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In the first case of a two-part series, a strategic finance manager at Wells Fargo with experience installing solar panel systems on bank branches crunches the numbers for a similar project in the Los Angeles area given the uncertain future of a government rebate.

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

Human resource management and organizational change.

Students on an introductory course on Human Resource Management or a specialization course of HRM such as change management and organizational development. This case study can be taught at the MBA level.

This case study can serve as the base for understanding and identifying the various characteristics that relate to revolutionizing HR functions with the help of digitalization. It can also be elaborated further to include the challenges that a company has to face after it decides to establish IT software based on operations. This case is an evolutionary story of a large-scale Pakistani company, Pak Electron Ltd. (PEL) which has been in operation for almost 60 years. The top management decided to move from a traditional administrative system towards setting up an HR department for the first time. The case states the salient features of the traditional administrative system, issues faced by the company in the setup of a new HR system and digital HR system along with the employees’ views and perceptions on these systems.

Students are expected to learn the following: the various characteristics of a paper-file based traditional administrative system; the various features of an IT-based modern HR system; the decision background and basis for making the switch to the new contemporary HR system; and the reaction of employees against changes in organizational systems.

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: 6: Human Resource Management.

HRM, training, strategic HRM.

The case is designed for undergraduate and graduate level business students (BBA and MBA) in human resource management, organizational behavior, strategic HRM, corporate leadership and general management. The case provides an overview of the importance of diffused HRM practices in developing countries on the basis of standardized rules and cultural values defining these rules. The case presents the situation of HR management practices in SIH, Islamabad on the basis of different styles followed by HR managers to develop an egalitarian model aspired on the basis of local values but at the same time is on the line of international standards.

In Shifa, It was observed that locally trained HR managers could better synchronize employees' aspirations with standards of diffused model as compared to foreign trained managers. It was found that the former group of professionals appreciated local values; therefore they considered these values while following standardized rules and regulation; whereas the latter group took it as a bunch of obsolete concepts which had nothing to do with employee management practices in urban/modern organization. Therefore, positive perception of locally trained managers' about the indigenous' wisdom and its consideration in employee management decisions enabled them to play a proactive role in developing cultural fit HR practices, besides winning the support of both, management and the workers. This also allowed them to “maintain balance” between local aspiration and international standards of operations. Although SIH is unique in terms of its mission, services, organization, and its use of technology, it is believed that this unique case may provide useful insights for organizations in similar situations. Many of the difficulties faced by SIH either support or help to understand situations prevailing of other organizations working in the context of Pakistan. For instance, any public or private organization or multi-national corporation following Western (diffused) HR model to regulate workforce in the local setting can get benefit from this research.

The teaching objectives of the cases are apprehend the importance of diffused HRM practices in developing countries context. importance of indigenous wisdom of flexibility and culturally fit HR practices as a proactive approach towards HR issues handling the case of Mr Shahbaz and Ms Aysha Ahmad. Importance of social networking and controlled personalized models for employee regulation, e.g. case of Mr Abid Elahi.

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

Quality management among multiple business units of a large organization is often difficult if each unit is run independently in terms on their quality standards. In this case, participants will discuss how Bukhari Group of Companies should establish a common brand image through standardized quality. Participants should also understand that common brand image for diverse products does not mean identical level of rejection or customer complaints. It should be understood that different markets have different tolerance for product failures. The participants can chalk out the measures the protagonist of the case should be able to take to effectively steer the Bhukari Group to achieve profits and excellence.

The media consultant for the Reagan-Bush '84 campaign identifies his goal as stopping and reversing a strong decline in support for President Reagan. The case describes the results of some of the motivational research used, and introduces a framework for evaluating advertising strategies. The case also introduces the MECCAS framework for evaluating advertising copy and discusses theory-driven communication strategies.

The built environment

This case can be used for undergraduate and post graduate level business and management studies. The topics identified for this case study would be environmental management applicable to green management, corporate sustainability and financial planning, buildings conservation, sustainable constructions and projects and the hospitality industry.

Mr Niranjan Khatri is one of the people involved in ITC's successful implementation of green management techniques. The key issue causing concern to management is how they initiate this new concept to the already existing and functional hotels in the country. The second key challenge is managing their stakeholders. Being in the service industry, customer service and convenience is of prime importance and at times they may be in conflict with the sustainability agenda of ITC.

Students should be able to analyse the importance of environmental management in the hospitality industry; recognize the operational constraints and legal obligations surrounding environmental performance in hospitality and tourism, Interpret environmental theory and work out an implementation plan for implementing environmental management in hotels.

Teaching note.

After reading and analyzing the case study, the students would be able to identify the main stakeholders and decision-makers and their importance and influence on the environment for a product, evaluate the value chain of the product and critical decision-makers, evaluate the various ways to avoid falling into the trap of greenwashing and examine the marketing strategy to market an environmentally friendly product.

LIKO-S is a Czech manufacturing and construction company. The company has been designing and creating intelligent solutions, such as green facades or vertical greenery systems, to save energy in building heating and cooling systems. The company launched green facades in the Czech market. However, the main obstacle was the need for supporting data to showcase the positive environmental impact of green facades. Under these circumstances, Libor Musil’s main objective was to overcome prevalent misconceptions about green facades and find a suitable market segment. The situation worried the company, as LIKO-S had heavily invested in developing and marketing the green walls. The management had to tackle this challenge as soon as possible to recover the substantial research and development and marketing investments. Furthermore, owing to lack of information, even genuinely sustainable products were seen as greenwashing. In addition, bad or wrong customer perceptions of these walls might spill over to other products, tarnishing the company’s image and threatening its survival in the domestic market. Under these circumstances, competitors might enter the Czech market, jeopardizing the company’s overall profits. Consequently, Libor was in a great dilemma about managing the financial and reputational risk of the company. Should Libor close the green walls unit, explore different markets/uses or help increase awareness among the general population about green walls by finding a suitable marketing strategy?

The case study was designed for graduate-level students in the strategic management (CSR and innovation module) courses. However, the case could also be an excellent addition to marketing courses dealing with customers’ perceptions of innovative products and strategies to improve the adoption of the product.

Teaching notes are available for educators only.

CSS 3: Entrepreneurship

This case is used in Darden's required first-year course, “Strategic Thinking and Action.”

In 2015, Steve and Heidi Crandall, the founders of Devils Backbone Brewing, LLC (DBB), were looking back on eight years of unanticipated success and significant growth. DBB had created a destination, a brand, and beer that drew people from all over, and it was the largest craft brewery in its region. The entire community, not just loyal beer drinkers, had supported DBB. In addition to funding and zoning accommodations, so many local residents had built their own economic lives around what had been their “little brewery that could.”

But the success had brought challenges, specifically in terms of growth. DBB was consistently not meeting demand in its existing markets and was receiving complaints about out-of-stocks. The Crandalls and their team had to figure out how to grow with, or preferably ahead of, demand for DBB's product. Should DBB build further capacity despite an already exhausted line of credit? Should it employ a contract brewer despite the local authenticity concerns such a move might stir up? Or should it just keep trying to manage business within its existing footprint, comfortably serving its loyal customer base?

This case describes how eight entrepreneurs discover different opportunities for new businesses to exploit a single technological invention. The case focuses on the process of entrepreneurial discovery and its implications for the creation of new firms. Many of the teaching materials on entrepreneurship assume that entrepreneurs have already discovered an opportunity. While these materials provide useful information about the process of creating new enterprises, they miss the crucial first step in the entrepreneurial process: identifying an opportunity. The case illustrates the theoretical concept of the role of information in the discovery of entrepreneurial opportunities. It can be used in a class on entrepreneurship or management of technology.