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This case, along with its B case (UVA-QA-0865), is an effective vehicle for introducing students to the use of machine-learning techniques for classification. The specific context is predicting customer retention based on a wide range of customer attributes/features. The specific techniques could include (but are not limited to): regressions (linear and logistic), variable selection (forward/backward and stepwise), regularizations (e.g., LASSO), classification and regression trees (CART), random forests, graduate boosted trees (xgboost), neural networks, and support vector machines (SVM).

The case is suitable for an advanced data analysis (data science, machine learning, and artificial intelligence) class at all levels: upper-level business undergraduate, MBA, EMBA, as well as specialized graduate or undergraduate programs in analytics (e.g., masters of science in business analytics [MSBA] and masters of management analytics [MMA]) and/or in management (e.g., masters of science in management [MScM] and masters in management [MiM, MM]).

The teaching note for the case contains the pedagogy and the analyses, alongside the detailed explanations of the various techniques and their implementations in R (code provided in Exhibits and supplementary files). Python code, as well as the spreadsheet implementation in XLMiner, are available upon request.

At midnight on Thursday, 26 March 2020, the South African government ordered a three-week lockdown in response to the COVID-19 pandemic and subsequently extended this lockdown for a further two weeks until the end of April 2020. Among other measures, businesses not classed as “essential” had to cease operation. This meant that Jonathan Robinson, founder of the Bean There Coffee Company had to close his trendy Cape Town and Milpark coffee shops, as well as the company’s hospitality and corporate business. At the same time, Bean There’s costs increased by 25%, as the rand: dollar exchange rate worsened substantially. A glimmer of hope was that the company was able to continue roasting coffee and supplying its retail clients. Unlike most captains of industry, Robinson was not driven by the bottom line and clamouring shareholders. His corporate strategy was driven by a single, simple purpose: to achieve ethical sustainability aspirations while still running a profitable business. The question for him now, however, was how to ensure that his company could survive in the short term, so that it could achieve these goals in the longer term, and whether he could take this opportunity to think about whether his business was best positioned to achieve these goals when things returned to normal.

The learning outcomes are as follows: conduct a thorough analysis of a specific company and its industry, including its markets, competitors, and other aspects of the internal and external business environment, using a range of tools, including a Business Model Canvas (BMC), SWOT analysis and PESTLE analysis; analyse and explain the market outlook of a company; identify and analyse a company’s competitors; discuss and explain a detailed implementation plan showing the way forward for a company, considering its current challenges, including integrating a range of conceptual and analytical fields of knowledge to assess a management dilemma, and arrive at a creative and innovative management solution; and be able to present information and defend substantial insights and solutions to a management dilemma in oral and written modes, appropriate in standard for both the academic and business communities to analyse and appreciate.

Postgraduate Diploma in Management, MBA, Masters in Management, Executive Education.

Teaching notes are available for educators only.

CSS 11: Strategy.

The learning outcomes are as follows: assessing the changing trend in the needs of the customer, leading to evolution of new types of businesses in the urban areas. Deep understanding of household service industry and its future. Assessing the skills and capabilities required to become an entrepreneur and follow entrepreneurship. Understanding the aggregator, two-sided business model prevailing in the market. Understand the concept of business-to-business (B2B), business-to-consumer (B2C) business model in household industry.

This case study is about two first-generation entrepreneurs from India who started a new innovative service delivery platform, UrbanKare with a vision to organize the household maintenance services industry. The company was founded in 2016 with a seed capital support of the State Government. The idea behind this initiative was to provide customers a professional, reliable and convenient household repair and maintenance services at their fingertips. The biggest challenge they were facing was that of aggregation of service providers (skilled workforce) and maintaining the service quality in the context of B2B and B2C service provision.

PG level courses – Industrial Marketing Startup and Business Entrepreneurship.

Teaching notes are available for educators only.

CSS 8: Marketing.

1. To understand the importance of creating and implementing a vision for enhancing gender diversity and inclusion relevant to the manufacturing and engineering sector in an emerging market.

2. To develop insights into the vision and characteristics of an inclusive leader.

3. To evaluate the strategies and organizational levers that created and nurtured a climate of gender diversity and inclusion in Cummins India.

4. To identify organizational levers that will enable the sustenance and institutionalization of a climate of inclusion.

This case study traces a 16-year journey of diversity and inclusion at Cummins India, a subsidiary of the Fortune 500 manufacturing organization Cummins Inc. headquartered in the US. Initially spearheaded by Anant Talaulicar, and then continued by Ashwath Ram, gender D&I initiative at Cummins India has made significant strides. Talaulicar had an opportunity to immerse himself in the ethos of the parent company before joining the Indian subsidiary.

In India during the early 2000s the external environment was characterized by rapid technological and regulatory changes and increasing complexity. To make matters more difficult, the internal culture was steeped in a traditional manufacturing mindset marked by dismal female participation rate and an over-representation of locals with similar beliefs and value systems.

Given the mammoth task already taken up by Talaulicar by improving the diversity numbers from 3% to 33%, Ram had big shoes to fill. On one hand, he had to drive the business amidst uncertain market conditions; on the other hand, he had to carry on a legacy. Given that he himself had a lived experience of Cummins global values, he knew D&I was an integral part of the Cummins way of life. His familiarity with the socio-cultural challenges of the country coupled with his drive to continue and rejuvenate the D&I agenda, brought some interesting, yet challenging, questions for him. With the internal and external pressures looming large before him, could he institutionalize a climate of inclusion that could serve as a strategic lever to place the company on the path of growth, vibrancy and economic prosperity?

Through qualitative research conducted by the authors, this case study brought out learnings pertaining to linkage of leadership in creating a climate of inclusion and expansion of talent diversity through a set of people strategies and HR practices. The contribution of this case study is primarily to theory and practice in the field of Human Resource Management, D&I as well as in developing inclusive leadership.

MBA programs and leadership development programs

Teaching notes are available for educators only.

CSS 6: Human Resource Management.

The case describes the dilemma of Mr Mehta, Regional Head HR of AXZ, a large IT company in India. Mr Mehta had received an appeal from an employee Mr Rajesh Kumar who alleged that he was wrongly appraised by his manager Mr Yogesh Desai. Both Desai and Kumar have presented their perspectives to Mr Mehta. While Mr Mehta understands Mr Desai's challenges in performance appraisal process, he also is concerned about Rajesh, who is a talented employee with rare skill sets. Apart from the case specific issues related to the two employees, Mr Mehta is also concerned about the problems arising from the current performance appraisal system, especially after AXZ acquired UTVC, which had a very different performance appraisal system. The case also provides an opportunity to discuss the challenges associated with bell curve implementation and discrimination in performance appraisal processes in organizations.

Learning outcomes are as follows: understanding the importance of aligning an entrepreneur’s personal orientation and values (e.g. detachment from the enterprise) with business decisions related to enterprise development; appreciating how prior exposure to business settings can be a source of entrepreneurship pursuits for an entrepreneur; and understand whether a different type of leadership can be instrumental in the creation, running and growth of an entrepreneurial venture, especially in terms of introducing differentiated offerings in the target market.

The case is about an entrepreneur, Sangeeth Varghese, with a very humble and conservative background, who worked in various firms, small and large, and become a young global leader at World Economic Forum, before foraying into entrepreneurship. He is driven by the core values of detachment and democratization, which is reflected throughout his life course and has developed his own views on leadership. After running his first venture LeadCap Ventures with some measure of success, Sangeeth is about to launch his new venture LeadBurg, a web- and mobile-based application for behavioral rating and competency discovery for individuals. The predicament for Sangeeth is about the uncertainties related to the new launch from a business perspective, as well as the concern whether the core principles of democratization and detachment that he identified with, would stand the test in this launch.

Master level program (e.g. MBA).

Teaching Notes are available for educators only.

CSS 3: Entrepreneurship.

This study aims to build on the human capital development theory that focuses on the education and development of individuals considering their spillover impact on the organization’s and community’s improvement. Through examining the efforts put in by the Ministry toward developing its nationals to convert its economy into that of a knowledge-based one, this case shows a practical application of the human capital development theory.

To attain a more comprehensive understanding of how the Ministry underwent the implementation of educational and employment reforms, this study carried out a mixed methods study that pertained conducting interviews and collection of secondary data such as reports, minutes of meetings and publicly available date. First, four top management and executives were interviewed from the Ministry to gain deeper understanding on the planning of educational and employment reforms being implemented by the Ministry, its implementation and the challenges that the Ministry faced in doing so. Additionally, top management and executives from higher educational institutes in Qatar were also interviewed to attain a more comprehensive understanding of how they worked with the Ministry to implement the educational and employment reforms. The interview participants held key positions within the Ministry and education institutes in Qatar. As a result, they were directly involved in driving strategic decision-making in various areas relating to education at all levels (primary, secondary and tertiary). Further, they were directly involved in the establishment of Qatarization initiatives in the education sector within Qatar. Below is a list of the interviewees:

1. Mr Ahmed, Undersecretary of the Ministry of Education and Higher Education (formerly Qatar University President and Community College of Qatar President);

2. Mr Saad, Higher Education Consultant at the Ministry of Education and Higher Education (formerly the Dean of Community College of Qatar);

3. Mr Ali, Assistant Undersecretary of Shared Services Affairs, the Ministry of Education and Higher Education;

4. Mr Abdulla, Acting Assistant Undersecretary for Higher Education, the Ministry of Education and Higher Education;

5. Mr Jassim, Vice President of Academic & Student Affairs at Community College of Qatar;

6. Mr Bilal, Vice President of Academic & Student Affairs at College of the North Atlantic-Qatar;

7. Mr Mohammed, Chief Strategy and Development Officer at Qatar University; and

8. Mr Yasin, General Manager of Qatar Learning Center.

Each participant was first contacted to inform them about the nature of the study and to gain their consent to conduct an interview. The interview protocol contained closed- to open-ended questions, aimed at providing in-depth information on Qatarization practices and the efforts to reform the education sector in Qatar. As a result, a semi-structured interview was conducted. The participants were posed with several questions that included but were not limited to these. For instance, the participants were asked with questions like what steps are being taken by the Ministry of Education and Higher Education to improve the education system in Qatar? and What are the current Qatarization practices that have been implemented in the Ministry of Education and Higher Education? Upon attaining answers for these questions, the interviewer was able to follow up with more specific and relevant questions like how does the Ministry engage Qataris to take up science, technology, engineering and mathematics programs?, what are the methods employed to attract Qataris toward pursuing higher education?, what are the different types of scholarships being offered to Qataris? and hat are the programs that the Ministry of Education and Higher Education implements to train/employ young Qataris to be qualified for work in the education sector? The interviews lasted about 30–45 min. In addition to interviews, several secondary sources were used from the Planning and Statistics Authority, the World Bank and the Ministry of Education and Higher Education.

Human capital development is regarded as a fundamental pillar that leads to the sustainable economic, political and social progress of a society. Given the foundation of human capital development is based on educational capacities, Qatar has regarded education as its national and foremost priority and the key to maximizing human potential toward building a sustainable knowledge-based economy in the long run. This case study portrayed the works of the Ministry of Education and Higher Education in the state of Qatar. The Ministry had been tasked with the mission to support the government’s national strategy of transforming Qatar’s economy from a resource-based economy into a knowledge-based economy. As such, this case sheds light on the Ministry’s strategic initiatives toward developing the local human capital. The Ministry governs over the education sector, and in providing the Ministry’s point of view, the reader is able to get a grasp on the inner workings of a government entity. In addition to providing an overview on the strategic initiatives employed by the Ministry to enhance the quality of education for Qataris, this case study also examined the Qatarization initiatives taken up by the Ministry. Qatarization is a national strategy implemented by the state of Qatar to nationalize the workforce. In other words, through Qatarization, the government intended to increase the employment opportunities available for Qataris and enhance their professional skill set through training and development efforts. Accordingly, this case also illustrated the Ministry’s role in Qatarizing its workforce successfully. In understanding the challenges faced by the Ministry toward enhancing the education services and employment opportunities being offered to the nationals, students can attain a refined perspective on the real-life challenges that government entities face in implementing strategic initiatives. Through this case, students in graduate and undergraduate courses relating to business, strategy, economics, public policies and education can also attempt to engage in decision-making activities that involve overcoming the challenges faced by the Ministry through devising action plans or revising the strategic initiatives. The issues discussed in the case delve into how Qatar government’s initiatives for economic transformation via educational reforms impacted educational institutions, students and the workforce.

This case is intended to be studied by students in graduate and undergraduate courses relating to business, strategy, economics, public policies and education where they can engage in realistic decision-making activities that involve overcoming the challenges faced by the Ministry through devising action plans or revising the strategic initiatives.

This case focusses on management and customer service issues at a historic hotel, the Hawthorne, in Salem, Massachusetts. By 1999, when Juli Lederhaus was hired as the new general manager, the Hawthorne had a reputation of being well past its prime and customers were dissatisfied with the quality of service and outdated physical facilities. This case describes the actions she took, up to 2012, to improve service. The case ends with Lederhaus contemplating whether more changes are needed given that she had just heard a rumor that a company was considering building a new hotel just a few blocks away. The case gives students the opportunity to analyze the strengths and weaknesses of the Hotel in relation to customer service, and propose recommendations for future improvements.

A qualitative, interview based, methodology was used. The researchers held numerous, face-to-face interviews with the owner and employees of various ranks. Information was also gathered from archival data and traveler review sites such as TripAdvisor.com and Yelp.com.

The case is targeted to undergraduate business and hospitality students at a sophomore or junior level. Classes in which this case could be used include: Organizational Behavior, Human Resource Management, and Hospitality Management.

Strategic Management and Marketing.

Management students (MBA).

In the present times of global competition and busy schedules of individuals, it is expected that companies provide service with security, sincerity and flexibility keeping pace with changing global scenario of marketing. Service receiver expects competitive and optimum facilities with ease while sitting in any corner of the world at any time of the day. It implies that the service provider should be available at all times/all places for satisfying the needs of the customers. A daunting task ahead of Life Insurance Corporation of India (LIC) was to change its conventional approach and work toward a newer, user-friendly one. The top management, i.e. the Board of Directors, took up the task of identifying a quicker but securer approach to provide optimum facilities to the policyholders.

Achieving customer satisfaction through alternate collection channels and retaining market share, role of customer servicing in creating competitive advantage, challenges for a large public sector enterprise – traditional approach or modern approach, role of private companies in development of insurance industry, creating awareness about the product/service through different distribution channels and use of information and telecommunication technologies to reach remote places, are the expected learning outcomes.

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CSS 8: Marketing

The learning objectives of this case are as follows: identify and understand the major challenges/problems faced by a social enterprise in promoting handicraft business; examine the value chain architecture of handicraft products; assess the role of the protagonist (Sanjay) as a social change agent in shaping a successful social enterprise; assess Sahaj Crafts' initiatives and analyze whether the key intervention/s planned/executed were required for skilling up of rural artisans and upgradation of handicraft business; know the marketing strategies for handicraft products; and understand the “strategies” which need to be applied for uplifting people's lives at the bottom of pyramid in general and for enlivening of artisans’ clusters in particular. The outcomes are as follows: examining the value chain architecture of handicraft product; understanding the difficulties and challenges of structuring a viable social business model; examining the role of Sanjay as a social change agent in shaping a successful social enterprise; and examining the model of Craft Incubation Center and design education proposed by Sahaj Crafts for improving rural artisans’ livelihood and skills upgradation.

Sanjay Joshi – the promoter and CEO of “Sahaj Crafts” (a social enterprise established in Western Rajasthan, India), an initiative to strengthen indigenous skills and mainstream rural craft products and artworks – is faced with the question of how to scale up his organization’s operations. Doing so requires that he address these fundamental challenges in terms of – how to deal with unorganized craft communities; match up product orientation to market demands; integrate modern technology / processes in craft business; combat restricted mobility of women artisans; and make effective interventions so that the artisans learn and enjoy working in the current model and solve the financial issues faced by the social enterprise. Providing effective and implementable answers to those questions is vital to Sahaj Craft’s development in attaining its mission to alleviate poverty in the region. Failing to expand operations above a critical scale may leave Sahaj Crafts vulnerable in meeting sufficient demand for contemporary craft products in the mainstream markets.

This case study is primarily suitable for post-graduate level management students to teach the concepts of designing and operationalizing a “social” business model in a social entrepreneurship module. This case study can also be used for highlighting business model innovations in the social sector of emerging markets. The case could be taught in the following academic domains: social entrepreneurship; bottom of the pyramid; social inclusion; supply chain consolidation (vertical integration in a value chain); marketing strategies for handicraft products; branding; brand positioning; cost and management accounting.

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CSS 3: Entrepreneurship