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The learning outcomes of this study are to understand the theory of constraints and related concepts, to evaluate constraints impeding organizational growth and to develop a solution addressing the constraints in the best possible way.

Bottlenecks or constraints impede an organization from reaching its full potential, thus having implications for the internal and external functionalities of the organization. Internally, many resources remain idle or deteriorate, as constraints always hamper the overall capacity. Externally, the organization might lose the customer for not fulfilling their demands. The organization may be unable to procure the raw material at economical prices from the suppliers, as large-quantity orders may not be placed. This case was designed to make students understand the theory of constraints (TOC) and related concepts. The TOC framework was a management philosophy developed by Dr Eliyahu Goldratt and popularly mentioned in his book The Goal. This case study considered a dairy plant as its central focus. The protagonist was challenged by the existing constraints in his dairy plant, and his dilemmas were introduced. The dairy processes were discussed, followed by details of supplies made to the dairy plant regularly. The capacity constraints at different levels were mentioned. The case also discussed the quick fixes adopted by the dairy to overcome the constraints. Finally, this case ended with a dilemma presented before the protagonist and a dire need for a solution thereafter.

This case was appropriate for introducing TOC to undergraduate and postgraduate courses in operations management, logistics and supply chain management and general management.

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CSS 9: Operations and Logistics.

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.

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.

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CCS 11: Strategy

The learning objectives are intended to stimulate the students’ comprehension of the various challenges faced by Indian startups in the digital ecosystem. With the changing working dynamics in organizations around the globe, managers are expected to explore unconventional business models to facilitate operational growth. The case study is a valuable resource for graduate students to enhance and evolve their critical thinking and solution-oriented skills as forthcoming managers of digital businesses. Students should be able to analyze the case, respond to the questions and evaluate the consequences of workplace flexibility, moonlighting and its applicability in an organizational context. With the Indian Government introducing schemes such as the Digital India initiative and Startup India, it is predicted that numerous startups will opt for digital business standards and a remote work approach. The case bridges classroom theories and a real-life digital company to help students connect with emerging market scenarios.

During the digital era, India witnessed a shift in companies’ work culture, which amplified when COVID-19 hit the country. Organizations started to work remotely and experienced the numerous benefits it brought. The comfort of working from home was greater for digital businesses whose significant operations could be performed online. However, is it really that productive for digital companies to telecommute? The case illustrates how a digital company, Career Pandit, formed in 2018, unfurls and expands its business and further highlights the challenges the pandemic raised concerning people management. In addition to the discussion, the purpose of the case is to determine the implication of workplace flexibility and moonlighting and how Indian startups cope with the uncertain future challenges it brings.

Under graduate and postgraduate students.

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CSS 6: Human Resource Management.

This case study is designed to enable students to formulate the strategic planning process in relation to an organization’s resources; assess the critical tasks required for the company’s business planning for growth and market expansion; and examine the importance of the value delivery process for the company, its customer and its employees. At the end of the case discussion, students will learn how to plan their business in an emerging market by using their existing resources, where the business stands at present and where it may go in the coming future.

The case study discusses how Byju’s, an Indian multinational educational technology company, revolutionized student learning programs through its innovative strategic implementation. It explores the company’s growth and expansion strategy by considering a strength, weakness, opportunity and threats analysis. It elaborates on how Byju’s acquired various companies in India and other countries to become an international technology-based educational brand with 150 million users in 2022. The case study also highlights the marketing and promotional strategy used by the company on online and offline platforms. The case study elaborates on the value delivery process and its importance for customer and employee satisfaction. Despite its success in the Indian market, Byju’s faced tough challenges in the US and European markets, such as lower-than-expected growth rates and lower subscription numbers, even though it followed the same strategy as in the Indian market. The acquisition and celebrity strategy works in emerging economies such as India but not in developed countries. The company’s return on investment was down owing to the high costs it had incurred over the years on market acquisitions and marketing promotions. The growing competition was also expected to bring more challenges for Byju’s. New players such as Tata Studi and YouTube planned to enter the market. Byju Raveendran and his management group had to decide whether to maintain or change the current market offering to reflect market developments to satisfy their customers and employees. They also had to determine whether the main components of the marketing strategy, such as the company’s ongoing value delivery process and ongoing strategy toward the target audience, partners and rivals, are advantageous to the firm or not. The team was in dilemma whether the marketing planning process was going in the right direction and how to make all elements of its businesses more efficient in dealing with the issues. Raveendran kept asking questions about to what extent it is still possible to alter the marketing plan.

The case study is appropriate for discussion in courses such as marketing management, service marketing and strategic marketing management, whether they are part of an undergraduate program (Bachelor of Business Administration [BBA]), a postgraduate program in business management (Master of Business Administration [MBA]) or an executive-level program (executive MBA). The breadth of business topics addressed and the intricacy of the scenario make this case study best suited to be used after the semester as either a culminating project or as a seminar discussion for undergraduates (BBA). The case study can also be discussed in the marketing management course (graduation level) under the marketing and service strategy chapters.

CSS8: Marketing

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The case is aimed at providing students with an opportunity to understand various aspects of corporate governance and the consequences of poor corporate governance. The case addresses the following objectives: The students need to assess the role of the board in implementing corporate governance. The students should be able to explain the conflicts experienced by various stakeholders in an organization. The students need to evaluate the balancing act of growth and governance in a startup. The students should be able to determine the current state of business sustainability of the high-growth startups in India.

The case presents the challenges faced by the CEO of BharatPe, Suhail Sameer. Beginning in 2022, Bharatpe was in deep trouble as there were allegations of financial mismanagement, toxic work culture and widening losses. Co-founder Ashneer Grover and his wife Madhuri had to leave the company following charges against them. As Grover was the face of the company, Sameer would have to quickly act on filling the void and reassuring investors. Because of the uncertainty, scores of employees had already quit or were looking for other jobs. Questions were also raised about the board’s inaction and lack of proactive measures. After a meteoric rise for three years, BharatPe was struggling to survive the whole episode and put its focus back on business.

The case is intended for MBA students in corporate governance, organizational behaviour, business ethics and strategic management areas. As the case reveals the impact of poor corporate governance, it can also be used for executive training purposes on corporate sustainability, governance and leadership with a special focus on Indian startups.

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CSS 11: Strategy.

The case has been developed as an illustrative case study using primary data. The data and images used for developing the case have been collected from the Alipurduar Division of Indian Railways with suitable permissions. The specific newspaper studies used in developing the case content have been referenced as footnotes on the relevant pages of the case study document.

Train operations in Alipurduar Division of Northeast Frontier Railway zone of Indian Railways are difficult. The division provides the vital rail link between the northeast states and the rest of India. Railway lines in the Alipurduar Division pass through several forests with a significant elephant population. As an outcome of train–elephant conflicts, train operations on one of the railway lines operate under severe speed restrictions. Moreover, the region is known for heavy rainfall and thunderstorms for almost six months every year. For the Divisional Railway Manager (DRM), the protagonist of the case, this implied repeated congestion, traffic disruptions, inadvertent delays and lack of time for critical maintenance of the tracks. A solution was planned several years ago for creating an alternative path to de-congest the traffic; however, it ran into a roadblock due to land acquisition issues.With all these limitations, could a solution be found and implemented? How could it be executed?The case illustrates how a simple yet innovative solution was proposed by the DRM in 2015 and implemented in 2016.With this case, students will be able to understand the innovation process that is embedded within long-term infrastructure projects. The case will help students understand how innovation can take place even in the later stages of project implementation, and how simple and creative solutions can have a long-term impact.

The case can be used in graduate and executive education courses in General Management and in Public Policy Management. It can also be used in Doctoral-Level Programmes such as those taught to scholars pursuing Fellow Programme in Management. Since the case brings out elements of problem framing and critical thinking, the case can be used for courses in strategic management. Many professionals, particularly those working in large organizations dealing with large infrastructure projects, will identify with the DRM and the challenges faced by him.

The readers will gain practical insights on the key attributes of a women entrepreneur, the role of innovative product design and usage, the core challenges and opportunities and the strategies to overcome entrepreneurial hurdles in the Moonj handicraft business.

The case is about “Rekhaakriti”, a handicraft artisan-oriented firm, which deals in the business of selling handicrafts items like traditional wooden toys, Moonj baskets, rice bowls and vermilion boxes, in both business-to-business (B2B) and business-to-consumer (B2C) markets. Incorporated as a non-governmental organization (NGO) in the year 2014, “Rekhaakriti” was founded with the purpose of preserving, promoting and advancing the Moonj handicraft. Throughout its formative years, the organization experienced several organizational and operational challenges and got almost on the edge of collapse. The dilemma that surrounded Rekha Sinha, a key founding member of “Rekhaakriti”, was whether to carry or dissolve the organization. But, after much contemplation, she decided to convert the organization to a sole proprietorship firm in the year 2017. However, the restructuring decision was also proving to become less effective in attaining the objectives for which the firm got established. This led the owner, Rekha Sinha, to further dug deep to identify obstacles (both internal and external) that impede her firm’s expansion and growth. This case narrates Rekha Sinha's intricate entrepreneurial path in building an innovative handicraft organization and explains how she overcame the overall organizational and operational obstacles. The case provides the context for students to assume the role of protagonist and explore creative strategies for overcoming market obstacles through upskilling, design intervention and product innovation.

The case study is intended for the students pursuing their graduation and post-graduation courses in business, management studies, marketing and entrepreneurship. The case also provides suitable insights to management trainees and executives.

Teaching notes are available for educators only.

CSS 8: Marketing.

The “Anti-Racism in my Pocket” case illustrates how collaborative entrepreneurial leadership can build on personal experiences, expertise and a desire to change the status quo to support racial equity. The case will support students’ critical thinking skills and further heighten their understanding of the contributions of women in leadership, anti-racism and the role of technology. Moreover, the case is motivating for students with aspirations of using business skills and knowledge to contribute to social equity.

After completing this case, students should be able to identify the role of marketing in the development, implementation and evaluation of a behavior change initiative, the Anti-Racism Action Nuggets anti-racism training program; analyze qualitative and quantitative data to assess the impact of the Anti-Racism Action Nuggets Pilot using a logic model; identify marketing opportunities, challenges and strategies to scale the Anti-Racism Action Nuggets series for a broader impact; and discuss the relationship of gender in strategic positioning and marketing leadership to the development of the Anti-Racism Action Nuggets (Optional).

This case charts the development of an anti-racism training series by two friends, Allison Plyer (she/her) and Valerie (Val) Uccellani (she/her), called Anti-Racism Action Nuggets. The two protagonists aimed to change individual behaviors to reduce structural racism through lessons that were delivered in text messages to participants. Once the course is completed, they conduct a test pilot with members of NOW, LOVE, a women’s organization in New Orleans, Louisiana. At the end of the case, students are provided with the qualitative and quantitative pilot data for their analysis to recommend next steps and important marketing considerations for the Anti-Racism Action Nuggets series.

Undergraduate, graduate and executive education

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CCS 8: Marketing

This compact case provides a relatively large data set that students explore using visualization and a Tableau dynamic dashboard that they create. Students were asked to describe what the data set contained in relation to employee attrition experience of Baca Beverage Distributors (BBD). The application and managerial questions are set in human resources and a company that is facing high attrition during the pandemic.

BBD shared their data and problem scenario for this compact case. The protagonist, Morgan Matthews, was the authors’ contact and provided significant clarification and guidance about the data. Both the company and the protagonist have been disguised. Some of the job positions have been rephrased. All names of employees, supervisors and managers have been replaced with codes.

During the 2020–2022 pandemic years, BBD experienced, like many companies, a higher than usual employee turnover rate and Morgan Matthews, Director of People, was concerned. Not only was it time-consuming, expensive and disruptive but the company had prided itself on being a good place to work. Were they hiring the right people, people that fit the company culture and people that fit the positions for which they were hired? The company had been using the Predictive Index [1] when on-boarding employees. In addition, there were results from self-reviews and manager reviews that could be used. Morgan wondered if data visualization and visual analytics would be useful in describing their employees and whether it would reveal any opportunities to improve the turnover rate. Before seeking a solution for the high turnover, it was important to step back and learn what the data said about who was leaving and the reasons they gave for leaving.

This compact case can be used in courses that include visualization using Tableau and dashboards. As it is a compact case, it requires less preparation time from the students and less class time for discussion. The case is for students who have been recently introduced to business analytics, specifically visualization and data storytelling with Tableau. For this reason, significant guidance has been provided in the case assignment. The level of the case can be adjusted by the amount of guidance provided in the case assignment. Courses include introduction to business analytics, descriptive analytics and visualization, communication through data storytelling. The case can be used for all modalities – in person, hybrid, online. The authors use it here for visualization and dynamic dashboards but using the same data set and compact case description, exploratory data analysis could be assigned.

Supplementary material for this article can be found online.