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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

The expected learning outcomes are to understand the complexities involved in the integration of two carriers with different business strategies and approaches, the merger of two brands with distinct personas and identities and the confluence of two different cultures; figure out the strategic options in front of the Tata Group and how it can deal with various macro- and micro-level business challenges, defy the financial hiccups and manoeuvre the operational complexities to accomplish mission Vihaan.AI; and develop a pragmatic approach to macro and micro business environmental scanning for making strategic business decisions.

In November 2022, Tata Group, the salt to software conglomerate, announced the merger of Air India (AI) and Vistara. This would lead to the formation of the full-service airline under the brand name “Air India”. The obvious reason behind this was the higher recognition, salience and recall of the brand AI as compared with Vistara in the global market. The Tata Group envisaged the brand AI to be a significant international aviation player with the heritage, persona and ethos of the brand Vistara in the renewed manifestation of AI. To realise these goals, Tata Group laid down an ambitious plan called “Vihaan.AI”, which was aimed at capturing a domestic market share of 30% by 2027.

This case study can be taught as part of undergraduate- and postgraduate-level management programmes.

Teaching notes are available for educators only.

CSS 11: Strategy.

This case is meant for MBA students as a part of their leadership/information technology and system curriculum. It is suitable for classes in both offline and online mode.

Human resources management/information technology and systems.

The case discusses how Poppy Gustafsson (Gustafsson) (she), Cofounder and Chief Executive Officer of Darktrace plc, one of the world’s largest cyber-AI companies, is reinventing enterprise security by using artificial intelligence (AI) to detect and respond to cyberthreats to businesses and protect the public. Darktrace’s technology leverages the principles of the human immune system to autonomously defend organizations from cyberattacks, insider threats and AI warfare. In addition to leading a cutting-edge cybersecurity company, Gustafsson evangelizes gender diversity at Darktrace where 40% of employees and four C-level executives are women, a number nearly unheard of in the tech sector.The case chronicles the journey of Gustafsson and how she led the company to growth and success. Under her leadership, Darktrace has grown into a market leader in the AI cybersecurity space serving 5,600 customers in 100 countries, as of June 2021. Gustafsson not only redefined the cybersecurity space but also inspired women to pursue a career in the field of cybersecurity. She also collaborated with a social enterprise called WISE to encourage more girls to consider STEM careers.However, along the way, she faced several challenges including growing competition, procuring funds from investors, cybersecurity talent shortage and training personnel. Going forward, some of the challenges before Gustafsson would be to meet the changing cyber protection demands of customers; hire, train and retain highly skilled cybersecurity personnel; beat the competition in a saturated cybersecurity services space; sustain revenue growth; and post profits as Darktrace had incurred losses every year since its inception.

This case is designed to enable students to: understand the issues and challenges women face in the field of cybersecurity; understand the qualities required for a woman leader to lead a technology firm; study the leadership and management style of Gustafsson; understand the importance of transformational leadership in management; understand the role of Gustafsson in Darktrace’s growth and success; analyze the traits that Gustafsson possesses as a tech leader in an emerging cybersecurity space; understand the importance of gender diversity in cybersecurity; and analyze the challenges faced by Gustafsson going forward and explore ways in which she can overcome them.

CSS: 11 Strategy.

This case provides detailed information about digital technologies and business practices that may help offline retailers catch up with the trend of new retail. After studying the case and working on the assignment questions, students will be able to:▪ Understand new features of smart cash registers, including facial-recognition payment, purchase-sales-inventory management, customer profile and store management, which all are important for the long-term development of the retail business in the age of “new retail”.▪ Identify opportunities, practices and impacts of digital technologies, such as big data and artificial intelligence, on contemporary retail businesses.▪ Identify problems of traditional retail and suggest solutions by applying the concepts and tools learned above.▪ Apply digital marketing approaches and tools (e.g., social media, livestreaming and online word-of-mouth) to design marketing campaigns; students should include basic elements such as the 6Ms for effective marketing communications (market, mission, message, media, money and measure).

This case describes difficult situations facing Leo Shoudong Pan, the founder and CEO of Yun Dong Jia Technologies Co Ltd (YDJ), in marketing communications. With a motto of “Making it easy to open stores anywhere”, YDJ develops and sells smart cash registers, which provide a self-developed operating system and cloud computing services. Pan targets small and micro retailers, who are technology laggards when digital transitions had swept the world. His goal is to build a network of 100,000 pieces of smart cash registers across China, but he has only sold 8,000 pieces since he founded YDJ in 2016. He must make a breakthrough in the business. To drive leads and sales, he feels the urgency of conducting effective marketing communications with target customers and enhance their understanding on the value that YDJ creates for them. Monetary incentives are tangible but not yet fully demonstrated YDJ’s value. With the traditional retail approach, brick-and-mortar stores, especially those small-scaled ones, are not able to meet the market change; instead, they must adopt digital techniques to catch up with the trend of new retail, which is necessary for a long-term business development rather than just a temporary measure during the Covid-19 pandemic. Pan must craft more compelling messages. What customer value should be chosen as incentives to motivate the target market? How to conduct effective marketing communications correspondingly?

Senior undergraduate; Postgraduate; MBA; EMBA.

Teaching notes are available for educators only.

CSS 8: Marketing.

After completion of the case study, students will learn to use Lean Canvas to identify business opportunity. They will also learn the balancing of exploitation of profit-producing activities and exploring new opportunities according to the environmental dynamism.

WONK, a tutor discovery and booking app was launched by MyEdge in 2016 to search and book verified tutors in locations served by the company. Based on their requirements, parents and students could sort and book verified tutors in their area. Through the app, users could search for academic and hobby classes in the form of individual tuitions. The ease of use and the service offering made it a popular app with students enrolling every 6 min. Within a span of six years, WONK had provided services to thousands of students in 20+ countries and had 200,000+ tutors registered on their app from 15,000+ pin codes. Despite a plethora of Edtech companies in India, a different business model and services offered gave them an edge over other Edtech companies. To keep up with the customer needs, they were constantly making the upgrades to their technology and expanding their services. Vidhu Goyal, the founder of the company, was enjoying the progress when another development in the technology hit the world. With the launch of applications based on artificial intelligence, will it disrupt the business or not?

The case study is recommended to be taught in a 90-min class to Master of Business Administration students. The case study may be used in courses related to strategy, information systems management and entrepreneurship.

Teaching notes are available for educators only.

CSS 11: Strategy.

The case projects how a women-led social enterprise provides livelihoods through a digitally operated unique micro-entrepreneurship model for the rural artisans of the Indian handicrafts industry, thus bringing about social change through economic empowerment of the community.

To understand how women entrepreneurship is contributing towards livelihood generation and rural artisan empowerment in India. To understand the make-up of a for-profit social enterprise in the Indian Handicrafts Industry, its challenges and solutions through innovative business. To present the mindset and journey of a woman social entrepreneur. To present and understand the growth and scaling up of such unique social ventures. To understand a unique form of the micro entrepreneurship model being built through digital platforms.

The objective of writing this case is to bring out a case of women entrepreneurship in the craft-based industry in India. This case seeks to emphasise on the following learning themes in the area of entrepreneurship: Women entrepreneurship: trials and tribulations. Micro entrepreneurship/rural artisan empowerment. Livelihood generation and upliftment of the rural artisans and revival of dying art and crafts in the Indian craft-based industry. The novel ecommerce and data analytics experience being skilfully incorporated by small enterprises to their vantage and making both the seller’s as well as the buyer’s experience unique. The case highlights how the unique business models of social entrepreneurship through the use of technology bring the digital experience to rural India. Social entrepreneurship. The case narrates the story of a budding social entrepreneur Megha Das who is a textile designer by profession and showcases her journey towards the creation of unique digital platforms which transf

The case has been targeted to be taught in Masters level course in business management/administration, entrepreneurship, social entrepreneurship, development studies, gender studies, design, etc. Its watered-down version can also be taught in under graduate programs in commerce, business management, business administration, fashion and textile designing, entrepreneurship, development studies, gender studies, etc.

Teaching notes are available for educators only.

CCS 3: Entrepreneurship.

1. Analyze the concept of disruptive change and its impact on organizational learning and development; 2. Develop the ability to identify and implement effective behavioral training interventions; 3. Understand the learning and development process; 4. Evaluate the challenges associated with online learning and explore strategies to overcome them; and 5. Recognize the significance of online learning in the current era and acquire knowledge and skills using online tools and applications for different job roles.

This case focuses on the new challenges that Shazia Zaheer, who is Head of the Learning and Development Department, is experiencing as a consequences of COVID-19 in her department. As her learning and development department has been focused primarily on traditional learning modes since the inception of Pakistan Telecommunication Limited (PTCL), she is facing additional challenges in adopting online learning because PTCL has undergone significant structural change. Since 1947, PTCL has been a state-owned enterprise. In 2005, the Pakistan Government privatized PTCL. This privatization resulted in numerous structural changes in management, hierarchy, chain of command, pay structure, product lines, technology and other factors. Employees were reduced from 90,000 to 23,000 as part of a volunteer separation plan, and a new scheme was introduced to streamline the process and improve efficiency. However, the employees at PTCL reacted to this transformation with union strikes and behavioral changes. Hence, this became a daunting challenge for Shazia Zaheer to change employees’ mindsets and instill corporate culture values. Nonetheless, she successfully won the half battle by changing the mindset of employees, and then she faced another challenge, COVID-19. This new normal brought new challenges for Shazia to implement online learning as her department relies solely on traditional modes of learning (classroom-based learning).

This case will be a good teaching aid if included in any courses on “Training and Development,” “Human Resource Management,” “Change Management” and “Online Learning” It would be better at the undergraduate (specialization courses) or graduate level.

Teaching notes are available for educators only.

CSS 6: Human Resource Management.

As China has pressed ahead with rural revitalization in recent years, its rural financial sector has also developed rapidly and the financial environment has been greatly improved. But compared with urban areas, the rural financial sector makes rather limited contributions to rural economic development for a variety of reasons, including single types of service providers, narrow coverage, and lack of services and products. The underdevelopment of the rural financial system is closely related to the characteristics of its target customers and the economic system. The deficient rural financial credit system, the low level of IT application, the difficulty in data collection and integration, and the insufficient collateral of farmers pose high costs and huge risks for financial institutions when providing credit and other financial services.

In the present case, fintech and financial innovation complement each other: The application of fintech makes innovation possible, and the need for financial development fuels the development of fintech. Leveraging fintech and new business models, MYbank has overcome the main obstacles in the development of rural finance to provide convenient financial services for farmers and rural MSEs. Fintech is the abbreviation of “financial technology.” It can be understood as the combination of finance and technology for easier understanding, but it is more than that. Fintech refers to the innovation of traditional financial products and services with various technologies to improve efficiency and reduce operating costs. The emergence and development of fintech have led to the creation of new business models, applications, and processes, which have triggered major changes in financial markets, financial institutions, and the ways financial services are delivered, and are reshaping the financial landscapes of countries and even the world.

There are three major problems in the development of rural finance: difficult access to data, difficult risk management, and difficult market penetration. In order to gradually remove the obstacles and guarantee sustainable business development, MYbank has created three new business models with the power of fintech: digital inclusive finance at the county level, industrial finance, and platform finance. With these models, MYbank is searching for a “Chinese solution” to the worldwide problem of rural inclusive finance.

This case study is intended to supplement postgraduate business learning with the facilitation of an academic practitioner. The case draws on a culmination of subjects, and the participants are encouraged to juxtapose the case information with their professional experiences; however, the primary focus of the case material will be centred on strategy, innovation, and entrepreneurship.

The primary audience for the teaching case is management education programmes including: Master of Business Administration (MBA), Postgraduate Diploma (PGDip), specialist Masters in Management, and certain Executive Education programmes.

This case is about protagonist Ndabenhle Junior Ngulube, the cofounder of an innovative technology-enabled insurance intermediary company called Pineapple. The company has identified an opportunity to resolve the inherent conflict of interest within the insurance industry, as well as the grudge association of non-life insurance purchases. While the competitive landscape of the sector is traditionally dominated by a few large incumbent market participants, Pineapple's digital distribution strategy is more effective at converting ‘clicks-to-clients’, at a fraction of the typical customer acquisition cost. The peer-to-peer business model also allows for superior risk-selection, greater affinity, and lower incidents of fraudulent claims. Ndabenhle and the team develop the company's customer acquisition strategy by drawing on technological trends, reputation drivers, and a concentrated social media approach that focusses on trust, access, product, and value. But, as 2020 begins, Ndabenhle faces choices about the means and methods of scaling the business operation. The case documents the first few years of Pineapple's operations, with a strong focus on business model innovation, distribution, scalability, and technological integration.

To analyse the role disruptive technologies play within sectoral business model innovation

To evaluate the industry-specific competitive business landscape and complexities of building and maintaining a sustainable competitive advantage within a niche market segment

To assess the strategic growth opportunities for an emerging market Insurtech disruptor

To critically appraise the entrepreneurial complexities faced by decision-makers when looking to challenge incumbent market leaders

After completion of the case study, the students will be able to understand the importance of being culturally savvy when working in a culturally diverse environment and managing people from different cultures; critically reflect on the risks resulting from the absence of a clear direction from the company’s top management regarding unifying corporate values and a diversity policy for cooperation across cultures; be aware of best practices in implementing diversity management (DM) initiatives in the company; and learn that changes in the strategic orientation (i.e. focus on automation projects) must be cascaded down to hard elements of structures, processes and systems, as well as to soft elements of skills, staff and management style.

The Kuwaiti branch of a Japanese corporation specialising in control systems and instruments, Rising Sun IT, hired a German professional, Alex, to handle the increasing demand for automation from customers. This recruitment followed several unsuccessful attempts by the company to deliver more advanced automation solutions. Recognising the need to adapt to Kuwaiti customer requirements or risk losing market share, Japanese management understood the importance of transforming their engineering staff. Failure to achieve this next automation step would result in a steady decline in market share and ultimately impact the company’s survival. However, Alex, who was supposed to lead automation projects, was confronted with opposition from the Indian engineering staff and managers. He was not able to find common ground with the staff and perceived issues such as lack of communication, delays in work schedules, missed deadlines and high levels of absenteeism, as a sign of low work morale. Although he tried to increase the awareness of his supervisor and other managers by informing them repeatedly about the problems regarding employee behaviours, his interventions went unheard. He felt ousted by his fellow colleagues and the other employees. Besides, from Alex’s point of view, the Japanese top management did not provide clear directions to the staff and explicit support to Alex in his efforts. This case study highlights three dimensions of Alex’s problem with establishing and maintaining working relationships with other people in the company:▪ Alex’s cultural “blindness” and ignorance of differences in work behaviours that ultimately led to his inability to build solid and trustful relationships with other employees. The case study demonstrates Germany’s performance-oriented and individual-centric culture versus India’s family- and community-oriented culture and the Japanese employees’ strongly hierarchical and company loyalty-oriented culture.▪ Lack of support from the Japanese top management to Alex, which is connected with a wider problem of the lack of a systematic strategic approach to managing a culturally diverse workforce. The case study pinpoints the rhetoric–reality gap in DM in the company, where the diversity, equity and inclusion programme and corporate values were applied only formally and had little attention from the leaders as well as non-managerial employees.▪ Employee resistance to change: The lack of positive communication from the top management level in the company regarding automation projects and the lack of support for Alex’s mission in the company resulted in steady resistance to executing projects, which endangered the company’s survival in the market. Also, one part of Alex’s problem with building a working relationship with the Indian engineering staff was based on the fact that others perceived him as the automation “change agent” – an advocate and catalyst of an undesirable change connected with adverse consequences on employment in the Indian community.

This case is intended for discussion in undergraduate management and business study programmes.

Teaching notes are available for educators only.

CSS 6: Human resource management.