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This study aims to use a variant from the family of discrete choice models, i.e. the logit model, to analyse the relationship between the Y dependent and X explanatory variables. This model addresses the linear probability model's main drawback by constraining the probabilities of the Y outcome between 0 and 1. The logit model also offers an extra advantage, in that it can provide odd ratio estimations.

This is a compact case written specifically to teach statistics, econometrics and research method. It has an accompanying data set for the case-users to do hands-on statistical analyses. The data set has been collected from a questionnaire survey from the students enrolled in Attitune, i.e. the music school that the case protagonist founded.

The case revolves around a relatively new music school, Attitune Music, established in July 2017 in the heart of the capital city of a northern state in Malaysia. Michael Lee Wei-Pin was the founder of Attitune Music Sdn. Bhd. He was also one of the four music instructors of Attitune Music. His speciality instruments were the guitar and the piano. The case opens with the case protagonist, Michael, pondering over Attitune’s performance in terms of its music students’ enrolment. Attitune faced a major challenge – its student enrolment had remained more or less constant since its establishment. Low and/or constant number of students could ultimately translate into stagnant or even worse, shrinking revenues for Attitune. To attract more students, Michael had been toying with the idea of injecting new elements into Attitune’s music lessons, something different from what other music schools were offering and that could be unique selling points for Attitune. With this in mind, Michael surveyed Attitune’s students to gather information that could help him gauge the potential and feasibility of his idea.

This case is well positioned to be perhaps the pioneer Malaysian teaching case to be written to teach courses in statistics, econometrics and research methods. The case can be easily adapted to teach at either the introductory or at an advanced level.

This case exposes students to predictive analytics as applied to discrete events with logistic regression. The VP of customer services for a successful start-up wants to proactively identify customers most likely to cancel services or “churn.” He assigns the task to one of his associates and provides him with data on customer behavior and his intuition about what drives churn. The associate must generate a list of the customers most likely to churn and the top three reasons for that likelihood.

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.

Tom Feldman took a buyout from a large technology company and used part of the money to enroll in the MBA program of a reputed university in the metropolitan Houston, Texas area. While in the MBA program, Tom began evaluating potential businesses with the objective of identifying one that would suit his needs. As part of an MBA course in marketing, Tom put together a student team to conduct marketing research on an opportunity to open a party center in Houston. After his team completed the study, Tom had both financial and marketing data to make a decision about the launch.

Teaching case based on the primary research.

This case is suited for a marketing course at both the undergraduate and graduate levels.

The spin-off of Iridium, a global telecommunications system, represented a significant business risk for Motorola, as many talented Motorola executives joined the venture in the late 1990s. This bold technology gamble suffered from numerous marketing missteps, which led to Iridium's bankruptcy in August 1999.

This paper aims to highlight the implications of financial planning for public procurement process for medicine purchase. The purpose of this case is also to understand how the choice of contract type in public procurement impacts medicine inventory levels and availability. It finally highlights the appropriate configuration of framework procurement contract for procurement of discrete goods in the context of public sector procurement.

Primary and Secondary Healthcare Department (P&SHD), Government of the Punjab provides free public health-care services in the Punjab province. Public health-care services of P&SHD are organised in a tiered manner with almost 3,000 primary and secondary medical facilities dispersed throughout the Punjab province. P&SHD maintains inventories of approximately 300 medicines to support medical service provision.

This case can be taught in procurement and inventory management module of MBA level operations management course. It can also be used in executive course on public sector procurement management. The case aims to highlight the interrelation between inventory planning and procurement management process. Hence, it should be used after participants have understood inventory models, procurement process and procurement contract types. Standard readings or cases on inventory and procurement management that cover topics such economic order quantity, procurement process steps and procurement contracts can be used to develop this understanding.

Teaching Notes are available for educators only. Please contact your library to gain login details or email support@emeraldinsight.com to request teaching notes.

CSS 9: Operations and logistics.

The learning outcomes of this study are as follows:

Teaching Objective 1: Students will describe specific characteristics of the rural market in India and will draw out the differences vis-a-vis the urban markets.

Teaching Objective 2: Students will describe about the push versus pull strategy and various channels of distribution in rural areas.

Teaching Objective 3: The students will explain the 4As of the rural marketing mix and apply the same in the context of the case.

Teaching Objective 4: The case can be applied with respect to the health-belief model to help students analyse the behaviour change model.

Teaching Objective 5: Students will analyse the challenges associated with supply chain and logistics in rural areas.

This case study looked at a start-up company Rugved Hygienecare Industries Private Limited and their sanitary napkin brand “Abolee” designed and targeted for rural women in India. Onkar Charegaonkar and Mithila Charegaonkar started this venture in December 2017, realizing that sanitary napkins solved a greater purpose of helping women hygienically manage menstruation, and at the same time, there was no threat to this product because over a period of time, it became a necessity of life. Onkar and Mithila believed in giving back to the society and at the same time generate revenue for their company. Onkar and Mithila needed to make a decision with respect to the distribution structure for Abolee to improve penetration in different rural areas of Maharashtra. Onkar and Mithila needed to strategize to create a remarkable impact in the rural areas. There were multiple challenges that were faced by Abolee, such as: creating awareness about hygienically managing menstruation options among women, ensuring that women consumers continue to use hygienic menstruation management material, creating a preference for Abolee among women consumers and deciding on whether to focus on driving sales through existing channel partners or to invest in finding out alternative avenues for selling “Abolee” in rural areas.

This case study was primarily written for understanding rural marketing aspects of marketing management courses at both the undergraduate level and the postgraduate level. This case study also indicated about the role of gender and its impact on consumer behaviour in rural areas. Although this case study was related to the rural Indian market, it can also be related to other emerging economies.

Teaching notes are available for educators only.

CSS8: Marketing.

Strategy.

MBA level. The case can be used primarily for the following courses: strategic management, competitive strategy. It can also be used for courses on: international business, international business environment, business marketing.

Intense competition and a turbulent economic environment posed problems for Infosys, a leading information technology (IT) company in India. Infosys lost market share and its second position in the IT industry to Cognizant. An adverse economic environment affected its clients' IT spending and introduced severe price-based competition in the market. Infosys' business model operated on charging price premium from clients, and the company never compromised on its margins. The company was forced to revaluate, as outsourcing, the main revenue earner for Infosys was experiencing commoditization, and other players were willing to compromise on margins. The Indian IT industry had moved up the value chain and competitors were offering consulting services, where there was huge scope for differentiation. Infosys did not have the requisite resources to compete in this domain. Decline in share prices, negative investor sentiments, downward revision of revenue guidance targets, loss of large clients, higher attrition rates, and visa problems in the US market (Infosys earned more than 60 percent revenues from this market) added worries for the company. In response to these challenges, Infosys initiated Strategy 3.0, wherein the company planned to move up the value chain and offer consulting services and other high-end solutions to clients. This was a shift from its predominantly outsourcing-based revenue model. The company acquired Lodestone to hasten implementation of Strategy 3.0. Initial analysis, however, suggested that Infosys was merely aping Cognizant's well-established strategy. Infosys also needed to tackle perceptual issues regarding its competencies.

The instructor can use this case to facilitate the understanding of: the impact of an intensely competitive environment on a company's strategy, how changes in the competitive landscape and business environment can erode sources of competitive advantage for an incumbent, the impact of a client's business environment on the vendor's business, the concept of value chain and analyze how companies in an industry move up in the value chain, the concept of business model, and how environmental changes can impact a hitherto robust business model of a company, evolution of business model over a period of time with changes in the business environment, the internal conflict between ideals and values versus revenues and market share for a company, key resources and capabilities that shape the differential advantage for an IT company, designing and implementing strategic solutions, the evolution of the Indian IT industry.

Teaching notes are available for educators only. Please contact your library to gain login details or email support@emeraldinsight.com to request teaching notes.

The subject areas are strategy, general management, health-care management, change management and inclusive growth model and application of technology to manage health care.

The case can be used to teach challenges in managing change in a health-care facility.

Tata Memorial Centre (TMC) is dedicated to provide best health-care services in the field of cancer cure. TMC established its credentials for service, education and research, which contributed to it being rated among the ten best hospitals year on year. Starting from humble moorings, TMC has grown to an institution of high repute from an 80-bed hospital to a 700-bed hospital. TMC held a number of pioneering efforts, which included bone marrow transplantation, external beam radiotherapy (linear accelerator), tumor tissue bank and bio-imaging to name a few. The management team of TMC had ensured that the growth had been orderly and appropriate to the changing needs of the community. Managing a hospital with disparate skill sets in the face of ever-increasing demand for services had always been a challenge in itself. As a government-run facility and well funded by the trust, TMC offered excellent services and post-operative care to the patients. So, it became imperative for the hospital to adopt technology to improve its hospital services and maintain transparency. Patients came to the hospital from different states in India and across the globe. TMC registered international and national patients online. Online medical reports were checked before the patients visited the hospital. TMC has developed an e-system that will allow patients around the world to send their tissue samples that are suspected to be cancerous for medical advice to the hospital. This case study is developed to provide insights into the transformation of TMC into an e-health-care service and explains the process of change management.

They are to provide insights into the challenges in health-care management, to illustrate the challenges faced by organization in implementing information and communication technology- managing change and to bring about best practices in the case organization and find solutions to the following questions: What are challenges faced by health-care officials in providing health care using new technological innovations? How can hospitals equip themselves with new technology? With the advent of improved and modern communication methods, medical practices and cases are more easily shared. Cases are discussed, recorded and, in many cases, put up for general public viewing through the electronic media. How can hospitals manage change? How can hospital administrators manage speed of delivery, quality healthcare, innovation and brand image?

Teaching notes are available for educators only. Please contact your library to gain login details or email support@emeraldinsight.com to request teaching notes.

CSS:11 Strategy.

International management strategy.

Graduate and upper undergraduate classes.

This case deals with an information technology (IT) outsourcing company based in Egypt which has ventured into the international market right from the start without establishing itself first in the local market. Its record of success was due largely to a group of young Egyptian entrepreneurs with an international orientation. Their strongly held values were translated into an organizational culture that was manifested in the company's relationships with its clients, whether multinational companies or regional governments. This mutual trust has generated work through referrals and has saved the company the need, at least initially, to adopt a proactive marketing strategy. In addition to culture the company's structure has shown considerable agility in dealing with the unexpected demands from clients through developing strong functional departments supported by numerous cross-functional teams. The case also presents the development of the human resource function which is considered the backbone of IT outsourcing companies.

Students are expected to learn the following: internationalization of business start ups in developing nations can take place even in the face of limitations of the local markets; the importance of leadership and culture in fostering trusting relationships with clients; the need to constantly reconfigure resources to meet challenges of competition and the needs of clients; the viability of a defensive strategy for newly established companies if supplemented by trusting relationships with clients; and the role of an evolving structure to fit the growth stages of the company.

Teaching note.