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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.

Jarsh Safety received an order of 500 units of its Model S helmet. However, the order must be delivered within 15 days. Jarsh Safety was founded by three engineering college peers, who conceptualized air-conditioned, industrial safety helmets. This innovative revolutionary product offered industrial workers not only safety but aesthetics and comfort. The founders hoped that the product could change the perception of safety helmets from mandatory wear to desired wear. The case details the production process, staffing, raw material required and procurement lead time.

Founded in 2004, OPPO has experienced the boom of the Chinese mobile phone market, the trend of mobile Internet and the prosperity of the smartphone market. While adjusting its business structure based on changes in the market environment, it has transitioned itself from an audio device manufacturer to a smart-phone manufacturer that offers hardware, software, and service.

This case study focuses on OPPO's evolution and strategy, and provides an insight into its history, competition, and strategic choices based on whether or not OPPO should release a feature phone with a foldable display at the MWC 2019, and discusses the core competitiveness that helped OPPO succeed against the market downturn. This case study helps students understand the development of corporate strategies and the process of building core competitiveness in the microcompetition in the red ocean market. We also wish to help students understand how to come up with the most appropriate decision-making framework and conduct a critical analysis on the issues based on the internal and external factors of their businesses while they make strategic decisions. When it comes to different dimensions and indicators coming to contradictory conclusions in particular, what should the manager of a business do to make the correct strategic decision?

This case replaces UVA-M-0837. It can be used in a variety of marketing and strategy classes to understand how (1) at a macro level, a shift in consumer and environmental factors can impact firm strategy and (2) at a micro level, an e-mail-based marketing campaign designed to address these changes can impact firm-level performance.

The case puts the students in the position of CEO Robert Huth as he is preparing for a board meeting. He had taken David's Bridal from a loss in 1996 to sales of over $1 billion by 2011, but he was concerned about future growth. People were waiting longer and longer to get married and, once they decided to, were spending much less than in the past, so the industry had seen year-over-year declines since 2007. How would David's Bridal establish its brand in the minds of a new generation of brides who shopped, purchased, and decided differently than had brides in past generations?

Ethical decision making, business ethics.

This case is applicable to MBA, EDP and EMBA courses.

TOREAD, a professional provider of outdoor equipment in China, started in business by producing and selling tents. To meet market demand, TOREAD expanded its product line which ranges from outdoor durable tent products to “pan-outdoor” products including footwear and clothing. During the critical expansion phase, TOREAD was challenged by a quality problem in a batch of outsourced sandals that had been manufactured by a contracted supplier. By researching different options and going through an ethical decision making process, TOREAD made the choice of destroying all “problem sandals”. Since then, TOREAD has focused development on product quality improvement and product innovation to establish a sustainable brand image and generate social benefits. TOREAD's decision making in the critical development phase helped it to become the leader in the outdoor product industry in China.

This case may be used for courses such as business ethics and strategy. By learning this case, students can understand the process of making ethical decisions when facing moral dilemmas among corporate decision makers, employees and relevant interested parties, and learn how to make strategic decisions to balance company profit growth and social benefits in critical development phases.

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 case deals with marketing research study undertaken to introduce a new product in the market. The company was planning to introduce Cerenity, a toilet seat sanitizer for women who frequently use shared restrooms. The case discusses the conclusive study undertaken involving quantitative marketing research. The research team carried out quantitative survey and collected the data. It applied various quantitative research methods such as factor analysis, multiple regression, cluster analysis and conjoint analysis for analysis the collected and drawing managerial inferences.

This exercise is one in a series intended to help students learn how to perform financial calculations in marketing contexts.

Kookaburra, a maker of cricket equipment popular in Australia, New Zealand, the United Kingdom, South Africa, and India, was considering two strategies for positioning a new cricket bat in India. Both strategies would cannibalize current sales, and Lulu Popplewell, category manager responsible for the Indian market, needed to calculate the financial impact of both to determine which one she would recommend.

This exercise poses a fictional problem about branding strategy on a new product, and asks students to consider the financial impact of different branding strategies and cannibalization rates.

After completing the exercise, students should be able to:

• Calculate the impact of cannibalization on units and profit for a new product launch

• Determine break-even cannibalization rates

• Understand how different branding decisions may impact the degree of cannibalization they should expect from a new product launch

Calculate the impact of cannibalization on units and profit for a new product launch

Determine break-even cannibalization rates

Understand how different branding decisions may impact the degree of cannibalization they should expect from a new product launch

This case is based on a real-life consulting engagement with a major Fortune 100 telecommunications company. The name of the firm has been disguised for confidentiality reasons. Completing the case teaches students how to develop a cost-containment ROI analysis and develop a business case for a large enterprise technology project. The class discussion focuses on strategies to understand and manage the risks of the project and organizational issues. In addition, the case teaches students good questions to ask when reviewing a complex project business case, and how to present a project for funding approval. This case is the second in a series of three cases designed to teach students ROI analysis for technology projects; the first is “B&K Distributors: Calculating Return on Investment for a Web-Based Customer Portal” and the third is the case “ROI for a Customer Relationship Management Initiative at GST.”

The case objective is for students to learn how to compute a return on investment (ROI) analysis for a large cost-containment technology project. Students learn the best practice of computing the range of possible outcomes (the best, worst, and expected case), and how to present the results to senior management. In addition, students learn how to incorporate important management issues of personnel reduction and technology project risk into an ROI analysis.

Julia Brown, toy buyer for the Hightower Department Stores, has to decide which of three imported stuffed animals will be offered for sale by the 16 Hightower stores during the approaching Christmas shopping season. The case is appropriately used as an introduction to the concepts of least squares and regression analysis. A linear relationship between realized and test-market sales can be used to forecast the sales potential of the three proposed animals, and an explicit treatment of the uncertainty in this forecast is necessary in order to decide how many of each adopted animal to order.

Manufacturing, Western management theories and Japanese management practices.

This case can be used in project management or management-related courses at tertiary institutions at Undergraduate and Postgraduate level.

This case provides students with an opportunity to find out what make Toyota so successful in manufacturing through its famous production system as well as the underlying Toyota Way principles. All students are expected to understand the Toyota Way model with a balanced view that goes beyond a set of lean tools such as just-in-time. This case opens a historical account for the Toyota Way model by connecting with possible Western management theories and Japanese management practices.

It is expected to significantly benefit students with industry experience with the intention of initiating appropriate changes in their own industry and/or organization by applying what they have learnt from the Toyota Way, through bridging with Western management theories.

Teaching notes.