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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

This case is in four parts, highlighting the crossroads at which the protagonist Savita finds herself in and the difficulties she faces in balancing her career aspirations with family responsibilities. A Fellow of Indian Institute of Management (IIM) Ahmedabad, Savita's dilemmas concern working in a prestigious management institute in Kolkata versus getting a job in Mumbai in order to psychologically and financially support her family and get married; joining her husband in China on his posting versus going to the US on a prestigious fellowship prioritizing her career, and finally, starting a family versus postponing the decision till the couple were together and reasonably settled in their respective careers.

Nina, a 30-year old Asian Indian female, joined Morris University in the fall 2006 semester after completing her doctorate. She was an instructor and course designer at this historical black institution in a rural town in the southern part of the US. Ninety percent of the students and staff of Morris University (MU) were African-American. MU was committed to the objective of educating African-American youth and the concept of “students first” was one of its core institutional values. Nina's experience teaching an organizational learning course was very unpleasant. Her student evaluations were poor with harsh comments about her and the course. Nina was asked by the department head to prepare a teaching improvement plan for herself.

Marketing management, brand management, brand loyalty, brand consumer behavior.

MBA program or the Executive Education program.

Anubhav Jain, Marketing Head of Digamber Industries, is concerned about the national launch of Surya Gold tea. The brand had been doing well in Jabalpur (Madhya Pradesh, India) with almost 20 per cent market share. However, market reports suggested that retailers primarily pushed the brand and consumers had little loyalty for Surya Gold. Owing to lower repeat purchases, Jain had to spend large amount of money on consumer acquisition. For the national launch, a large base of loyal consumers was critical for business growth. He understood brand loyalty but found it a difficult proposition to relate from consumers' perspective. Market consultants were hired to conduct a qualitative research based on Susan Fournier's work on consumer-brand relationships. The case gives an account of conversations with professed lovers of tea to understand consumer behavior toward tea, including why people drink tea, how they choose their brands and what makes them re-buy or change brands. The case makes certain propositions around brand loyalty, which Jain had to decode to understand tea consumers in India, how brand loyalty develops and changes over time, and hence, how should he plan his marketing strategy. The case attempts to help students critique traditional definitions of brand loyalty, understand and evaluate the concept from consumers' perspective and highlight its importance in marketing strategy planning by explaining evolution, various types and intensity of brand loyalty.

The broad objective of the case is to strengthen participants' understanding of brand loyalty concept and also appreciate the importance and role of brands in consumer's life. The case can be used for MBA or executive education in brand management or consumer behavior courses. The specific objectives of this case are to help students appreciate the variations in brand loyalty across consumers and critically assess the traditional definition of loyalty, highlight the connection between the consumer personality and the brand attributes, help them understand how the concept of brand loyalty and brand relationship affects consumers' attitude and behavior, help students understand as to why brand loyalty develops and how it can be maintained and expose students to qualitative unstructured data and give them an experience of using it for managerial use.

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

At the end of the session, learners are expected to be able to evaluate the detrimental impact of stress on blue-collar workers’ well-being in Attainer Engineering Sdn Bhd; develop effective strategies to improve stressful conditions experienced by blue-collar workers in Attainer Engineering Sdn Bhd; analyse and select appropriate approaches that can help maintain the motivation levels of blue-collar workers in Attainer Engineering Sdn Bhd; analyse the impact of Attainer Engineering Sdn Bhd’s extensive investment in training new blue-collar workers, alongside the subsequent high turnover rate, on the decline in sales and profit; identify the critical changes that the managing director should have implemented to prioritize employee retention among blue-collar workers at Attainer Engineering Sdn Bhd; discuss the strategic implementation of mechanization, specifically in the context of automating repetitive processes, as an innovative solution to address the challenges faced by the ship repair and maintenance service industry heavily reliant on blue-collar workers in emerging markets; cultivate thoughtful debates on ways to keep blue-collar workers in the shipping repair and maintenance industry, as well as active learner participation and group interaction; develop learners’ analytical and critical thinking skills by guiding them through the analysis of a real-world case study in the shipping repair and maintenance industry, concentrating on the difficulties and potential solutions for blue-collar worker retention; and equip learners with practical knowledge and insights on implementing effective human resources strategies for retaining blue-collar workers in the shipping repair and maintenance industry, emphasizing the conversion of theoretical concepts into workable solutions.

This teaching case study centres on Attainer Engineering Sdn Bhd, a Malaysian conglomerate that bestows ship repair and maintenance services. Regrettably, the corporation has been subjected to a decrease in profitability and productivity owing to its high turnover rate of blue-collar workers. The ship repair and maintenance service industry is accountable for delivering comprehensive repair and maintenance services to ships, including their engines, hulls, machinery and other related components. The fundamental aim of this case study is to ascertain the rudimentary factors that contribute to this issue and foster effective strategies to enhance the motivation and retention rate of blue-collar workers in the ship repair and maintenance service corporation, using appropriate management theories, models and concepts. The case study brings to light the importance of discovering the most suitable approaches to retain blue-collar workers in the corporation to improve its profitability and productivity in a highly competitive market. This teaching case study will be beneficial for students and practitioners who want to grasp the disputes associated with retaining blue-collar workers in the ship repair and maintenance service industry and learn how to apply management theories, models and concepts to address these disputes effectively.

This case discussion would be highly suitable for undergraduate and postgraduate university students who are pursuing their studies in management or related fields and are eager to delve into the nuances of the ship repair and maintenance service industry. Furthermore, trainers from both private and public agencies who are keen on gaining a deeper understanding of the issues pertaining to retaining blue-collar workers in this particular industry and devising result-oriented strategies to tackle these concerns would also find this case discussion immensely helpful.

Teaching notes are available for educators only.

CSS 6: Human resource management.

This case provides an account of an informal round table organized by the dean of a Regional Management Institute to identify issues relating to the management of Regional Management Institutes. It raises questions relating to pedagogy, placement, roles of leaders, local innovations, programme portfolio and sustenance of these institutes. The participants are required to review the outcome of the first round table and take the discussion forward.

Social entrepreneurship.

Undergraduate or Honours students interested in Social Enterprise.

The case describes the challenges face by Mafalda Soto, a Spanish pharmacist, who together with two albino Tanzanian colleagues, has patented and produced the first solar lotion for the albino population made in Africa. The social organization, KiliSun, and its main product have had a remarkable success in Tanzania and have received funds from BASF and the Tanzanian government for production and distribution until 2016. However, Mafalda could not help but think about how to make a viable project out of her social innovation. For how long could she keep her collaborators on board? Where will she get the funds from? What role should she give the Tanzanian government? After all, her dream was to help albinos beyond Tanzania. It was Christmas eve, and that night, Mafalda went to bed naively asking Santa to help her make possible that every albino could one day have access to her sun lotion. This way, they also, could get closer to the sun.

How to finance the growth of the organization; how to design a business model that helps social enterprises become self-sustaining; how to measure social impact; and how to craft and choose strategic alliances.

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.