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This case is designed to enable students to understand the role of women in artificial intelligence (AI); understand the importance of ethics and diversity in the AI field; discuss the ethical issues of AI; study the implications of unethical AI; examine the dark side of corporate-backed AI research and the difficult relationship between corporate interests and AI ethics research; understand the role played by Gebru in promoting diversity and ethics in AI; and explore how Gebru can attract more women researchers in AI and lead the movement toward inclusive and equitable technology.

The case discusses how Timnit Gebru (She), a prominent AI researcher and former co-lead of the Ethical AI research team at Google, is leading the way in promoting diversity, inclusion and ethics in AI. Gebru, one of the most high-profile black women researchers, is an influential voice in the emerging field of ethical AI, which identifies issues based on bias, fairness, and responsibility. Gebru was fired from Google in December 2020 after the company asked her to retract a research paper she had co-authored about the pitfalls of large language models and embedded racial and gender bias in AI. While Google maintained that Gebru had resigned, she said she had been fired from her job after she had raised issues of discrimination in the workplace and drawn attention to bias in AI. In early December 2021, a year after being ousted from Google, Gebru launched an independent community-driven AI research organization called Distributed Artificial Intelligence Research (DAIR) to develop ethical AI, counter the influence of Big Tech in research and development of AI and increase the presence and inclusion of black researchers in the field of AI. The case discusses Gebru’s journey in creating DAIR, the goals of the organization and some of the challenges she could face along the way. As Gebru seeks to increase diversity in the field of AI and reduce the negative impacts of bias in the training data used in AI models, the challenges before her would be to develop a sustainable revenue model for DAIR, influence AI policies and practices inside Big Tech companies from the outside, inspire and encourage more women to enter the AI field and build a decentralized base of AI expertise.

This case is meant for MBA students.

Teaching Notes are available for educators only.

CCS 11: Strategy

Entrepreneurship and Strategic Management.

This case is intended for teaching entrepreneurship and strategic management courses at the undergraduate and graduate levels.

This is a field-researched real case about a growing food business started by local entrepreneurs in Abu Dhabi, UAE. Slices, a UAE-based organic food pioneer company is becoming popular in the UAE nowadays. The company was poised for growth as demand was exceeding all expectations. There were many challenges Slices had to face: increasing demand and brand awareness of Western Fast Food Giants; and what future skills Slices needed to develop to meet the regional and global challenges. Slices specializes in organic food, and they came up with different varieties in their menu every day. This, in turn, expanded the outlet greatly and they gained high revenues in a short period of time. Based on resource-based theory, Slices entrepreneurs have developed their business which is unique in terms of food with a flare of community service that involves offering healthy food to the customers and also a philanthropic attitude toward the poor. Slices is novel not only because they have more or better resources but also because of their distinctive competences (unique healthy food, community service and philanthropic attitude). Slices adopted a simple concept in which they sell their healthy food in a healthy atmosphere with delicious recipes that appeal to many different nationalities. But the challenges and hurdles are many which the company has to think of if they want to sustain in the long run. Faisal, Khalid, Hamad and Amina are wondering what their next step ought to be in light of the stiff competition. Do they have the dynamic capability to strategize? Do they have enough resources to expand locally and internationally? If yes, where and how? This case will enable the students to critically think in various facets and reach a decision based on the facts provided.

The case will help the students identify and evaluate the entrepreneurial strategy adopted by the company for start-up and future growth. This will also enable the students to critically think in various facets and reach a decision based on the facts provided.

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

Entrepreneurship and/or Strategic management/International Business Management.

This case is intended for teaching entrepreneurship/Strategic management/International Business Courses at the undergraduate level.

This is a field-researched case about a budding Emirati female entrepreneur “Azza Al Qubaisi” who established the ARJMST Jewelry brand in Abu Dhabi, United Arab Emirates (UAE). The ARJMST brand, a UAE-based jewelry design and art pioneer company in the local art and craft is one of the most popular jewelry brands in the United Arab Emirates. Azza, the entrepreneur faces many challenges and hurdles if she is to successfully sustain her business in the long term. She is considering what her next step ought to be in light of the competition. Should she expand? If yes, where and how? This case will enable students to critically think about the various issues and reach a decision based on the facts provided. The case is based on primary and secondary data collection and has been tested in an International Business Management class at BBA level, with great success.

This case study illustrates the journey of an Emirati female entrepreneur who uses simple things in a creative way to build a business. The case will help the students to identify the start up motivation and evaluate the business strategy for further growth. This will also enable the students to critically think about the various factors and reach a decision based on the facts provided.

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.

The learning outcome is that it will help to sustain your startups in the ever-changing business environment especially in the context of emerging markets.

The present case is about Dilkhush Kumar from village Bangaon, India who developed a cab booking platform “AryaGo”, an innovative platform completely dedicated for rural road transport connectivity. AryaGo is the service line of Aryan Cabs and Rural Trans-solution Pvt. Ltd., a Startup founded in the year 2016 under Startup Bihar, a seed capital support scheme of State Government. The idea was to provide comfort, convenience, safety and affordability to all the commuters travelling from or within far-off villages. The biggest challenge during implementation in villages includes availability of updated geo-mapped images for app development and vehicle tracking. Company was foremost in providing the kiosk-based booking facility for its customers. It took the decision based on the profiling of customers and their preferred booking methods. When a customer booked a cab using IVR, they did not had access to app-based customer panel and hence they could not avail services such as, location tracking, SoS, real time tracking of vehicle. However, heavy invest in IT has put the company in financial stress and Kumar is wondering whether to expand fast or penetrate in the given target market. Should he re-design his business model so as it can really make a difference in terms of service delivery?

Post Graduate/ MBA.

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CSS 8: Marketing

Upon completion of the case study discussion, successful students will be able to define and list the steps of time-driven activity-based costing system (TDABC); understand and explain the ideas behind the TDABC; implement the TDABC in customer profitability analysis; draw connections among the cost and profitability analysis; evaluate the importance of better costing techniques in profitability analysis; and make managerial decisions based on TDABC analysis.

Gluten Limited’s financial affairs and operations manager, Fatih, was aware that the company was making very little profit from its operations with its biggest customer. The main reason appeared to be that it delivered its products in bulk to the main warehouses of the customer, which then distributed them to the stores. Fatih believed that products were being sent to stores late, so that their expiration dates passed quickly and they ended up being returned.

The case study documents the past year of Gluten Limited’s delivery operations with one of its biggest customers. It focuses on the effectiveness of its delivery operations and ways to increase profitability by reducing sales returns. The case dilemma involves the choices that Fatih faced following a six-month trial period: either delivering products in bulk to the customer’s main warehouses at lower cost but higher return rates or delivering small amounts directly to stores at higher cost but lower return rates. Fatih needed to decide which mode of customer operations was more profitable and continue that way.

Knowing the importance of determining costs properly in profitability analysis, Fatih made the cost calculations using the TDABC system.

This case was written for use in Cost Accounting and Managerial Accounting classes at the undergraduate level. The focus of the case aligns well with discussions of customer profitability analysis, cost reductions, eliminating non-value-added activities, and profitability of operations. Instructors seeking to emphasize the most suitable costing methods for customer profitability analysis could assign this case.

Teaching notes are available for educators only.

CSS 7: Management Science

▪ Perform relevant analysis (financial and non-financial) related to investment decision-making.

▪ Make decision based on the analysis.

Jade Sdn. Bhd. (JADE), since its establishment, has been mainly involved in providing services in facility management and cleaning services. Apart from these main services, JADE was also involved in hospitality management, travel and tours, and agribusiness. The current involvements were already varied, and the Board was thinking of furthering the diversification activity to generate more revenues. As the Chief Executive Officer (CEO) of JADE, Ahmad was required to conduct the necessary analysis and provide his recommendation to the Board whether JADE should proceed with the purchase of Tulip Garden Hotel (TULIP). He had one month to act before proposing his recommendation to the Board.

Undergraduate and Postgraduate

Teaching notes are available for educators only.

CSS 1: Accounting and Finance.

Entrepreneurship, strategic management and international business management.

This case is intended for teaching entrepreneurship, strategic management, international business courses at the undergraduate as well as graduate levels.

This is a field-researched real case about a growing fast food business started by local UAE entrepreneurs in Abu Dhabi and Dubai, United Arab Emirates (UAE). Just Falafel, a UAE based fast food pioneer company in the vegetarian and healthy food category is one of the most popular food outlets in the UAE. The company was poised for growth as demand was exceeding all expectations. Newer markets were being considered for expansion. By taking into consideration the present economic conditions as well as market stability it is possible to make a detailed calculation of market growth. There were many challenges Just Falafel had to face: increasing demand and brand awareness of Western fast food giants; and the future skills Just Falafel needed to develop to meet the regional and global challenges. Just Falafel specializes only in falafel and the company devised different flavors to differentiate its sandwiches based on each culture. This in turn expanded the outlet greatly and it gained high revenues in a short period of time. But there are many challenges and hurdles which the company has to consider if it is continue in the future. The owners and management are wondering what their next step ought to be in light of the economic recession. Should they expand? If so, where? If not, why not?

The case will help students to identify and evaluate the business strategy and the business model adopted by the company for international expansion. This will also enable students to critically think in various facets and reach a decision based on the facts provided.

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

Plymouth Tube, a family business, was a manufacturer of precision tubing and extruded shapes for aerospace, desalination, medical, mining, energy, and water industries globally. Founded in 1924, as of 2012 it employed 770 people at thirteen plants in seven U.S. states and had sales of about $240 million. The family had twenty members across three generations, including spouses. The board was composed of eight members, three from the family and five who were independent. Stacy, age 30, was the only fifth-generation family member working for the company. Her father, Van, age 64 and a fourth-generation member, had been in the business for forty years and had succeeded his father as president, CEO, and chairman.

In early 2013, management presented a very large expansion project that was riskier than previous recent investments to the board, and requested the board's approval. Independent board members asked Van to obtain feedback from the family about the proposal. Van asked Stacy to direct the process for informing the family, asking for their input, and communicating it back to the board.

How should Stacy conduct the process? What should be done with the information once it has been gathered? Should family members be involved in this type of business decision? Based on the information given in the case, is this a good investment?

Business internationalization into emerging markets.

BA Level.

On March 23, 2014, Yves, Patrick and Pascal were on their flight back from Udaipur, India, to Zurich, Switzerland thinking about all the experiences they had during the last 12 months and especially in the last three weeks when they visited India to do the feasibility study for their water shop concept. They still had many questions that were unanswered before leaving India. Do they have the sufficient Indian contextual knowledge and expertise to run a business? Are they considering all relevant aspects to successfully establish a water shop in rural India? Have they developed the conducive mindset? Are they ready to leave their comfort zone, friends and family behind to embark on an once-in-a-lifetime adventure? Do they have enough social capital to assist them in the process of setting up the water shop? Shortly before landing at Zurich airport, Yves knew that they now either had to become serious and really spend at least a year in India to turn their concept of a water shop into reality or stay back in Europe starting with their masters studies. The case offers a true story about three BSc students that decided to evaluate whether they could implement a business opportunity that they had identified during a “Doing Business in India” course at their university and subsequently developed into a serious business case. Based on this situation, the case study offers the opportunity for students to better understand what it takes to create the right mindset (i.e. “Triple I” mindset) before actually implementing a market entry or expansion project in India.

The case focuses on teaching the “Triple I” mindset to discuss the prerequisites of a successful market entry or expansion in India: investment mindset, intercultural mindset and infrastructure mindset The case study also highlights the importance of networks and networking locally (i.e. building social capital) as a prerequisite for a successful market entry or expansion. This approach including the “Triple I” mindset, the role of social capital as well as the actual market entry or expansion project is summarized in a metaphor that we call the “Archimedes’ Screw of Internationalization”. The case study proposes to work on the following five assignment questions to drive the intended learning objectives by discussing the different prerequisites of a successful market entry or expansion in India.

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CSS: 5: International business.

The manager of engineering at Palm Oasis Engineering in Dubai expressed dissatisfaction with his compensation. The uncertainty of his continued participation at a key position came at a critical time for the company. This case provides an event for the analysis of HRM issues of a small company in a nontraditional, international context. Real and perceptual issues surrounding expatriate employee compensation, including wages and benefits relative to home country, cost indices, inflation, and currency fluctuations, are analyzed. Motivation and negotiation strategy are also examined.

This case has been disguised to protect the anonymity of the company and key individuals. The industry, name of the company, and names of personnel have been changed. The authors were granted access to key personnel at the company during a limited time frame.

This case is designed for upper level, undergraduate international management, international human resource management, and human resource management courses. The case is designed as a mid-semester decision-based case that allows students to apply concepts on motivation, human resource management, and negotiation.