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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

Using this case, the students will be able to: understand the ethical issues such as “Management by Trust”, and having specific “Code of Conducts” in an organization; analyse the unethical behaviour that can occur inside the organization based on ethical theories such as egoism, utilitarian, deontology and virtue theory; discuss elements that promote fraudulent behaviour using the fraud triangle framework; explain how internal control contributes in deterring fraudulent employee behaviour; and analyse strategic approach to handle employee misconduct to reduce the risk of fraud.

The owner of Fortune Weddings, Anis, realized that his business was not as profitable as it used to be in the early years. He was suspicious of his employee Samera, for the sudden change of her luxurious lifestyle, but he did not inquire her as she was a hard working employee and customers were fond of her friendly attitude. Nissa, the wife of Anis, received message from customer to confirm the payment, but when she checked the bank account, the money was not there. Further investigation by Nissa revealed that it was Samera who was stealing money from the company. She used to give her personal bank account to customers to transfer their payment. Anis must decide the appropriate course of action to resolve the issues as soon as possible. Failing to do so will incur more incidences of stealing.

The intended audience for this case study are both undergraduate (BBA) and postgraduate students (MBA, MSc) who are taking the Business Ethics course.

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 7: Management science.

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.

This is a field-researched case about a nonprofit organization, the Accelerated Cure Project (ACP), dedicated to accelerating advances toward a cure for multiple sclerosis (MS). Inspired by the successful open source software development platform, ACP brings the strengths of that platform into the medical research and development environment. At the opening of the case, Robert McBurney, an Australian scientist with extensive experience in the biotech world, has been named CEO. McBurney and his team want to use ACP's bio-sample and data Repository to drive innovation in the search for the cure for MS by fostering collaborative research and development across research institutions, pharmaceutical and bio-tech companies. To encourage such collaboration ACP waives its rights to potentially lucrative Intellectual Property. This decision to foster collaboration at the expense of revenue sources appears problematic, since ACP does not have the staff or resources to undertake fundraising at the scale needed to fund current projects. ACP chooses to serve instead as an open access research accelerator making an impact on the field by functioning as an innovation driver rather than a profit maker. Is this an innovative recipe for success in finding a cure for MS or a recipe for financial disaster for ACP?

Interviews provided the primary source of data for this case. Four semi-structured interviews were conducted with the CEO of ACP, the Vice President of Scientific Operations, and a member of the organization's Board of Trustees, a collaborating university researcher, and the President of a bio-tech company working with ACP. Interview data was supplemented with additional information from ACP's web site, news reports, McBurney's comments at Suffolk University's Global Leadership in Innovation and Collaboration Award event, and follow-up conversations.

This case is intended for use in an undergraduate course examining strategic management issues midway through the term. The case discussion can center on issues relating to: first, the development of the business model; second, revenue resources and fundraising. Students are expected to spend two to three hours of outside preparation reviewing concepts of change leadership and the collaborative enterprise business model. They should read the case materials and brainstorm options for improved change leadership. The case can be taught in one two-hour class period.

The purpose of this case is to introduce students to the strategic management and funding challenges faced by an organization that is using a non-traditional business model in an increasingly complex environment. As a result of discussing this case, students should be able to: first, examine strategic organizational strengths, analyze opportunities created by business, market and environmental factors, and strategize to minimize weaknesses and to address threats identify an organization's strategic focus; recognize and recommend options at crucial decision making junctures in a business situation; second, assess an organization's revenue model; analyze how this model can be improved; third, analyze the functionality and sustainability of an organization's business model.

This study enables to critique the development of a sustainability strategy brand; integrated reports, sustainability reports, usage of safe internet and online learning skills to reduce inequalities and increase stakeholders’ values.

Digi Telecommunications (Digi) has been publishing annual sustainability reporting in line with Global Reporting Initiatives since 2009. Albern Murty, Chief Executive Officer (CEO) of Digi, the largest player in the mobile telecommunications industry in Malaysia by the number of subscribers, decided to establish a responsible business brand known as Yellow Heart in 2018 to better serve their stakeholders demand. There was a low stakeholder understanding of Digi’s sustainability efforts and societal impacts. Digi’s Sustainability department aspired to make Yellow Heart the best industry practice for continuous improvements by making Responsible Business commitment one of the main pillars of the company’s strategy and vision. Yellow Heart was linked to Sustainable Development Goals (SDG)10 on reducing inequalities by focusing on Digital Inclusion and Resilience to increase safe access opportunities, provide marginalized communities with opportunities to pursue interests in digital learning pathways and create a more sustainable digital future for all. The case study illustrates the sustainability management at Digi and the planned migration from sustainability reporting to integrated reporting to build trust in the business with all the stakeholders. The case dilemma involves the challenges that Philip Ling Oon Hun, the Head of the Sustainability, faced in deciding the SDGs to focus on and measuring and reporting their outcomes to contribute to the greater good, not only in pure business terms but also to society at large.

This case is appropriate for undergraduate or graduate-level programs in Accounting, Corporate Governance and Strategy Implementation.

Teaching notes are available for educators only.

CSS 1: Accounting and Finance.

The learning outcomes are as follows: to understand and develop the framework for the selection of location; to understand the resource-based theory (RBT) of entrepreneurship and develop the framework for RBT; to project a firm’s growth path in terms of achieving size; to analyze the important obstacles for same; and to calculate and forecast accurate market demand and customer footfall.

Abdul Jabbar Soomro recently quit his corporate job to achieve one of his dreams. He had always wanted to establish his own business venture and to be a successful entrepreneur. After completing his MBA in 2005, he started his career with one of the multinational companies at a very handsome salary. However, after 10 years of a corporate job, he left the job and started his own food venture. He faced a lot of challenges from his family, but he pursued his dream and started searching for the best location. By October 2015, he was all set and ready for the inauguration of his branch. He received a very positive response from market, and the number of customers kept on increasing on a daily basis. The major reasons behind his success were the environment, ambiance and product quality as promised. After two years of successful operations, Abdul Jabbar Soomro was wondering either to start a new branch or to proceed for expansion and better space management at the existing branch. He was unable to accommodate all the customers at his existing space.

BBA

Teaching Notes are available for educators only.

CSS: 3 Entrepreneurship

This case has multiple theoretical linkages at the micro-organizational behavior level (e.g. job enrichment), but it is best analyzed and understood when examined at the organizational level. Students will learn about shared entrepreneurship, high performance work systems, shared leadership and virtuous organizations, and how they can develop a sustainable competitive advantage.

The case was prepared using a qualitative approach. Data were collected via the following ways: literature search; organizational documents and published historical accounts; direct observations by a research team; and on-site audio recorded and transcribed individual and group interviews conducted by a research team (the authors) with organization members at multiple levels of the firm.

John Lewis Company has been in business since 1864. In 1929, it became the John Lewis Partnership (JLP) when the son of the founder sold a portion of the firm to the employees. In 1955, he sold his remaining interest to the employee/partners. JLP has a constitution and has a representative democracy governance structure. As the firm approaches the 100th anniversary of the trust, it is faced with multiple challenges. The partners are faced with the question – How to respond to the environmental turmoil?

This case has environmental issues – How to respond to competition, technological changes and environmental uncertainty and an internal issue – How can high performance work practices provide a sustainable competitive advantage? Both issues can be examined in strategic management courses after the students have studied traditionally managed companies. This case could also be used in human resource management courses.

Recognize the interest groups of the business as stakeholders and shareholders. Understand the role of strategic corporate social responsibility (CSR) in attaining competitive advantage for the firm. Apply the techniques of financial statement analysis such as common-sized financial statements and ratio analysis. Analyze the overall financial position of the company such as its liquidity, solvency and profitability position. Evaluate the appropriateness of various CSR activities given the size of the company, its business model and financial position. Create a suitable CSR policy draft incorporating the critical elements of a CSR policy that enables the firm to operationalize it and fulfill the disclosure norms.

The management of Ball Industry Limited (BIL) had overlooked the mandatory requirement of CSR policy formulation. The company had not yet spent anything on CSR since the regulation had come into force. The company’s financial position was not healthy. Still, it fell under the regulatory clause as a borderline case and must spend 2% of its average three years’ profit on CSR activities. The company had previously ignored the requirement of formally drafting a CSR policy and deciding about the actions it might want to carry out. Now that the regulator had started sending show-cause notices to several companies who had not yet begun CSR, BIL was under immense time pressure to draft its CSR policy and initiate the relevant CSR activities. Emily, the chief operating officer of BIL, was assigned the task of preparing the blueprint of the CSR policy of the company and made it available for discussion in the upcoming meeting. The task at hand was to formulate a sound CSR policy under the constrained financial state considering its strategic planning, including the SWOT analysis, competitive environment and the overall general market and economic conditions. She submitted that rather than a vanilla CSR activity, strategic CSR would support the firm to differentiate itself from competitors. She was struggling to formulate a CSR strategy that could achieve both economic and social goals.

The case will be most suitable for use in undergraduate and graduate courses.

Teaching notes are available for educators only.

CSS 1: Accounting and finance.