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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 study will encourage reflection on the challenges that organisations face in attracting, engaging and retaining knowledge workers that are critical to their performance and growth. It is set in the context of innovative, high-tech organisations whose success is heavily dependent on the performance of information technology (IT) professionals, a specialised and heavily demanded workforce.

The case study depicts the struggle of Manoel Almeida, Descomplica’s chief technology officer, to reverse the scenario of demotivation and high turnover among IT employees and to attract new talent. The case study addresses the themes of knowledge worker attraction, engagement and retention, with a focus on IT professionals.

This case study is designed for undergraduate and graduate education programmes/courses.

Teaching notes are available for educators only.

CSS 7: Management science.

John Caldwell, president of Kio-Tek (KT), presents his company's business plan to a group of 30 venture capitalists at the November 2001 annual meeting of the Portland Venture Group. John's presentation is included in the case as an exhibit. The case begins with a brief overview of the meeting and John's presentation. The body of the case describes the question and answer period immediately following John's presentation.

Included in the case is a set of exhibits that John has handed out to the audience as supplemental information. These exhibits provide additional information on marketing, management, and financial issues facing the company and John refers to them throughout the question and answer period. The VC's ask John a variety of questions in an effort to determine whether KT is an attractive investment opportunity

Operation and logistics.

Students and practitioners.

This case study analysis the logistical and operational issues that one of the leading pharmaceutical companies in the MENA region is facing. The case provides a practical example of a company which positioned itself well to be a leading company. However, there are some inherent operational and logistical problems that hinder the company to reach its leading position. The first section of this case describes the company, its process and its operational problems. The second section is dedicated to the analysis of the operational capabilities and current key issues. The last section provides recommendations on how to improve the current operations and ways in which the improvements can be implemented, as well showing the benefits to the company based on the theoretical and practical frameworks.

Understand how operational issues affect company performance.

Analyse the effect that poor operational process can have on the overall company business.

Evaluate alternatives for process modifications.

Create plans for process improvements and assess its operational and logistical implications.

Teaching notes.

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.

Entrepreneurship, Corporate sustainability, CSR, Supply chain.

Master's courses: Entrepreneurship, Strategic management.

In 2002, potential risks deriving from emerging normative demands in the CSR debate prompted Axel Springer (AS) to rethink their supply chain strategy for Russian wood. Being one of the first movers in CSR in the publishing business, AS realized that current practices could spark future public discussion that might put pressure on AS, a key player in these supply chains. In early 2002, AS and one of their main suppliers, Stora Enso, started a joint initiative to redesign the supply chain processes in two of the major Russian logging regions to improve their social and ecological performance. Sometime later, other major players in the publishing sector as well as critical reviewers from several non-governmental organizations (NGOs) were invited to participate in the design of the new voluntary sustainability initiative called “Tikhvin Chalna project”, the second phase of which was accomplished by the end of 2006.

Learn that organizations (specifically high-brand owners) are responsible for practices within their entire supply chains (social as well as environmental performance).

Explore proactive corporate sustainability, CSR strategies are market but also institutional driven; Strategizing involves forming and transforming the rules, norms and standard models of customers as well as institutions such as NGOs or governmental bodies. Whether the initiator of such strategy is successful in increasing or manipulating demands is dependent on its resources and capabilities as well as on its network position. The case supports students in understanding resources being used to successfully transform or create institutional arrangements.

Discover that the value of a business' relationships and its network position.

Teaching note, Video files

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.

After studying this case, students must be able to explain the rationale for going public; identify the type of markets available for listing a company on Bursa Malaysia and explain the listing process; and analyse pre-IPO financial performance using trend analysis, comparative analysis and common-size analysis.

Uniutama Education and Consultancy Sdn. Bhd. (UECSB) in Universiti Utara Malaysia (UUM) was a company with strong financial performance and growth opportunities. In 2020, UECSB was planning for an initial public offering (IPO), whereby the company could offer shares to the public. This would allow UECSB to raise capital from public investors, and increase UECSB’s credibility and exposure. Therefore, Halim, who was the General Manager of UECSB, needed to decide whether or not UECSB should go for an IPO.

This case is more appropriate for final-year undergraduate students, particularly those majoring in Finance. This case is also suitable for postgraduate students, especially those enrolling in Master of Business Administration (MBA), Master of Business Management (MBM) and Doctor of Business Administration (DBA) programmes, and Executive Education programmes in Management.

Teaching notes are available for educators only.

CSS 1: Accounting and Finance.

Used hypodermic needles were found in Stanton Convention Centre. The Centre’s department heads suggested installing secure needle receptacles. June Patterson, General Manager, quickly learned this was a divisive issue. Heated arguments focussed on two opinions: first, the Centre owed employees a safe working environment and needles constituted a significant risk to safety. Second, other department heads believed that presence of needle boxes would diminish customers’ perceptions of the Centre. According to one, “You wouldn’t find needle boxes in nice restaurants or golf courses.” Having promised a decision by the next meeting, Patterson mulled the question over and wondered how to proceed.

This case was written based on information obtained in interviews with the manager described in the case. The manager’s name, the name of the organization, and the city where it is located have all been disguised.

The authors use this case as the first contact with cases for our incoming MBA cohort in the summer pre-session to acquaint them with the basics of case analysis. However, this compact case could be used in many management courses, graduate or undergraduate, to illustrate difficulties in management decision making for different stakeholder groups.

The concepts most central to our discussions of the case are management decision making and the influences of diverse stakeholder opinions on those decisions.

“Samsung Electronics had experienced a series of quality-related problems, including the recall of one of its LCD TV models. Unfortunately for quality director Kevin Sarni, there was no single root cause behind these problems: Samsung's supply chain management, product design, and testing/quality assurance functions all played a role.

Sarni regularly worked with quantitative data from Samsung's customer complaint database, but recently he had been shown comments about Samsung products posted on the website ConsumerAffairs.com. The number and emotional tone of the website postings concerned him; he worried these kinds of complaints might touch off a social media—fueled public relations firestorm that would make his job more difficult.

He wanted to analyze this feedback, but had no experience with qualitative data. An internal Six Sigma Black Belt consultant suggested he start by creating an affinity diagram and use that to create a Pareto chart to determine which issues to address first. Once Sarni completed the unfamiliar diagrams he had still another task ahead of him: examining the results to see if they justified taking short—term action to address the quality problems raised in the complaints.”

After analyzing the case, students should be able to:

• Organize and analyze qualitative data using affinity diagrams

• Identify priorities using Pareto charts

Organize and analyze qualitative data using affinity diagrams

Identify priorities using Pareto charts

The case reinforces the importance of approaching problem solving in a methodical and data-driven manner and demonstrates the power of visual (vs. table-driven) tools.