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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.

Executives at biotechnology firm Genzyme are debating funding a clinical trial for a new version of a medical device called Synvisc. The trial is expensive and the odds of success are not high, but the upside is substantial. The case presents a common business question: invest or not? The case forces students to think about customer insights, wrestle with a number of complex issues, and evaluate the financials of the decision.

The case is ideal for teaching financial analysis and decision making. It can also be used to teach marketing, new product strategy, and healthcare industry management.

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

This article provides perspectives on the academic review process, instructional cases, and suggests guidelines to follow when reviewing cases as part of the referee process. This paper provides an overview of the academic review process and describes the review processes for instructional cases. The processes of the CASE Association are provided as perspectives.

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).

This article is a continuation of the article entitled “A Primer on Case Reviewing” published in The CASE Journal, Volume 1, Issue 1. Used in conjunction with the article “Case Research and Writing: Three Days in the Life of Professor Moore”, this article should help both case writers and case reviewers understand the critical elements of what a reviewer should look for in the case and the teaching note.

“I think I would like to write a case. What do I do now?” The purpose of this paper is to answer this often-asked question by presenting a useful guide for case writers which examines the entire process of case writing beginning with the initial idea and proceeding through required stages leading to the publication of case studies. Further, this guide seeks to emphasize that case writing is a form of research, not just story telling. Ultimately, the increasing interest of scholars in researching, writing, and publishing pedagogical cases provided the impetus for this paper. The four major case writing processes identified in this paper include ideation (idea generation), creation (crafting the case study), application (creating the Instructor’s Manual), and publication (publishing the case). Each of these four processes is presented in detail including examples, pitfalls, and resources. This work is intended to assist novice, as well as experienced, case authors who seek advice on crafting and publishing pedagogical cases in refereed journals. Resources presented in this paper should be helpful especially for aspiring and as yet unpublished case writers.

The paper is based partially on archival research, but most of the content is based on the substantial experience of the authors.

The paper is relevant for upper-level undergraduates as well as graduate students interested in pedagogically based research.

This article, written in the case format, is an extension of the article entitled “Case Research and Writing: Three Days in the Life of Professor Moore” published in The CASE Journal, Volume 1, Issue 1. It is intended to give the novice case writer insight into problems associated with obtaining the release for publication from companies where primary data had been collected. Related issues on case writing are also included.

The case could be effectively used in courses on entrepreneurship, strategy and brand management in MBA programs and executive-level training programs.

Entrepreneurship, strategy, marketing, women leadership and women in business.

This case deals with the business decision-making situation of Ms Jyotsna Ramachandran, a first-generation woman entrepreneur from Southern India, who has created a Global collaborative business network in self-publishing of books from India. After gaining industry experience for five years in some of the leading retail brands of India, she decided to take a plunge in entrepreneurship. She tried several businesses ranging from retail staffing to custom-made chocolates. Though it was profitable, the volumes and margins were smaller, and Jyotsna aspired big. As, at that time she was on her family way, she decided to identify a profitable business with better value creation and premium for the consumers and at the same time free from minute-by-minute concentration to take care of her child. In other words, a less-hassle home-based business with better revenue streams and margins. The case gives a thorough background of her rise in the industry and talks about some of her new ideas and plans.

Students will be in a position to: 1. Understand gender issues and bias affecting women in work. 2. Illustrate the initial phases of entrepreneurship. 3. Understand and apply the evaluation tools like PESTLE, SWOT and then business model canvas. 4. Understand the value chain and the intensive and integrative growth strategies. 5. Illustrate blue oceans in an industry setup – irrespective of the industry growth rate. 6. Apply perspectives on brand management.

Detailed teaching notes attached. Teaching notes are available for educators only.

The case addresses the important gender issues affecting women’s work–life balance. It will also inspire many women through the success of the woman protagonist and her project head well documented in this case study.

CSS 3: Entrepreneurship