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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

Financial accounting to assess stewardship: the case requires students to evaluate Thompson’s stewardship of McDonald’s, in part based on the company’s financial accounting information. Financial reporting performs an important societal role by helping control agency problems that arise from the separation of ownership and management. Since external stakeholders cannot “observe directly the extent and quality of managerial effort on their behalf […] the manager may be tempted to shirk […] blaming any deterioration of firm performance on factors beyond his/her control” (Scott, 2014, p. 23). However, although financial reporting helps hold managers accountable to shareholders, accounting information is not fully informative about managerial effort. For example, while net income provides useful information regarding the CEO’s stewardship, it is also “noisy,” due to recognition lags and other factors (Scott, 2014, p. 364). Efforts undertaken by Thompson in a particular period, such as marketing expenditures, might reduce current earnings, yet boost future profitability. Additionally, Thompson’s predecessor’s past efforts might have positive or negative effects on current earnings. Evaluating stewardship effectively involves considerable judgment, in addition to knowledge of financial accounting. The implication of poor firm performance is that the CEO is ineffective at formulating and implementing strategies and policies to enhance firm value (Dikolli et al., 2014). Specifically, it appears that missing earnings benchmarks matter more for relatively inexperienced CEOs. Don Thompson’s tenure of 33 months at McDonalds is 42 percent lower than median CEO tenure documented in academic research, where the median tenure of chief executives documented in large sample empirical studies is about 57 months (Dikolli et al., 2014). The evidence suggests that the longer a CEO serves, the less likely he is to be dismissed for performance-related reasons. This appears to be the result of the resolution of uncertainty about CEO’s ability and leads to subsequent declines in the level of monitoring by the Board of Directors. Performance evaluation and bias: a significant body of research explores the extent to which female managers are assessed differently than their male counterparts (Powell and Butterfield, 2002). For example, female CEOs face more threats from activist investors than male CEOs. Therefore, even after women achieve the highest managerial rank, they experience more professional challenges than their male counterparts (Gupta et al., 2018). However, the question of whether black CEOs are assessed differently is more challenging to answer empirically as a result of a smaller sample size (only one percent of S&P 500 companies are run by black CEOs). Our case attempts to develop the inference that if female CEOs are subject to bias, analogous forces are likely at work when black CEOs are assessed. Recent evidence further suggests that business students sometimes demonstrate bias in making assessments (Mengel et al., 2018). The authors discuss these findings – as well as strategies for including them in the case discussion – in the “Teaching Strategy” section herein below.

The case was written from the public record surrounding the appointment of Don Thompson and McDonald’s company filings. The record includes articles from The New York Times and The Wall Street Journal, as well as local and industry publications.

The case examines the role of financial accounting in evaluating CEO performance in the context of the appointment of McDonald’s first African-American chief executive and his subsequent two-and-a-half years on the job. The case deepens students’ understanding of the link between financial reporting and stewardship, while highlighting the subjectivity inherent in assessing managerial performance, particularly over relatively short time periods. As students analyze the case, they must consider the extent to which a firm’s results are attributable to luck vs skill. We use “skill” to refer to CEO effort and other controllable factors, while “luck” refers to exogenous factors, such as macroeconomic conditions. Assessing stewardship is of practical significance. It allows pay to be better aligned with performance and empowers stakeholders to identify when a change of leadership may be warranted. The case may also be used to spur reflection, in an applied context, on the importance of being alert to unconscious bias, even when evaluating seemingly objective financial reporting data. Recent research, discussed herein, suggests that business students sometimes exhibit bias when making assessments.

The case should be included in discussions of corporate governance, executive compensation and the role of accounting information in efficient contracting. It is appropriate in intermediate financial accounting courses for undergraduates, introductory graduate accounting courses, or other courses with an element of financial statement analysis. Standard introductory accounting textbooks offer helpful supplementary reading for students. Horngren et al.’s (2014) book, Introduction to Financial Accounting (12th ed.), Pearson, London, provides an overview of the income statement and its role in assessing performance (see Chapter 2) as well as a useful discussion on evaluating the components and trends of a business (see Chapter 12). More advanced students may benefit from the in-depth discussion of earnings quality, operating income and non-operating income found in Chapter 4 of Intermediate Accounting (9th ed.), McGraw Hill Education, New York by Spiceland et al. (2018).

Addresses the issue of Gender Equality – UN Sustainable Development Goal No.5. Discusses the topic of diversity, equity and inclusion. Presents the challenges faced by women of color in workplace and shows the capabilities needed to overcome these challenges.

Analyze the capabilities that women of color need to become successful leaders. Explore the importance of Diversity, Equity and Inclusion (DEI) in organizations and the role played by leaders in promoting DEI. Understand what inclusive leadership is. Examine the strategic leadership skills that leaders need to possess.

In March 2021, one of the largest drugstore chains in the USA, Walgreens Boots Alliance, a US$140bn company, announced that Rosalind Brewer (Brewer) (she) would be its new CEO. With the announcement, Brewer became the third black woman in history to lead a Fortune 500 company. After graduating in organic chemistry, Brewer joined Kimberly Clark and went on to lead the Nonwovens business. She then joined Walmart as Vice President. Brewer then moved to Starbucks as Head of Operations. Being an inclusive leader, Brewer brought in several changes to smoothen the operations and make the organizations employee-friendly. At the same time, as a black woman in a leadership position, she faced several challenges, which she overcame. As an advocate of DEI, Brewer strove to take diversity beyond just numbers. After becoming the CEO Boots Walgreens, Brewer was looking at taking medicines to masses and making healthcare affordable and available.

MBA/MS/Executive Education.

Teaching Notes are available for educators only.

CCS 6: Human Resources.

Nina, a 30-year old Asian Indian female, joined Morris University in the fall 2006 semester after completing her doctorate. She was an instructor and course designer at this historical black institution in a rural town in the southern part of the US. Ninety percent of the students and staff of Morris University (MU) were African-American. MU was committed to the objective of educating African-American youth and the concept of “students first” was one of its core institutional values. Nina's experience teaching an organizational learning course was very unpleasant. Her student evaluations were poor with harsh comments about her and the course. Nina was asked by the department head to prepare a teaching improvement plan for herself.

On April 4, 2007, Don Imus, one of the company&s most popular talk show personalities made comments on the air regarding the Rutgers women&s basketball team. According to the transcription from Media Matters for America, Imus said, “ That&s some nappy-headed hos there. I&m gonna tell you that now, man, that&s some … woo. And the girls from Tennessee, they all look cute, you know, so, like … kinda like … I don&t know.” At first, the comments did not seem out of the ordinary for one of radio&s “shock jocks.” However, as the public reaction grew, the situation changed considerably. Under pressure from the public, Moonves reluctantly suspended Imus. But it was too little too late. By the end of the day on April 11, analysts estimated that $2.5 million in advertising revenue was lost. On April 12, Moonves terminated Don Imus& contract.

After Moonves fired Imus, there was still a lot to consider. He really wanted a way for the company to meet the demands of the company&s stakeholders. In addition, he wanted to avoid any more distractions from the firm&s normal day-to-day operations.

South Africa had formally introduced a policy of inflation targeting (IT) in February 2000. By December 2001, the governor of the South African Reserve Bank, after reading the latest statistics, was concerned with the disappointing economic data. Economic activity had slowed drastically, to the point that the country appeared to be heading for a recession. The gloomy statistics forced the governor to consider whether the country had pursued the right policy. Persistently high unemployment, one legacy of the apartheid era, meant that South Africa did not have the luxury of waiting for new policies to bear fruit. With the inflation forecast to exceed the mandated target, the governor would have to tighten monetary policy, which would further restrict investment. Was it is time for South Africa to change course?

This case study aims to ensure that, students should be able to recognise the behaviours that influence the in-member out-member categorisation that transpires in the workplace, both from the leader’s perspective and that of the followers; determine and understand the relevance of forming interpersonal relationships in the workplace and that interpersonal relationships create fundamentally positive or negative work experiences and impact on career opportunities in the workplace; gain an understanding of the internal bias and subjective comfort that leaders must actively overcome to establish an environment in which the entire team becomes in-group members; and be able to assess the contextual variables that contribute to the negative or positive aggravation of the leader–member exchange.

It was 16 October 2014, and Nonkululeko Gobodo, Executive Chair of accounting firm SizweNtsalubaGobodo, was looking to her younger sister, Notemba Dlova, for emotional support, as she sought to address an important issue that was on the agenda of the firm’s board of directors’ meeting the following day. Tensions between her and Victor Sekese, Chief Executive Officer of the firm, were mounting, and a number of the directors were unhappy with the status quo. “How do you think I should address the issue?” she asked Dlova. Both sisters knew that at stake was Gobodo’s future at the firm she had battled so hard to build up in the face of racial and gender stereotypes.

The case study is appropriate for use in a range of postgraduate courses aimed at Master’s in Management and Master of Business Administration (MBA)-level students. It is also suitable for use in postgraduate diplomas in business and executive education short courses.

Teaching notes are available for educators only.

CSS 6: Human Resource Management.

The case was written using information and data from secondary sources. It describes real people and the situations experienced by them. It does not use any fictitious names, scenarios or organizations.

The case study “Melanie Perkins: Poised to Redesign Canva from Tech Unicorn to Tech Giant?” describes the entrepreneurship journey of Melanie Perkins (she) (Perkins), the CEO of Australia-based tech unicorn and graphic design company, Canva Pty Ltd. (Canva). The case starts with a brief look into Perkins’ background and documents her entrepreneurial spirit, which, at the age of 19, led her to identify a hitherto unserved market (yearbooks) in the graphic design industry and offer an online design system through her venture, Fusion Books (Fusion). Fusion was completely bootstrapped and became a runaway success within five years. That encouraged her to envision setting up a one-stop-shop design site that would make design accessible to everyone.

However, when she tried to raise funds, Perkins encountered multiple rejections from venture capitalists. She persevered and continually refined her strategy. Eventually, she managed to raise venture capital funding and establish her design startup, Canva, in 2013. Canva then went on to disrupt the graphic design industry. The case describes in detail the reasons for Canva’s success, which went on to be one of the few profitable unicorn start-ups. The case also throws light on how Perkins used Canva as a tool to change society with her two-step plan. Despite its market success, Canva faced heavy competition in the design and publishing space from well-established players. Can Perkins challenge the competition and ultimately make Canva a software giant in the future?

The case is intended for use in teaching the subjects “Entrepreneurship Development,” “Business Strategy,” “Leadership Skills and Change Management” and “Positive Psychology for Managers” in both graduate and post-graduate programs.

The case should be introduced after students have been exposed to the following topics: the practice of entrepreneurship, opportunity recognition, market segmentation and minority business enterprise.

The names of the companies and individuals in this descriptive case have not been disguised, with the exception of the solar company representative and his company affiliation. Information was obtained from interviews (i.e. first-hand accounts) with Nikita Floyd, President and Owner of Green Forever Landscaping and Design, Inc., and secondary sources cited.

Nikita, a 50-year old, African American male, had grown his business from a one-person seasonal landscaping business to a year-round landscaping and design business with full-time, part-time, and seasonal employees and an array of services and customer segments. To his delight, he was able to unite his avocation with his vocation. With over 30 years of experience in landscaping and landscape design Nikita was always scanning the landscape for new business opportunities that would align with his company’s mission statement and help sustain Green Forever’s core business.

This case is most appropriate for introductory undergraduate and graduate level courses in entrepreneurship.

The authors used Sue’s (2010) microaggression process model and Freeman et al.’s (2010) stakeholder theory as a theoretical basis for this case.

Information for the case was gathered from publicly available sources. No formal data collection efforts were undertaken.

Guess Who’s Coming to Deliver is a case that examines an event that occurred at Lowe’s Home Improvement Warehouse in late July and early August of 2015. A customer who had purchased some products from Lowe’s requested that only White delivery people were dispatched to her home because she did not allow African–American people in her house. The case is factual and was written from information that was publicly available in the media. The case is designed to help instructors facilitate a meaningful classroom discussion about microaggressions from the different stakeholder perspectives.

The case is relevant for undergraduate and graduate organizational behavior and human resource management courses.