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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

The case is presented as descriptive in nature and primarily involves exploratory research.

Ashraf, a young graduate from Bangalore, India, started a chain of lifestyle shops, his family business in Khartoum, Sudan. To modernize the shops, Ashraf approached a small finance bank for financial assistance. However, after submitting the required documents and with a good credit score, he was denied a loan. The bank officials had mentioned that the loan automation software did not approve the application. Hence, the bank personnel said that they could not do anything further. Disappointed, Ashraf sought the help of his professor, John, to understand why the software rejected his application. Professor John explained to Ashraf the advantages and disadvantages of automation. In the process, Ashraf understood the significance and compelling need to address “Algorithm Bias,” a situation in which specific attributes of an algorithm cause unfair outcomes. The case place students in Ashraf’s position to help them understand the advantages and issues of applying automation through artificial intelligence.

The case suits graduate-level courses like business analytics, financial analytics and business intelligence.

Through the case, the students will be able to: Understand the role of algorithms in business and society. Understand the causes, effects and methods of reducing algorithm bias. Demonstrate the ability to detect algorithm bias. Define policies to mitigate algorithm bias.

Resource-based view (RBV) theory (Barney, 1991; Barney and Mackey, 2016; Nagano, 2020) states that a firm’s tangible and intangible resources can represent a sustainable competitive advantage (SCA), a long-term competitive advantage that is extremely difficult to duplicate by another firm, when it meets four criteria (i.e. not imitable, are rare, valuable and not substitutable). In the context of this case, we believe there are three sources of SCA to be discussed using RBV – the major league soccer (MLS) team player roster, the use of artificial intelligence (AI) technologies to exploit this roster and the league’s single-entity structure: • MLS players: it has been widely acknowledged that a firm’s human resource talent, which includes professional soccer players (Omondi-Ochieng, 2019), can be a source of SCA. For example, from an RBV perspective, a player on the Los Angeles Galaxy roster: > cannot play for any other team in any other league at the same time (not imitable and are rare), > would already be a competitive player, as he is acquired to play in the highest professional league in the country (valuable) and > it would be almost impossible to find a clone player matching his exact talent characteristic (not substitutable) anywhere else. Of course, the roster mix of players must be managed by a capable coach who is able to exploit these resources and win championships (Szymanski et al., 2019). Therefore, it is the strategic human resource or talent management strategies of the professional soccer team roster that will enable a team to have the potential for an SCA (Maqueira et al., 2019). • Technology: technology can also be considered a source of SCA. However, this has been a source of contention. The argument is that technology is accessible to any firm that can afford to purchase it. Logically, any MLS team (or for that matter any professional soccer team) can acquire or build an AI system. For many observers, the only obvious constraint is financial resources. As we discuss in other parts of the case study, there is a fan-based assumption that what transpired in major league baseball (MLB) may repeat in the MLS. The movie Moneyball promoted the use of sabermetrics in baseball when making talent selection (as opposed to relying exclusively on scouts), which has now evolved into the norm of using technology-centered sports analytics across all MLB teams. In short, where is the advantage when every team uses technology for talent management? However, if that is the case, why are the MLB teams continuing to use AI and now the National Basketball Association (NBA), National Football League (NFL) and National Hockey League are following suit? We believe RBV theorists have already provided early insights: > “the exploitation of physical technology in a firm often involves the use of socially complex firm resources. Several firms may all possess the same physical technology, but only one of these firms may possess the social relations, cultural traditions, etc., to fully exploit this technology to implementing strategies…. and obtain a sustained competitive advantage from exploiting their physical technology more completely than other firms” (Barney, 1991, p. 110). • MLS League Single-Entity Structure: In contrast to other professional soccer leagues, the MLS has one distinct in-built edge – its ownership structure as a single entity, that is as one legal organization. All of the MLS teams are owned by the MLS, but with franchise operators. The centralization of operations provides the MLS with formidable economies of scale such as when investing in AI technologies for teams. Additionally, this ownership structure accords it leverage in negotiations for its inputs such as for player contracts. The MLS is the single employer of all its players, fully paying all salaries except those of the three marquees “designated players.” Collectively, this edge offers the MLS unparalleled fluidity and speed as a league when implementing changes, securing stakeholder buy-ins and adjusting for tailwinds. The “socially complex firm resources” is the unique talent composition of the professional soccer team and most critically its single entity structure. While every team can theoretically purchase an AI technology talent management system, its application entails use across 30 teams with a very different, complex and unique set of player talents. The MLS single-entity structure though is the resource that supplies the stability required for this human-machine (technology) symbioses to be fully accepted by stakeholders such as players and implemented with precision and speed across the entire league. So, there exists the potential for each MLS team (and the MLS as a league) to acquire SCA even when using “generic” AI technology, as long as other complex firm factors come into play.

This case relied on information that was widely reported within media, press interviews by MLS officials, announcements by various organizations, journal articles and publicly available information on MLS. All of the names and positions, in this case, are actual persons.

MLS started as a story of dreaming large and of quixotic adventure. Back in 1990, the founders of the MLS “sold” the league in exchange for the biggest prize in world soccer – the rights to host the 1994 Fédération Internationale de Football Association World Cup before they even wrote up the business plan. Today, the MLS is the highest-level professional men’s soccer league competition in the USA. That is a major achievement in just over 25-years, as the US hosts a large professional sports market. However, MLS has been unable to attract higher broadcasting value for its matches and break into the highest tier of international professional soccer. The key reason is that MLS matches are not deemed high quality content by broadcasters. To achieve higher quality matches requires many inputs such as soccer specific stadiums, growing the fan base, attracting key investors, league integrity and strong governance, all of which MLS has successfully achieved since its inception. However, attracting high quality playing talent is a critical input the MLS does not have because the league has repeatedly cautioned that it cannot afford them yet to ensure long-term financial sustainability. In fact, to guarantee this trade-off, the MLS is one of the only professional soccer leagues with an annual salary cap. So, the question is: how does MLS increase the quality of its matches (content) using relatively low cost (low quality) talent and still be able to demand higher broadcast revenues? One strategy is for the MLS to use AI playing technology to extract higher quality playing performance from its existing talent like other sports leagues have demonstrated, such as the NFL and NBA. To implement such a radical technology-centric strategy with its players requires the MLS to navigate associated issues such as human-machine symbioses, risking fan acceptance and even altering brand valuation.

The case is written and designed for a graduate-level (MBA) class or an upper-level undergraduate class in areas such as contemporary issues in management, human resource management, talent management, strategic management, sports management and sports marketing. The case is suitable for courses that discuss strategy, talent management, human resource management and brand strategy.

Finance, accountancy, auditing.

Supports information systems audit (ISA), auditing practises and controls, corporate governance and internal controls and financial management modules, business administration and MBA programmes.

The case study focuses on the implementation of ISA and information technology in the highly responsible task of executing financial audits The case emphasises on the fact that the advantages of ISA can only be reaped when they are amalgamated with an auditor's scrutiny, sharp eye, extensive knowledge of auditing systems and accounting principles and a rich experience of the auditing function. The suggested synergy also facilitates a reduction of around 60 per cent, in the cost of executing the audits and the man-hours required to complete the audit, as in the case of Jain Chowdhary & Company.

The case helps students to comprehend the relevance of audit trail. It emphasises on the importance of identifying the source of information and tracking raw data backward. It familiarises the students with the complexities involved in a real audit and emphasises on the role of logic, intelligence, diligence, patience and farsightedness while performing the auditing function. It is important for them to understand how White collar crimes take place in real business economy. This case, hence exposes students to these nuances and can make a student, from a non-commerce background, understand the key elements of efficient auditing. (Elaborate teaching objectives are appended in the teaching note.)

Teaching note.

The learning outcomes are follows: critically assess the impact of disruptive technologies, such as automation, on the organisation, its processes and employees; evaluate the structural changes required within the organisation to prepare for digital transformation; apply change models to the unique challenges associated with disruptive technologies; and recommend solutions for the organisation to proceed with the implementation of disruptive technologies, while keeping employees central to the change.

The Dimension Data automation case provides students and executives with a glimpse of the future that organisations and employees must prepare for. The case starts out with the protagonist and product owner of digital at Dimension Data, Andrew Harmse, reflecting on his three-year automation journey within the Automation Centre of Excellence. The world of automation is growing exponentially, and Andrew’s team will have to support the organisation as they scale up their automation journey and navigate the uncertain future of an increased, blended human-robot workforce. Individual employee reactions, positive and negative, will have to be balanced with the opportunities that ever-changing technology enables. The case focusses on the themes of digital transformation, digital disruption, change management and the very real factors to consider when faced with decision-making on automation as the world is constantly changing. The COVID-19 pandemic has forced organisations to relook processes and increase investment in technologies that enable digital client engagement and servicing, considering social distancing requirements. Automation at dimension data has been largely internally focussed, but there is a drive to increase delivery for clients. Andrew’s team will have to guide organisations through the journey and continuum of changes and uncertainties, such as large- scale unemployment and robot ethics.

The target audience for this teaching case are postgraduate and Master level students, specifically Master of Business Administration (MBA) students as well as Executive Education courses. Students who are responsible for making strategic decisions that impact the future of their organisations as well as students with an interest in the role of technology in the future will benefit from the case.

Teaching notes are available for educators only.

CSS 6: Human Resource Management.

This case is meant for MBA students as a part of their leadership/information technology and system curriculum. It is suitable for classes in both offline and online mode.

Human resources management/information technology and systems.

The case discusses how Poppy Gustafsson (Gustafsson) (she), Cofounder and Chief Executive Officer of Darktrace plc, one of the world’s largest cyber-AI companies, is reinventing enterprise security by using artificial intelligence (AI) to detect and respond to cyberthreats to businesses and protect the public. Darktrace’s technology leverages the principles of the human immune system to autonomously defend organizations from cyberattacks, insider threats and AI warfare. In addition to leading a cutting-edge cybersecurity company, Gustafsson evangelizes gender diversity at Darktrace where 40% of employees and four C-level executives are women, a number nearly unheard of in the tech sector.The case chronicles the journey of Gustafsson and how she led the company to growth and success. Under her leadership, Darktrace has grown into a market leader in the AI cybersecurity space serving 5,600 customers in 100 countries, as of June 2021. Gustafsson not only redefined the cybersecurity space but also inspired women to pursue a career in the field of cybersecurity. She also collaborated with a social enterprise called WISE to encourage more girls to consider STEM careers.However, along the way, she faced several challenges including growing competition, procuring funds from investors, cybersecurity talent shortage and training personnel. Going forward, some of the challenges before Gustafsson would be to meet the changing cyber protection demands of customers; hire, train and retain highly skilled cybersecurity personnel; beat the competition in a saturated cybersecurity services space; sustain revenue growth; and post profits as Darktrace had incurred losses every year since its inception.

This case is designed to enable students to: understand the issues and challenges women face in the field of cybersecurity; understand the qualities required for a woman leader to lead a technology firm; study the leadership and management style of Gustafsson; understand the importance of transformational leadership in management; understand the role of Gustafsson in Darktrace’s growth and success; analyze the traits that Gustafsson possesses as a tech leader in an emerging cybersecurity space; understand the importance of gender diversity in cybersecurity; and analyze the challenges faced by Gustafsson going forward and explore ways in which she can overcome them.

CSS: 11 Strategy.

This case is based on using the fraud triangle, theoretical aspects like rationalization and motivation for understanding the financial pressures and corporate greed lead to accounting fraud. Building on the corporate governance’s weakness, the case explores the challenges and the changes that the company has to make to survive.

The case study has been entirely based on published resources. The case explores out the reasons why the companies commit accounting fraud using the motivations, financial pressures and the opportunities exploited due to a weak governance system.

The case deals with a RMB 2.2bn accounting fraud at Luckin Coffee Inc. (L.K.), a US-listed Chinese company, which led to a steep fall in its share price by more than 80% in April 2020. The company’s CEO had to resign in light of the accounting fraud, which involved fabricating the transactions in 2019, the same year it got listed on the NASDAQ stock exchange. The case is a classic example of greed, corporate ambition and flaws in the corporate governance that led to the fraud while framing a course of action for the company moving forward. The case allows the learners to dive deep into the facts to find out why the fraud happened and its repercussions for the company and its various stakeholders. The case can be useful in Accounting, Corporate governance or Ethics modules for both undergraduate and postgraduate students.

The case can be used for both postgraduate and undergraduate financial accounting or corporate governance modules or the executive development programmes explicitly dealing with ethical challenges and accounting fraud.

This teaching case covers aspects of leadership development, strategy, change management, organisational behaviour, and people management. The case explores the following themes:

• Workplace transformation and culture: the challenges and opportunities of remote/hybrid work in large government enterprises and maintaining the culture when moving remote

• Leadership and change: the different perspectives that a leader can take into consideration when leading the business during turbulent and uncertain times and managing the change process in large organisations

• Strategic decision-making: the application of analytical skills by senior management when making strategic decisions in a business

Workplace transformation and culture: the challenges and opportunities of remote/hybrid work in large government enterprises and maintaining the culture when moving remote

Leadership and change: the different perspectives that a leader can take into consideration when leading the business during turbulent and uncertain times and managing the change process in large organisations

Strategic decision-making: the application of analytical skills by senior management when making strategic decisions in a business

The primary audience for this teaching case is management education programmes including: Master of Business Administration (MBA), Postgraduate Diploma (PGDip), specialist Masters in Management, and certain Executive Education programmes.

This case deals with a public-sector entity that collects taxation revenue for the South African government. In 2020, the operations of this public entity are severely affected by the Covid-19 pandemic. The mandatory shift of the workforce from in-office to a remote work-from-home set-up, results in the entity switching to a hybrid work model in order to achieve its goals as an essential service. Protagonist Dr Zanele Twazi, executive head of the public entity's research department, is tasked by the commissioner to conduct a review on the hybrid work model. As the commissioner is also in the process of reviving the organisational culture to regain public trust following multiple corruption scandals, the pandemic adds to this pressure. Dr Twazi must share employee feedback on the remote work option. Meanwhile, the leadership team has to decide if the work model will serve this public entity in achieving its strategy, and from an organisational culture viewpoint, if it is the best fit for the future.

The key learnings from this case include the following:

• Organisational work model: A suitable work model is dependent on the organisational mandate as well as its culture.

• Culture and organisational goals: An organisational work model additionally impacts the future sustainability of the organisation and its ability to achieve its short- and long-term goals.

• Change management framework: For teams to effectively adapt to a hybrid work model, managers have to be empowered to lead and be able to facilitate the change.

Organisational work model: A suitable work model is dependent on the organisational mandate as well as its culture.

Culture and organisational goals: An organisational work model additionally impacts the future sustainability of the organisation and its ability to achieve its short- and long-term goals.

Change management framework: For teams to effectively adapt to a hybrid work model, managers have to be empowered to lead and be able to facilitate the change.

The case will help to understand the concept of online marketplaces and the working of their business model through third party selling. The case highlights how third party selling opens door to online counterfeiting. The case well presents the need of integrity and ethics in business. It showcases how Alibaba took responsibility, designed various initiatives to curb the problem and emerged as a global face for anti-counterfeiting actions.

Manufacturing and selling of counterfeits have become easier than ever with the wide and easy reach of technology. Internet has smoothened the sale of such fake replicas around the globe. Alibaba Group faced serious problem of counterfeit selling across its various websites. The various challenges were degrading global image, rising number of fake products and numerous lawsuits filed against the company. The case study will help readers to understand the critical aspects of counterfeiting and decisions involved to run such models where the platform is not a direct seller but just an online marketplace. It emphasises how technology and brand collaboration can be used as a means to identify and remove fake product listings from such platforms, thereby preserving the integrity of business. The case also stresses the need to preserve intellectual property rights and exclusivity of original brands.

Senior Undergraduate, MBA and Executive MBA.

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 8: Marketing.

The learning outcomes are as follows: to use advanced frameworks and tools to convey complex ideas related to strategy and sustainable business practices; apply relevant concepts and theories of corporate social responsibility and governance to a practical situation while making decisions; demonstrate understanding of the importance of stakeholders when developing socially responsible thinking; and analyze the different strengths and weaknesses of the organization when making a decision that would affect the company strategy.

Claire Humphry was the General Manager at the renowned The Nacre Hotel in Penang, Malaysia. Claire had a very busy job as she had many people who reported to her, and the hotel was always full of guests. One of the things Claire also managed was the restaurant OceanSound that was owned and operated by her hotel. OceanSound was a very thematic restaurant that specialized in making sculptures of food for special events. On the New Year’s Day in 2023, Claire came to work ready to tackle what was sure to be a long and busy day. However, Claire had not anticipated exactly how taxing the day would end up being. During Claire’s talks with her colleagues throughout the day, her conversation with her friend, the head chef of OceanSound, Poh, would nag at her head for the rest of the day based on the events that followed. The New Year’s special sculpture at OceanSound was to be a large rabbit made of cake to commemorate 2023 being the year of the rabbit according to Chinese zodiac. This is usually kept secret until the sculpture is revealed; but somehow this information had been leaked. This led to The Nacre Hotel and OceanSound being in the spotlight for bad reasons as this sparked a debate online regarding food wastage. This escalated quickly and even led to a famous food influencer commenting on this using specifically The Nacre’s name. Activists also quickly emerged in front of the hotel to protest the creation of sculptures and the food wastage in Malaysian hospitality industry, seeking to make an example out of The Nacre Hotel. The online criticism died down and was eventually replaced by praise for the sculpture. The activists were also eventually asked by the hotel security to leave, which led to the rest of the day to go as expected for a New Year’s Day at The Nacre. However, Claire’s nagging suspicion that they were not out of the woods led her to start looking into food wastage in the hospitality industry in Malaysia to educate herself and bring it up in a future meeting. Two days after this incident, on January 3, 2023, Claire found The Nacre Hotel posted on the newspaper headlines, dissecting the food wastage associated with the hotel now. After getting an urgent phone call from the Regional Manager, who was pressured by the board and shareholders, Claire decided the time to address this issue could not be delayed any longer. She wrote an email to her strategy team to come up with some ideas for possible solutions to the issue and to present them in a group meeting within a week’s time. At the conclusion of the meeting, Claire was contemplating about the decision that she had to make if she wanted The Nacre Hotel to continue operating successfully in Malaysia’s hospitality industry.

The main theoretical concepts illustrated in the case include corporate governance approaches, types of corporate social responsibility, stakeholders’ prioritization, organizational culture, organizational structure, industry analysis and strategic choices. Therefore, this case study can be used in a upper-level undergraduate business courses in the field of Strategic Management and Corporate Social Responsibility. The case study can be successfully used in a capstone course on Business Policy and Strategy, when tackling the concepts of corporate social responsibility, environmental sustainability strategy and corporate governance. Under this scenario, the usage of conceptual frameworks from Chapters 2 and 3 of the textbook titled “Concepts in Strategic Management and Business Policy: Toward Global Sustainability” by Wheelen and Hunger would be required. This case study can also be successfully applied to MBA level courses on Strategic Management in a Globalized World. In this case, the latest edition of the textbook titled “Exploring Strategy” by Whittington et al., could be used (particularly, the material from Chapters 2–9, 11, 14 and 15). Additionally, the case could also be used in courses related to Tourism and Hospitality, especially in schools which have specialized programs in this field.

Teaching notes are available for educators only.

CCS 12: Tourism and Hospitality.