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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.

It was mid-March 2014, and GE's John F. Welch Technology Centre in Bangalore, India was brimming with activity. GE had developed an advanced, scalable positron emission tomography-computed tomography (PET/CT) scanner as part of its global Healthymagination initiative to provide better healthcare for more people at a lower cost. Munesh Makhija, Managing Director, GE India Technology Centre and Chief Technology Officer (CTO), GE South Asia, was thumbing through a report prepared by the PET/CT product development team and GE's healthcare market research team. In another office, Suresh Kumar R.(Kumar), General Manager of the Essential PET Segment, was putting the finishing touches on a presentation outlining a commercialisation strategy for the new PET/CT product, Discovery IQ (Exhibit 1).

Discovery IQ was a revolutionary product that would be useful for staging, treatment planning and post-treatment planning assessment. Early reviews from nuclear physicians had been positive. However, the product was still too costly for the bottom of the pyramid (BoP) market. Kumar and his team were scheduled to meet with Makhija the following morning to discuss a “go-to-market strategy”. Kumar knew that Makhija would want to talk about their segmentation strategy and the underlying needs of various customer types. He also expected Makhija to focus on return on investment (ROI) projections because diagnostic centres in India first looked at various financial return measures before investing in any new equipment. Kumar wanted to present a commercialisation strategy for Discovery IQ, which required a significant commitment of resources to tackle supply and distribution challenges across tier II and tier III cities^a in India.

This case discusses the best-selling security system for preventing shoplifting and the dilemma its startup manufacturer faced when it learned there was a very remote possibility that the system might interfere with heart pacemakers. The theme of the case is that when health is involved, a company must carefully consider any level of preventable risk a product poses, even if that level of risk is extremely low.

This case reviews the development of Dianping. After seeing Zagat's unique business model in the United States, founder Zhang Tao found that he could bring it to China and bring about local innovation. At the beginning of its establishment, the collection and promotion of comment content was the major challenge for Dianping. At the same time, Dianping faced legal issues. To solve these problems, the review mechanism of Dianping was designed to a certain extent to ensure the fairness of the review. With the advent of the mobile Internet era, Dianping began to develop a new business model. Relying on its high-quality “word-of-mouth” content and mass basis, Dianping launched group buying, online restaurant ordering, and other businesses. Dianping has always been open to strategic partners. Since 2015, Dianping has undergone historical changes, merging with Meituan. Since then, Dianping has continuously adjusted its business and organizational structure to maintain its competitiveness. Gradually, Dianping has changed from an independent business entity into a business unit of Meituan.

The purpose of this paper is to study and identify the four core management principles of the POLC management framework: planning, organizing, leading and controlling. In particular, students are expected to understand that the classical conceptual frameworks used in strategic management are useful and valid for the planning principle in tech startups.

This case study presents the story of Tomás Pollak, founder and CEO of Prey, a software company dedicated to tracking stolen mobile devices. It covers a period of six years beginning at the foundation of the company in 2009 and up to 2015, when the company faced the choice of entering into an alliance with a government agency: The Investigations Police of Chile (PDI or Policía de Investigaciones de Chile). Tomás faced the decision of either going through with the alliance, while dealing with the dire need of recruiting and retaining company talent. This case highlights several management challenges and common strategies faced by entrepreneurs and is intended to spark a class discussion about how the relevance of these management concepts in the context of startups.

Undergraduate, MBA or Post-Graduate courses: Entrepreneurship, Venture Creation, Tech Ventures / Startups / Scaleups, Management / Corporate Management / Business Administration, Strategy.

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 3: Entrepreneurship.

As the operational entity of China Yiwu Commodity Market, Yiwugou is designed to integrate online and offline business to upgrade the physical market by relying on and serving the physical market. It aims to highlight Yiwu Market where every physical shop is related to an online shop, thus protecting honest trade. The strong support from more than 70,000 physical shops owned by Yiwugou ensures the first-hand supply that poses a problem for most e-commerce merchants, and equips Yiwugou with competitive advantage. In terms of marketing, Yiwugou is now aiming at commodity markets across the country through the “Center Plan”, and advertising in public space such as airports. Relying on physical market, Yiwugou Hall distributes commodities with Yiwu's features and superior sources of goods to other places, and connects local market players to Yiwu market, establishing an unobstructed supply channel.

Health Management and Leadership, Marketing Social Causes, Strategy, International Business.

Post-graduates, Practitioners.

General Electric has been operating in the Middle East, North Africa (MENA) region for over a century. GE is committed to corporate citizenship having launched ecomagination in 2005 and healthymagination in 2009. For sustainability, GE believes that both innovation and localization are critical. This case deals with contextualization of breast cancer campaign for the Kingdom of Saudi Arabia through healthymagination. Rania Rostom, Communications Director, Middle East, North Africa and Turkey region, GE, reviews the campaign implemented and looks at roll-out across the MENA region. The situation is unique, as breast cancer strikes women in the region ten years earlier than the West, and the cultural context does not allow the discussion of the topic in public. One of the peculiarities of this region was the high penetration of social media and its large adoption rate by the young. GE used a unique Facebook campaign to drive awareness on the topic, encourage screening appointments, seek treatment and reduce the discomfort associated with the process.

On completion of utilizing the case study as an exercise, students should be able to gain case-specific skills – critically examine the importance of the consumer behavior, health marketing, marketing strategy and aspects of international business in the Middle East, KSA, in particular, and demonstrate this by analyzing real regional/world examples using complex theoretical frameworks; identify examples of best practice and explain the dynamics toward consumer behavior, health marketing, marketing strategy, international business with reference to a range of theoretical models and apply these in a meaningful way to the MENA region – discipline-specific skills – synthesize and critically evaluate a corpus of academic literature and government reports on consumer behavior, health marketing, marketing strategy, international business – and personal and key skills – reflect on the process of learning and undertake independent/self-directed learning (including time management) to achieve consistent, proficient and sustained attainment; work as a participant or leader of a group and contribute effectively to the achievement of objectives in the field of consumer behavior, health marketing, marketing strategy, international business.

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

Marketing Communication.

At the undergraduate level, this case can be used in marketing courses such as Marketing Fundamentals, Marketing Management, Marketing Communication and Consumer Behavior. This case may also be used for Master's level students for Quality when focusing on safety/security in offices and factories.

This case is used to introduce the concept of B2B and B2C marketing and explore the possibilities of converting an industry that essentially uses B2B marketing communication to choose B2C options. This case is also important for creating awareness on safety and preventive measures in the face of a fire crisis.

Understanding the role of marketing communication. Differentiating between B2B and B2C markets. Exploring the application of B2C marketing communication in the fire suppression systems market in the Middle East.

Teaching notes.

In January 1996, an investment manager of a hedge fund is considering purchasing an equity interest in a start-up biotechnology firm, Rocky Mountain Advanced Genome (RMAG). The asking price is $46 million for a 90% equity interest. Although managers of the firm are optimistic about its future performance, the investment manager is more conservative in her expectations. She asks an analyst to fashion a counterproposal for RMAG's management. The tasks for the student are to apply the concept of terminal value, interpret completed analyses and data, and derive implications of different terminal value assumptions in an effort to recommend a counterproposal. Little computation is required of the student. The main objective of the case is to survey many conceptual and practical challenges associated with estimating a firm's terminal value. Issues addressed include the concept of terminal value; the materiality of the terminal-value assumption; the varieties of terminal-value estimators and their strengths and weaknesses; taxation of terminal values; when to assume liquidation versus going-concern terminal values; choosing a forecast horizon at which to estimate a terminal value; the constant growth valuation model, its derivation, limiting assumptions of constant growth to infinity, and WACC > g; use of the Fisher Formula as a foundation for estimating growth rate to infinity; and using a variety of estimates to “triangulate” in on a terminal value.

After completion of the case study, the students will be able to understand the calculation of cost of individual sources of funds and cost of capital, examine various tools such as economic value added and cash value added analyses which help determining whether a company has added value to its shareholders or not and explore the application of Benford’s law and the Beneish M-score in detecting manipulation of numbers in financial statements.

Nimmy Jacob, a newly recruited research analyst with an equity research firm, was entrusted with tracking the “auto ancillary industry”, specifically “Minda Corporation Ltd” (MIL). MIL was a leading diversified auto components manufacturing companies in India. The company’s share price meteorically rose during February 2021–2022 (Figure 1). The company’s turnover over the past few years had grown at a compounded annual growth rate of 15% during the three preceding years. The company had in the recent past bought a 15% stake in another competitor, Pricol Ltd, for a consideration of INR 400 crores and previously had used joint ventures and acquisitions to scale up its operations. Jacob, apart from the conventional financial analysis, had to ascertain whether all the strategic decisions were adding value to the shareholders’ investments by exploring the various tools available for the same and also calculate the minimum expected rate of return for MIL. Jacob was apprehensive about the financial statements, although the numbers for the company were good. Jacob was skeptical about a high-growth company having the incentive to manipulate its earnings. Manipulations could be in the form of abnormal increase in accruals, inconsistency in expenses and high days of receivables. Therefore, Jacobs used certain analytics/statistical tools to detect any manipulation of numbers in the financial statements of the company and to ascertain apt findings about the company.

This case study is intended for discussion in corporate finance, financial reporting and analysis and financial analytics at Master of Business Administration/undergraduate level.

Teaching notes are available for educators only.

CSS1: Accounting and finance