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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

As China has pressed ahead with rural revitalization in recent years, its rural financial sector has also developed rapidly and the financial environment has been greatly improved. But compared with urban areas, the rural financial sector makes rather limited contributions to rural economic development for a variety of reasons, including single types of service providers, narrow coverage, and lack of services and products. The underdevelopment of the rural financial system is closely related to the characteristics of its target customers and the economic system. The deficient rural financial credit system, the low level of IT application, the difficulty in data collection and integration, and the insufficient collateral of farmers pose high costs and huge risks for financial institutions when providing credit and other financial services.

In the present case, fintech and financial innovation complement each other: The application of fintech makes innovation possible, and the need for financial development fuels the development of fintech. Leveraging fintech and new business models, MYbank has overcome the main obstacles in the development of rural finance to provide convenient financial services for farmers and rural MSEs. Fintech is the abbreviation of “financial technology.” It can be understood as the combination of finance and technology for easier understanding, but it is more than that. Fintech refers to the innovation of traditional financial products and services with various technologies to improve efficiency and reduce operating costs. The emergence and development of fintech have led to the creation of new business models, applications, and processes, which have triggered major changes in financial markets, financial institutions, and the ways financial services are delivered, and are reshaping the financial landscapes of countries and even the world.

There are three major problems in the development of rural finance: difficult access to data, difficult risk management, and difficult market penetration. In order to gradually remove the obstacles and guarantee sustainable business development, MYbank has created three new business models with the power of fintech: digital inclusive finance at the county level, industrial finance, and platform finance. With these models, MYbank is searching for a “Chinese solution” to the worldwide problem of rural inclusive finance.

Business, management.

This case is suitable for undergraduate and postgraduate students studying topics related to human resources, decision making, managing in multinational companies and crisis management. In addition, the case is useful study for practitioners in non-governmental organizations (NGO).

Dr Manal Taryam, the Chief Executive Officer, was discussing with Ms Shurooq Al Banna, Marketing Specialist, the achievements and challenges faced at Noor Dubai over the past three years. Noor Dubai is an international charity for the prevention and treatment of blindness. The problem facing these decision makers is the prioritization of their resources to support logistics management, operations, human resources, funding and educational issues. In addition, to meet the needs of the visually impaired, a long-term mission is to establish permanent eye centers in areas of most need.

Students will be able to:

• Describe the problems facing Noor Dubai in relation to logistics management, operations, human resources, funding and educational issues.

• Explain how the management strategies of Noor Dubai prioritize logistics management, operations, human resources, funding and education.

Describe the problems facing Noor Dubai in relation to logistics management, operations, human resources, funding and educational issues.

Explain how the management strategies of Noor Dubai prioritize logistics management, operations, human resources, funding and education.

Teaching notes.

The learning outcomes of this paper is as follows: to review the basic differences between the two evolving bonds, i.e. green vs masala bonds in the Indian capital market; to comprehend the factors that need to be considered in deciding the type of bond to be issued; to assess complexities, such as process, timing, risk and location in relation to the issue of the green bonds; and to understanding the rudiments of bond economics, such as pricing, all-in-cost and yield-to-maturity of bonds and make a comparison of all-in-cost of the Reg-S bond and green bond to Indian Railway Finance Corporation (IRFC).

In September 2017, IRFC, a public sector undertaking registered as a Non-Banking Finance Company with Reserve Bank of India under the administrative control of the Ministry of Railways, was planning to raise US$500m 10-year green bonds from investors in Asia, Europe and the Middle East. The green bond proceeds were proposed to be used for low carbon transport and in this way, contribute significantly to the green initiatives of the Indian Railways. Many companies in India had issued regular bonds without labeling them as green but had used the proceeds of the bond for climate-aligned assets. Therefore, a bigger challenge before the IRFC management was the economics of green bond for getting a nod from the Board of Governors to go ahead. Some preliminary estimates on cost of green bonds were received from few bankers but to see that the terms of green bonds are met eventually, the Director (Finance) developed his own estimate of the cost of the new bonds. The Managing Director and Director (Finance) of IRFC were trying to figure out the economic advantage of green bonds besides its social benefits.

MBA Programme Executive Training.

Teaching notes are available for educators only.

CSS 1: Accounting and Finance.

Management and leadership.

Undergraduate and graduate.

Mr Lionel Thibaud, the General Manager, was highlighting the achievements and challenges faced at Impression et Enregistrement des Résultats (IER) within the Middle East region over the past four years in relation to the various cross-cultures and multi-nationalities. IER is a world-leading supplier of printing terminals and IT solutions for the air transportation industry. The problem facing the decision-maker is how to do business with the Middle Eastern countries and handling and striking a balance with all the varying cultures and customs. In addition, to meet the needs of the customers, a long-term mission is to establish long-term relationships and collaborations.

On completion of utilizing the case study as an exercise, students should be able to: case-specific skills – critically examine the importance of the cross-cultural management, decision-making, managing in multinational companies and leadership and management in the Middle East and demonstrate this by analysing real regional/world examples using complex theoretical frameworks; identify examples of best practice (including ethical “best practice”) and explain the dynamics towards cross-cultural management, decision-making, managing in multinational companies and leadership and management with reference to a range of theoretical models and apply these in a meaningful way to the MENA region; discipline-specific skills – synthesize and critically evaluate a corpus of academic literature and government reports on cross-cultural management, decision-making, managing in multinational companies and leadership and management; link cross-cultural management, decision-making, managing in multinational companies and leadership and management concepts and theories to real regional/world examples; personal and key skills – reflect on the process of learning and undertake independent/self-directed learning (including time management) to achieve consistent, proficient and sustained attainment; work as a participant or leader of a group and contribute effectively to the achievement of objectives in the field of cross-cultural management, decision-making, managing in multinational companies and leadership and management.

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

The case can be used in the subject area of strategy particularly with a focus on emerging markets.

This case is aimed at use in MBA- or Masters-level courses, or executive education programmes in strategy, entrepreneurship or business modelling. It will also provide insights into small to medium enterprises operating in emerging markets.

Devil's Peak is the largest craft beer brewer in South Africa. This case provides context to the craft beer market in South Africa, a highly fragmented and diverse yet dynamic market. The case further explores the business strategy behind Devil's Peak's success, the importance of strategic decisions, growth decisions, and product portfolio selections' impact on business strategy. Devil's Peak experienced rapid growth phases that have come with various trials and tribulations and the case explores the issues and decisions around rapid growth businesses.

– To analyse a market before entering it using Porter's Five Forces or other tools.

– To assess, as well as understand, the complexities and issues arising from rapid growth in entrepreneurial operations.

– To evaluate different growth strategies — organic growth versus inorganic growth, like acquired growth.

– To make product portfolio selection decisions and the strategic importance of which products to invest in and grow, using tools like the Boston Consulting Group (BCG) growth-share matrix or other tools.

Marketing, strategy, and integrated marketing communication.

The case is suitable for analysis in an MBA level marketing communication course where the theories of hierarchy of effects (HoE) models, push vs pull strategies as well as positioning strategies can be introduced. The case is suitable for analysis in an MBA level marketing course for the module on marketing communications/advertising and promotions.

Sanjay, the regional head of PepsiCo India (eastern region), had been tasked with the preparation of a support plan for a new communication campaign of Mountain Dew, a yellow-coloured drink in PepsiCo's soft-drink portfolio. He had attended a meeting at the headquarters where he had been briefed on the new national campaign roll-out for Mountain Dew – for the first time with celebrity association. While Mountain Dew had been growing its market share in other regions of the Indian market, the Eastern region had been unresponsive to the mass media image building campaigns. During the meeting, the various aspects of Mountain Dew's performance were discussed and Sanjay was asked to prepare a support plan for the national campaign that will help to increase revenues and market share of the brand in the Eastern region.

To understand the complexities of differential impact of integrated nation-wide communications on various segments of the market due to cultural variations, to understand the role of push strategy vs pull strategy in marketing communications, to understand the role of consistency in image between the trade and consumers perception, to understand the impact of celebrity endorsements, an introduction to the HoE communication models and their applications, to understand limitations of the HoE and Think-Feel-Do models in objective setting and understanding the uses of alternative models, to build a communication plan based on pull vs push strategy.

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

Strategy, strategic management, market and product analysis.

The case is intended for a business strategy course in management. The target participants are MBA students specializing in strategy area as well as middle level and senior level managers from the industry, who come for an executive programme in management science.

Year 2009, Mr Pawan Kumar (General Manager, Halonix Limited) was facing a decision-making situation in the organization. Being one of the most experienced and oldest employees of Halonix (incorporated as Phoenix Lamps Ltd in 1991), he had witnessed the tremendous growth of the company since its inception in 1991. The company was having a global brand image in automotive halogen lamps and became a dominant player in compact fluorescent lamp (CFL) market in India by 2007. With the increasing competition and change in market dynamics, the company needed to decide upon the future product portfolio mix and strategy to be adopted to gain the maximum benefit and win over the competition in both the product segments. The automotive halogen product segment was generating higher margins but having relatively slow growth. The CFL product segment was a growing market but was generating low margins due to increasing competition from entry of large number of players.

The theoretical concepts, which will be explored in this case, involve the following: the importance of industry structure analysis in understanding the basis of competition. The importance of value-chain analysis in strategic planning. The importance of Boston Consulting Group growth-share matrix in evaluating the product portfolio mix having different growth drivers and target segments?

Teaching notes.

Few cases allow the student to understand the relationship between brand strategy, marketing strategy, implementation, and analysis. While some conceive of the process as being sequential, this case demonstrates that in fact, this process is more fluid, and that implementation and analysis impact subsequent strategy.

This field-based case provides a rare glimpse into the turnaround of a brand that was all but dead. After Buick suffered more than five decades of declining business results and an inferior brand image versus all rivals, few thought that the brand could be resuscitated. This case provides a valuable under-the-hood look at how the Buick team, over time, progresses through a series of marketing improvements all anchored on an evolved strategy. Specifically, Buick introduced a shift in brand strategy behind an evolved brand essence statement (i.e., brand positioning), improved product lineup, new-to-the-world innovation, enhanced dealership service, and more compelling advertising. The results led to a record number of product awards, significantly improved advertising measures, improved service ratings, and better business results.

Despite significant improvement across multiple dimensions of the business, Buick still trailed key competitors on one of the most important measures Buick tracked—the brand momentum rating—suggesting that there was still more work needed to complete the brand turnaround. The case introduces Molly Peck, the new marketing director on Buick, who is wondering what more, if anything, Buick should do. The material allows for instruction around marketing strategy and the process of converting it into implementation through the use of a creative brief.

The subject areas are strategy, general management, health-care management, change management and inclusive growth model and application of technology to manage health care.

The case can be used to teach challenges in managing change in a health-care facility.

Tata Memorial Centre (TMC) is dedicated to provide best health-care services in the field of cancer cure. TMC established its credentials for service, education and research, which contributed to it being rated among the ten best hospitals year on year. Starting from humble moorings, TMC has grown to an institution of high repute from an 80-bed hospital to a 700-bed hospital. TMC held a number of pioneering efforts, which included bone marrow transplantation, external beam radiotherapy (linear accelerator), tumor tissue bank and bio-imaging to name a few. The management team of TMC had ensured that the growth had been orderly and appropriate to the changing needs of the community. Managing a hospital with disparate skill sets in the face of ever-increasing demand for services had always been a challenge in itself. As a government-run facility and well funded by the trust, TMC offered excellent services and post-operative care to the patients. So, it became imperative for the hospital to adopt technology to improve its hospital services and maintain transparency. Patients came to the hospital from different states in India and across the globe. TMC registered international and national patients online. Online medical reports were checked before the patients visited the hospital. TMC has developed an e-system that will allow patients around the world to send their tissue samples that are suspected to be cancerous for medical advice to the hospital. This case study is developed to provide insights into the transformation of TMC into an e-health-care service and explains the process of change management.

They are to provide insights into the challenges in health-care management, to illustrate the challenges faced by organization in implementing information and communication technology- managing change and to bring about best practices in the case organization and find solutions to the following questions: What are challenges faced by health-care officials in providing health care using new technological innovations? How can hospitals equip themselves with new technology? With the advent of improved and modern communication methods, medical practices and cases are more easily shared. Cases are discussed, recorded and, in many cases, put up for general public viewing through the electronic media. How can hospitals manage change? How can hospital administrators manage speed of delivery, quality healthcare, innovation and brand image?

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.