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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.

The case revolves around a marketing/sales executive who works in the Ad Sales wing of a popular search engine. Over the course of the case, the protagonist realizes that their marketing strategy needs to refocus on a different vertical than the one they have been paying the most attention to. He had done the required data analysis and feels the data strongly points to a need for change in their strategy. However, he needs to convincing the higher management by put together a compelling pitch using storytelling elements, so that the message in his data gets across clearly, compelling them to act.

The case is meant to be used in an introductory course on Data Visualization or Analytics in either a business school or any other context where students have had some exposure to management topics. This case primarily focuses on introducing students to the basic philosophy and techniques of exploratory data analysis (EDA). The Steaming Mug, a US based hot beverage chain is provided as a context for engaging in a hands-on exploratory data analysis exercise to understand the strengths and weaknesses of the company's operations and performance. The learning from exploring this case will help students understand that many different insights can be drawn from the given data. The students will understand that there is no “one correct path” for this analysis. The values of getting multiple groups to present their findings is that students realise that there are many other angles that could have been explored, than the path they had gone down.

Risk literacy matters for business students. A significant aspect of decision-making is accurately evaluating the risks involved in a decision. Research shows that many people are challenged to understand simple, health-relevant risk rates and probabilities. It also shows that many people are functionally innumerate, even educated people like doctors. While there is much academic work in health aimed at understanding how to communicate health risks to patients, an important personal area for business students, there are many industries and organizations where understanding risk is important for business students’ careers. This case provides opportunities for business students to practice these skills.

This is a secondary-data, compact case. The impetus for the case was a blog and the data gathered is primarily from Aviation Safety Net, Worldbank, Airlines.org, International Air Transport Association and Statista.com.

Coming across a blog headline, a professor is dismayed at the message: 2018 saw a sharp increase in air crash deaths. Questioning that the headline is appropriate and that the number of fatalities is an appropriate measure, the professor sets out to analyze airline safety data.

This case is intended for undergraduate or graduate students in an introductory business analytics course. The focus is on using and communicating risk rates and visualization.

Data used to develop the case included primary data from employees and supervisors of a commercial floorcovering manufacturing plant in Northwest Georgia. The case company is not disguised.

The survey was developed using existing instruments from the Organizational Behavior and Human Resources Literature. Instruments were listed in Exhibits 2 through 7. The survey administration had the support of the Vice President for Resources and Facilities, and employees and their supervisors were given time to complete the surveys. The data gathered was analyzed by the researcher using SPSS statistical software.

Established in 1957, J&J started as a family-owned business but had grown and diversified its product offerings by focusing on commercial flooring. It survived several economic downturns and remained competitive in a market dominated by more prominent flooring manufacturers. J&J Industries strived to empower its 800 employees with various incentive programs. Employees remained loyal to J&J; many had worked for the company for over 15 years. However, management wanted to measure the impact of empowering and initiatives on employee performance and satisfaction to determine the real power of employee incentive programs. The Resources and Facilities Vice President employed Professor Lopez, a Management Professor, to develop a survey to measure these constructs and analyze the data to guide future incentive programs. Data from the employee and supervisor survey was provided along with the statistical analysis results for interpretation and recommendations for VP Fordham.

The target audience for this case is primarily students in a research methodology course and students studying quantitative regression analysis and interpretation. The focus is predominantly on graduate-level students in Master of Business Administration or Master of Accounting programs in business. Graduate students should have completed courses in management or organizational behavior, business statistics or quantitative methods or data visualization and cleaning as background knowledge for this case. Specifically, students should understand regression analysis and know when and how the tool is used for managerial decision-making.

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.

After completion of this case study, the students will be able to comprehend the importance of communication in managing change, examine the role of processes and systems in implementing change management initiatives at a large scale, assess the effectiveness of various strategies in mitigating resistance to change and recognise optimal strategies for communication processes and messages with respect to different audience and contexts.

This case study discusses decisions and strategies that led to Indore (a city in the state of Madhya Pradesh, India) becoming India’s cleanest city for the sixth time in a row. The case explores if the various strategies used by the commissioner of Indore Municipal Corporation would continue to succeed in mitigating resistance to change from the citizens of Indore or if the change management strategies needed to be revised. Amidst intensely rising competition from other cities, especially Surat (a city in the state of Gujarat, India), the case delves into the commissioner’s efforts to defend Indore’s claim of being India’s cleanest city for the sixth consecutive time.

This case study is suitable for use in executive modules and management development programs. It can be used for the following courses: ■ In change management course, this case study can cover critical aspects of strategies to mitigate resistance to change and bring about lasting behavioural changes in followers.■ In communication courses, this case study can cover key aspects of communicating the change vision of a leader to a large audience.

Teaching notes are available for educators only.

CSS 7: Management science

After a successful transition from a projects-based IT business services company to a platform-driven analytics company, Saama's core leadership team gathered in 2017 to brainstorm the next phase of its growth. The year before, the team had decided to narrow its target market to the life sciences vertical. Saama now had to decide how to execute on this focused strategy by choosing a growth pathway within the life sciences vertical. Saama's leadership team was considering three alternatives: acquiring new customer accounts, developing existing customer accounts, or developing new products by harnessing artificial intelligence (AI) and blockchain technologies. The team had to evaluate these growth pathways in terms of both short- and long-term revenue potential, as well as their potential for sustaining Saama's competitive advantage.

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.

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