample to be involved in our exercise here.

National cultural characteristics can be described and defined in ways which will allow for comparisons, to gain useful insights – and these behaviors are not good or bad, just real and different.

Cultures can change or stay the same, due to certain demographic, economic and social influences, which we can study and measure.

If we proactively interview colleagues and other contacts to test our understanding of these national culture constructs, we can gain more insights and awareness (rather than just listening to a lecture).

Teaching notes, student assignment.

Social entrepreneurship/innovation.

Basic to advanced level.

This case introduces students to the context of social innovation and social entrepreneurship. Societies are facing new challenges that will require innovative solutions. In our society, social needs are addressed in a variety of different ways. Some of these needs are addressed mainly through public organizations, some in private spheres through associations or businesses, and others in informal organizations or maybe not at all. As changes occur in our society, the current practices we use to meet our needs will not necessarily be the same practices we use to meet our needs in the future. In response, a number of initiatives are emerging. This case describes the process of such a new initiative.

Students need to understand what social innovation is; in how many ways it manifests; and why it is a multi-disciplinary field. Students need to understand the difference between for-profit and not-for-profit organizations and which challenges they are effective in addressing (context dependency). Students need to understand, describe and discuss the process and methods of developing social entrepreneurship and social innovations using the House of Plenty Social Innovation Model as a case. Students need to understand and discuss the main challenges that not-for-profit social innovations face in securing financial sustainability and in scaling up using the House of Plenty Social Innovation Model as a case.

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 3: Entrepreneurship.

corporate policy and strategy – mergers and acquisitions.

Post graduation (MBA and other management degrees). It includes courses on Strategic Management, Business Environment and International Business.

Markets are becoming highly connective, accessible and communicative and reaching maturity at a very high phase. Acquisition is a choice to enhance the emerging and diversified markets. This case paper presents insights on Vedanta – Cairn India cross-border acquisition deal in Indian oil and exploration industry. This case synchronizes the gap between strategic planning and outcome of actions. The study exclusively evidences the reaction of stocks of all attached parties against acquisition announcement and compares with market performance.

Strategic mapping of business negotiations, while in-organic choices, further the impact of economic, political, legal and regulatory factors on cross-border mergers and acquisitions (M&A), deliberate deal financing mechanism and leadership diplomacy. It proposes from the viewpoint of corporate in-organic alternatives and to strengthen the upcoming research field of strategy & policy.

Global M&A market, shareholding pattern, income statement and balance sheet of Cairn India Ltd, financial figures of Vedanta Resources, tabular data on stock and index performance, deal structure and teaching note.

In late 2019, Dr. Hiroaki Kitano, the president and director of research at Sony Computer Science Laboratories (Sony CSL), had decided he would be stepping down from his position soon. Sony CSL, a small blue-sky fundamental research facility funded by Sony, had always operated on the strength of the trust between Sony's CEO and the lab's director. Sony had been hands-off in its management, leaving Kitano to hire, fire, fund, and evaluate the lab's researchers and project portfolio at his own discretion. Now that he was stepping down, however, he worried that Sony CSL could not withstand his departure. Kitano wanted to make a transparent plan for the organization's future before he handed off Sony CSL to his successor. That plan involved three key decisions. First, what should be the optimal structure and governance of Sony CSL? Should it maintain its independence and autonomy, or should it align more closely with Sony's business priorities? Second, how could Sony CSL scale its impact on Sony and society at large, given its small size? Finally, should Sony CSL establish some standard methods of measuring project success and strength of the portfolio? In making these decisions, Kitano wanted to ensure that he preserved the unique culture that had allowed Sony CSL to pursue path-breaking research and innovation.

Social entrepreneurship, sustainable development and emerging economies.

Advanced undergraduate students and Graduate students (MBAs).

We present the case of Marli Medeiros, a community leader in the city of Porto Alegre (south of Brazil) who has been working with the local government, local firms and local inhabitants over the last 40 years to build an organization that has been changing the reality of the slum Vila Pinto. The case highlights three main dilemmas faced by Marli Medeiros. Part 1 addresses whether to start a social entrepreneurship project in an environment surrounded by household violence and drug influences. Part 2 examines how to organize a community to develop this social project and challenge the context (local drug dealers). Part 3 considers how to work with different social players to innovate and manage a self-sustained social entrepreneurship that brings social change for an impoverished community.

Understand the five main characteristics required by social entrepreneurs to achieve social change by economic, self-sustained activities: social vision, sustainability guidelines, social networks development, search for innovation and search for financial returns. Understand the social entrepreneurship model from the point of view of a female leader in a local impoverished community. Understand and analyze the social and economic context of an emerging country.

Teaching note.

The case is meant for teaching business management students at the Postgraduate and Executive levels. It can be incorporated in the marketing management, entrepreneurship and international business course curriculum.

Since its inception in 2015, VAHDAM India had carved a niche for itself in the Global Tea Industry in a span of just seven years. The 29-year-old Founder-CEO, Bala Sarda was the first to create India’s largest born-global direct-to-consumer (D2C) premium wellness brand by bridging the gap between demand and supply of the country’s finest teas and superfoods globally. The venture also became a poster child for sustainability by strengthening its green credentials over the course of time.Having attained profitability in FY21, VAHDAM now aims to become a ₹500 Cr. brand by FY24. To push the goal across the line, channelisation of marketing will take centre stage. The case highlights the management’s dilemma of using green marketing as the pivot for increasing its market share in the emerging economies and boosting revenue. The underscored opportunities and challenges have to be addressed so as to formulate a green marketing mix suitable for the emerging market scenario.

Participants will develop an understanding about the evolving consumption landscape inclining towards eco-friendly wellness products and the relationship between green marketing mix, brand equity and its channelisation towards revenue generation. They will also get an overview of marketing challenges faced by a premium D2C wellness brand while entering an emerging market. The readers shall be able to analyse and suggest ideas for the formulation of an effective green marketing mix to meet the consumer expectations and achieve desired brand positioning.

Teaching notes are available for educators only.

CSS 8: Marketing

The learning outcome of this study is to bring to the table of a wider intellectual audience, a unique model of community-based entrepreneurship, which is working wonders with its unique selling points (USPs) in promoting sustainability and conserving the ethos of villages and, at the same time, generating livelihoods through traditional farming techniques adopted by the rural population residing in the Himalayan region of India.The proposed case study can be used as a replicable model in other parts of rural India and other emerging economies to start and scale up a similar “integrated rural development model” through effective policy advocacy and public–private partnerships and to develop sustainable farmlands and livelihoods for rural India. It has a definite potential to be used as a pedagogical tool in postgraduate programmes offering courses in microfinance, financial inclusion, social and community entrepreneurship, sustainability, entrepreneurship, community development finance and rural immersions and public policy.

This case study is set in the backdrop of 2023 having been declared by the UN as the International Year of Millets and India being the homeland for millet cultivation. The objective of the case study is to bring to the table of a wider intellectual audience, a unique model of community-based entrepreneurship operating in the Himalayan region of rural India. The community-based entrepreneurship model works on the USP of promoting sustainability and conserving the ethos of villages and generating livelihoods through traditional farming techniques. This case study traces the journey of Roopesh Rai (protagonist and the founder of Bakrichhap), the community-based entrepreneur and his challenges in setting up the enterprise. The narrative is built in the light of a series of interviews with Rai, the main protagonist and the founder of Bakrichhap, as well as the people of Goat village by Komal, a post-doctoral fellow in the area of community-based enterprises (CBEs). Through this narrative, the case writers’ endeavour was to understand how CBEs such as Bakrichhap were providing a means of integrated rural development in the hilly region of Uttarakhand, India. Also, how such enterprises were thereby curbing distress migration, unemployment and a large-scale erosion of the cultural heritage and traditional and indigenous farming techniques of the land. In the first seven years of the operations of this uniquely curated CBE, Rai endeavoured to iron out many bottlenecks. This case study also highlights the gamut of challenges faced by community-based entrepreneurs like Rai in designing strategy for growth and expansion. What strategy should Bakrichhap follow for expansion to the other regions of the country? Should all the three existing verticals of the enterprise be scaled up parallelly or should each individual vertical be expanded one after the other in a phased manner? Stemming out from the main dilemma of strategic expansion were the related issues of funding (finance) and the formation of an effective team (HR).

This case study can be used in undergraduate, graduate and executive programmes offering courses in microfinance, financial inclusion, social and community entrepreneurship, sustainability, entrepreneurship, community development finance and rural immersions and public policy.

This comprehensive case study is written by using the triangulation of data collected through a series of personal interviews, website information, news articles, personal observation and field visits. The research design used is single case (holistic; Yin, 2003, 3rd edition). The timeline of this case study is 2021 to 2022 and place is Nag Tibba, Uttarakhand, a Himalayan state in North India.

Teaching notes are available for educators only.

CSS 3: Entrepreneurship.

Brand strategy, marketing strategy, service marketing, hospitality management and international marketing strategy.

Post-graduate-level students; practitioners from the hospitality sector, brand management, corporate social responsibility (CSR) and the arts and culture field may also benefit from the case.

Jumeirah Group is a luxury hospitality company that is implementing a global brand strategy after developing a strong-regional reputation. Jumeirah's strong cultural alignment to its Dubai heritage in the form of its hallmarks and communication tag line “Stay Different” is being translated into events, activities, sponsorship and more importantly in terms of service to create a symbolic and experiential brand strategy. For Alice Royton, the Director of Branding for Jumeirah Group, the dilemma was how to maintain the thrust forwards as a top luxury brand and keep brand synergy especially as Jumeirah was increasing its portfolio and the competitive arena heats up in the international market place.

Creation of stakeholder value, brand strategy looking at various brand levels, using arts and culture as part of CSR initiative; communication strategy, emotional touch points and moment of truth as part of interactive service strategy; CRM and loyalty.

Teaching notes.