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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.

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

After reading and analyzing the case study, the students would be able to understand the complexities of leadership and decision-making in a diverse workplace, specifically when promoting differently abled employees; explore the importance of fostering an inclusive environment, addressing biases and developing empathy in the context of leadership and diversity; explore the challenges and considerations involved in managing a team with diverse backgrounds and abilities; and evaluate the potential impact of promoting employees with disabilities on the morale and retention of other team members.

This case study is about a hearing-impaired individual, Jessica, who was recently hired by a medium-sized organization, Zerial Education. She was the organization’s first hire with a disability, and some of her colleagues were skeptical about how she would fit in. There was a clear bias against her because of her disability, and she faced many challenges while proving herself and earning the respect of her colleagues. Despite the initial skepticism and bias, she quickly proved herself to be a valuable member of the team. As the appraisal period arrived, Stan Logan, her reporting manager, faced a tough decision. He wanted to be fair and avoid to seem to be biased, yet he was also committed to fostering diversity and inclusion. If he promoted Jessica, it would affirm the company’s commitment to diversity and inclusivity, and it would also validate Jessica’s impressive year of work. However, this might come at the cost of creating tensions among the other top performers who were also deserving of the promotion and potentially complicating client interactions owing to Jessica’s hearing impairment. Logan had to navigate these complexities and make a decision that aligned with both the company’s values and operational needs, while also considering the potential consequences on team morale and client relationships.

The case is suitable for use by students at an MBA level. Human resource management: In this course, students might learn about the legal and ethical issues surrounding disability in the workplace, as well as strategies for recruiting and retaining employees with disabilities. Organizational behavior: In this course, students might learn about the psychological and social factors that influence how individuals with disabilities are perceived and treated in organizations, as well as how to promote diversity and inclusion within a company.

Teaching notes are available for educators only.

CSS 6: Human resource management

The case revolves around a critical incident that took place at an Indian pharmaceutical company, in which various stakeholders had very different perspectives regarding the nature, causes and consequences of the incident. By illustrating the contrasting perceptions of the same event, the authors have shed light on the nature of perception and perceptual processes, including cognitive biases and errors in human judgement. The case provides insights into how these manifest in the organisational context and how managers could be made more aware of them to avoid errors in judgment and make choices that are more informed.

This case was based on both primary and secondary data. In-depth semidirected interviews were conducted in 2021–2022 after receiving the institutional research board approval. The interviews took an approximate time ranging from 90 to 120 min. They were recorded and transcribed. A thematic analysis was undertaken to identify the most relevant themes for the case. The secondary sources used included various websites, scholarly and trade journals, as well as specific databases, such as Statista.

The case exposes students in multiple disciplines to the challenges created by the COVID-19 crisis at Yale School of Medicine (YSM). It describes its remarkable effects on organizational and community members as they struggled to reimagine more inclusive and supportive spaces. As one of the most severe crises humanity has ever witnessed, COVID-19 exacerbated the existing struggles of the underrepresented communities, creating a double pandemic. It has also amplified inequities among marginalized groups including black, indigenous and people of color; women; immigrants; lesbian, gay, bisexual, transgender, queer/questioning; people with different abilities; working parents; single parents; religious minorities; and people with low income. When COVID-19 hit in 2020, Yale University School of Medicine (YSM), like other pioneering schools in the field of health care, doubled their efforts to face both the public health crisis and the substantial social turmoil (racial tensions after the death of George Floyd, food insecurity, vaccine resistance, social inequalities, etc.). Professor Marietta Vazquez, MD, who was the first Latina to be named Associate Dean for Medical Students Diversity at YSM, launched with Dr Latimore (Chief Diversity Officer) and her other colleagues many strategic initiatives aiming at improving the diversity, equity and inclusion of organizational and community members.

The case is an invitation to graduate students and students in executive education programs to reflect on the grand challenges leaders faced at YSM as well as in other institutions across the nation and the globe. It is also a call to reimagine ways leaders can accelerate the pace of change in their organizational ecosystems.

This case was written for use in graduate-level courses, including executive education dealing with Diversity, Equity, Inclusion and Belonging, Leadership and Change, Health-Care Equity/Policy, Health Sciences, Human Resource Management, Organizational Behavior, Crisis Management, Sustainability, Business and Society, Social Issues in Management, Strategy, etc. Faculty members can easily adapt the case to fit the content of the course they teach, the students’ context as well as the specific learning outcomes to be achieved.

Data for the case came from public sources, including legal proceedings, court filings and Securities and Exchange Commission filings. The authors perused hundreds of court documents and identified 28 that were most relevant to this case. The authors also used press interviews with the women highlighted in the case. The authors have no relationship with the company and no one from the company has reviewed the information presented in this case. As the case is drawn from sworn legal testimonies, interviews and related documents in the public domain, the authors did not have to seek approval for publication.

Pinterest touted itself as “the nicest place on the Internet.” It had an almost 80% female user base and purported to have an inclusive culture that embraced diversity. However, in June 2020, in the wake of the Black Lives Matter protests, two former female employees of color violated their non-disclosure agreements (NDAs) to publicly accuse Pinterest of racial and gender discrimination. In August 2020, Pinterest’s former Chief Operating Officer, Francoise Brougher, filed a lawsuit charging the company with gender discrimination, retaliation and wrongful termination, and authored a public blog post titled, The Pinterest Paradox: Cupcakes and Toxicity, detailing her own experience with the company’s discriminatory culture. Three days later 236 of Pinterest’s 2,545 employees staged a virtual walkout and 445 employees signed a petition in an attempt to change Pinterest’s policies and culture. The case provides a brief overview of Pinterest, including its mission, values and organizational culture, and details several incidents and complaints by female and minority employees. The case questions whether employee complaints are a relatively narrow issue involving disgruntled former employees who did not fit at the organization or a much broader issue involving discrimination and managerial neglect in creating and maintaining a nondiscriminatory, inclusive culture. Students are encouraged to evaluate the situation in which Co-Founder, Board Chair and Chief Executive Officer, Ben Silbermann finds himself, evaluate the actions taken and decide if Silbermann should take any additional actions to address the discrimination claims and ensure a positive culture for all employees.

This case is appropriate for graduate and advanced undergraduate level courses in organizational behavior, human resource management and business law or any course where discrimination and workplace culture are discussed.

Upon completion of this case study, students are expected to be able to reflect on strategic industry sectors and the formulation of long-view public policies; understand some of the main biases that affect making decisions in environments of high uncertainty; and build and apply judgment models to support decision-making processes.

Motivated by recent international events responsible for causing supply shock and great volatility in the price of imported fertilizers, Brazil, which in 2022 was responsible for producing only 15% of all the fertilizer consumed by its agribusiness, ran against time by launching a new national fertilizer plan (PNF). The plan proposed to boost Brazil’s national fertilizer industry to fulfil a long-term vision of reducing the country’s external dependence by 2050. While awaiting the first results of the PNF, this case study casts the student participants in the role of Breno Castelães, chief advisor of the special secretariat for strategic affairs of the presidency of the republic, whose role is to recommend the country’s position in the face of external pressures to adopt international embargoes of Russian fertilizers because of its war with Ukraine.

This case study is suitable for undergraduate and graduate students of business administration and public management courses who want to deal with topics such as public policy, judgment and decision-making.

Teaching notes are available for educators only.

CSS 10: Public sector management.

This case study is best suited for courses in career management, stress management, work–life management or science of well-being in organization behavior (OB) or human resources management (HRM). This case study is targeted at the MBA or executive development programs. The learning outcomes of this case study are as follows: to analyze the challenges in balancing Suraj Kumar’s (the protagonist) work–life balance situation and identifying the main causes of such a conflict. What are some strategies that could be used to address these issues? To develop a plan to balance work responsibilities with family and personal life. What specific actions could he take to achieve this balance? To design a training program for employees that addresses work–life balance issues. What topics would you cover in the training, and what methods would you use to deliver the content? To create a proposal for a flexible work arrangement program that an organization could offer to its employees. What would be the benefits of this program, and how would it be implemented and managed? To develop a business case for why an organization should prioritize work–life balance for its employees. What are the potential benefits of doing so, and how can the organization measure the impact of its efforts?

This case study discusses conflicts due to competitive priorities that people face in balancing the pressures, roles and responsibilities between their professional life (careers) and their personal life, and the trade-offs that they make across these multiple aspects of their lives. This case study revolves around Suraj Kumar, a successful consultant, who was offered a promotion as the executive director for the social sector. This promotion would require extensive travel and time away from his family. Kumar was struggling to balance his work responsibilities with his family life and his involvement with the Smile and Shine Foundation, which supports the education of children from economically weaker sections of society. He was reflecting on his past and present and trying to figure out how to prioritize his commitments while also achieving his personal and professional goals.

This research has shown that a case discussion and role-play can be effective for a less experienced audience. Instructors can provide multiple perspectives to stimulate reflection and debate. For executive MBA or executive development programs, a self-reflection exercise is recommended. Participants in these programs may have personal experience dealing with or may know others who have dealt with work–life balance issues, making self-reflection a valuable tool.

Teaching notes are available for educators only.

CSS 6: Human resource management.

This case study was developed using data from secondary sources. The data was collected from the organization’s website, annual reports, press releases, published reports and documents available on the internet.

According to the International Energy Agency’s (IEA) World Energy Outlook (WEO), 775 million people worldwide would not have access to electricity even by 2022, with the majority of them living in sub-Saharan Africa (SSA) (Cozzi et al., 2022). In SSA, energy poverty had been a serious issue over the years. According to the IEA, 600 million people lacked access to electricity in 2019, while 900 million people cooked with traditional fuels (Cozzi et al., 2022). A World Bank report from 2018 said many SSA countries had energy access levels of less than 25% (Cozzi et al., 2022). Energy poverty in SSA hampered sustainable development and economic growth.

Despite significant efforts to address this poverty, Africa remained the continent with the lowest energy density in the world. Although solar and other energy-saving products were appealing, their adoption rates were modest, and their distribution strategies were not particularly effective. The lack of electricity exacerbated a number of socioeconomic problems, as it increased the demand for and use of wood fuel, which caused serious health problems and environmental harm.

While working in Uganda, Katherine Lucey (Lucey) saw that having no electricity had negatively affected women’s health in particular because it was women who were responsible for taking care of the home. These effects were both direct and indirect. The women’s reliance on potentially harmful fuels for cooking, such as firewood and charcoal, resulted in their suffering from respiratory and eye problems, in addition to other health issues. Furthermore, the distribution of energy-saving and renewable energy items was seen as the domain of men, and there was an inherent gender bias in energy decisions. Women were not encouraged to participate in energy decisions, despite the fact that they were the ones managing the home and would gain from doing so. In addition, because there was no light after dusk, people worked less efficiently. Lucey saw the economic and social difficulties that electricity poverty caused for women in rural Africa. She also witnessed how the lives of a few families and organizations changed after they started using solar products. This motivated her to start Solar Sister with the mission of achieving a sustainable, scalable impact model for expanding access to clean energy and creating economic opportunities for women.

Solar Sister collaborated with local women and women-centric organizations to leverage the existing network. Women were trained, provided all the necessary support and encouraged to become Solar Sister Entrepreneurs and sell solar products in their communities and earn a commission on each sale. To provide clean energy at their customers’ doorstep, the Solar Sister Entrepreneurs received a “business in a bag” – a start-up kit containing inventory, training and marketing assistance.

Solar Sister’s business model empowered the women in SSA by providing them with an entrepreneurship opportunity and financial independence. Also, the use of solar products helped them shift from using hazardous conventional cooking fuels and lead a healthy life. The children in their households were able to study after sunset, and people in the community became more productive with access to clean energy.

The COVID-19 pandemic outbreak, however, had a serious impact on Solar Sister. It found it challenging to mentor and encourage new business owners due to restrictions on travel and on group gatherings. The Solar Sisters were unable to do business outside the house either. Their source of income, which they relied on to support their families, was therefore impacted. The COVID-19 outbreak also slowed down the progress achieved by the community over the years and made household energy purchasing power worse. Furthermore, the organization was also grappling with other issues like limited access to capital, lack of awareness and infrastructural challenges. Another challenge lay in monitoring and evaluating the organization’s impact on the last mile.

In the absence of standardized measurement tools and issues in determining the social impact of Solar Sister, it would be interesting to see what approach Lucey will take to measure the impact of Solar Sister on the society. What measurement tool/s will Lucey implement to gauge the social impact of Solar Sister?

This case is intended for use in PG/Executive-level programs as part of a course on Social Entrepreneurship and Sustainability.

The first company under the Amara Raja Group was established in 1984, i.e. Amara Raja Electronics Limited (AREL) followed by Amara Raja Batteries Limited (ARBL). Its founder leveraged the presence of his family in Renigunta, a rural village in South India, and chose to start the industry there to create employment opportunities. Preference is given to local population in all ARG enterprises. Despite its strong people orientation, the HR department/function at ARG got strengthened only after Jaikrishna strived to make it central to business. The department's evolution has been demarcated in three phases. The first and second phase saw few initiatives, and during the third phase the HR department was structured according to the Dave Ulrich Strategic HR Model. While this structure had been successful until now, certain sections in ARG still doubted its sustainability.