Case studies

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 presents some of the entrepreneurial challenges faced by a female leader in the technology sector who conceived a new product based on her passion to help others especially those most disadvantaged.

Upon completion of this case study, students should be able to prepare supply chain and distribution analysis that considers ethics and sustainability, integrate philanthropic efforts as part of an organizational strategy and recognize strategies to promote equity within and beyond an organization.

Connie Stacey (she/her) is an entrepreneur and president of Growing Greener Innovations, an award-winning battery energy storage company based in Alberta, Canada, with a mission to end energy poverty globally. With the emergence of COVID-19 as a global pandemic in 2020, Stacey turned her attention to an innovation called Project Rescue, a ventilator that uses non-identifying patient vitals to track data. It serves as a pandemic early warning system, addressing two key challenges: pandemic data are prone to error, and real-time information is non-existent after the pandemic has spread. This new product was conceived based on her passion to help others, especially those most disadvantaged. This multi-faceted case focuses on the many challenges that Stacey and her team needed to address. The dilemma in this case centres on establishing supply chains amid a pandemic, as well as prioritizing the corporate social responsibility elements of philanthropy and equity within her organization (and beyond).

This case is appropriate for third- or fourth-year undergraduate or graduate-level students.

In addition to “call out boxes” throughout the case and teaching note, additional readings/links/videos are outlined below. (These supplementary materials, “Teaching Tips”, are included in the teaching notes as well.)

CCS 11: Strategy.

This case is designed to achieve the following learning objectives: recognize the impact of personality traits on leadership style; identify the key elements in a turnaround strategy; examine leadership best practices from a gender perspective; and assess the role of strategic decision-making on company growth.

The case study describes how Lisa Su (Su), the first woman CEO of Advanced Micro Devices, helped turn around the debt-laden semiconductor firm within a decade through her transformational leadership, vision and values. The case first touches upon Su’s early life and education and the influence of her parents in shaping her personality. It then focuses on the first half of Su’s career, during which she was working on semiconductor projects and was involved in research and product development, and how she made the gradual shift to a people management role in her stint of over a decade at IBM followed by a leadership opportunity at Freescale Semiconductor Inc. The case then describes Su’s move to AMD in 2012 as Senior Vice President and General Manager of the company’s global business divisions at a time when AMD was nearly US$2.5bn in debt and revenues had increased only once in the previous five years. There were also rumors of bankruptcy and spin-offs after the company lost more than US$1bn in the year 2012. The cas

This case is meant for MBA students as part of their Organizational Behavior, Leadership, and Strategic Management curriculum.

Teaching notes Student feedback details.

CCS 11: Strategy.

Social implications are as follows: social activism; girls education; collaboration; collective action; and change agent.

Learning outcomes are as follows: evaluate the role of a change agent in a nonprofit organization; understand collaborative partnerships in a nonprofit organization; examine how a nonprofit organization is promoting education in conflict-affected countries; understand the importance of education for girls as a basic human right; understand and discuss the threats to girls’ education in conflict-affected countries; analyze the role of Malala Yousafzai in supporting girls’ education globally; identify the challenges unique to educating girls; and explore steps that Yousafzai needs to take to ensure girls have equal access to the knowledge and skills they need to learn and lead in a world affected by the pandemic and climate change.

The case discusses social activist Malala Yousafzai’s (She) diligent efforts to promote girls’ education in conflict-affected regions globally through her not-for-profit organization Malala Fund. Co-founded in 2013, Malala Fund worked to ensure every girl globally could access 12 years of free, safe, quality education. The fund worked towards this goal by building creative partnerships and investing in its global network of education activists and advocates fighting for girls’ education in communities where most girls missed out. Malala Fund supported girls’ education programs in countries such as Pakistan, Afghanistan, Nigeria, India, Brazil, Ethiopia, Turkey and Lebanon. The Fund’s projects were aimed at addressing gender norms, promoting the empowerment of girls through education, imparting gender-sensitive training for teachers and raising awareness about the need for girls’ education. In 2016, the fund created the Education Champion Network to support the work of local educators and advocates to advance.

Post-graduate level students.

Teaching notes are available for educators only.

CCS 11: Strategy.

Case can be taught at the undergraduate or postgraduate level, including executive Master of Business Administration programs.

This case is intended for courses in strategic management, entrepreneurship and innovation at the undergraduate or postgraduate level.

The case is about challenges faced by Linda Portnoff, the Co-founder and Chief Executive Officer of Riteband, a Sweden-based fintech startup. In March 2020, Portnoff was conducting beta testing of Riteband’s app, which experts considered the world’s first stock exchange for music trading. After completing a PhD, Portnoff who was working as a Research Analyst, left her job to pursue entrepreneurship. Through Riteband, Portnoff helped to resolve pain points of artists who were forced to give the copyright of their music tracks or albums to distributors, in lieu of funds or promotional campaigns that distributors arranged for them. Portnoff invested in developing a patent-pending machine learning-based algorithm that based on several parameters could predict the likelihood of a music track or an album to become a success. Based on this prediction and royalty that artists were interested in sharing with fans, shares were issued to investors, who were also fans of the artists. As Portnoff identified an innovative business opportunity to trade music on a stock exchange based on Riteband’s machine learning algorithm, competition in Riteband’s strategic group was also becoming intense. Consequently, Portnoff was facing challenges of establishing competitive advantage of Riteband. Furthermore, as women in general faced challenges in raising funds for their startups, and even though Portnoff obtained some funding for Riteband, but overall, funding was a challenge for her as well. Moreover, as machine learning was a technical aspect for artists and potential investors, Portnoff also faced challenges to monetize on its machine learning algorithm.

By the end of the case study discussion, students should be able to: understand the principles of cross-industry innovation and explain the creation of new business opportunities based on cross-industry innovation; differentiate between direct and indirect competitors through strategic group analysis and further critically analyze the competitive advantage of business over other direct competitors; determine ways of reducing gender biases in venture capital funding; describe how machine learning works and further formulate ways to monetize a business through machine learning; and demonstrate the application of the value proposition canvas and business model canvas.

CSS 3: Entrepreneurship; 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.

The case can be used at undergraduate and postgraduate level, in management development programmes or in Executive Education programmes.

Social entrepreneurship, social inclusion, business model innovation, sustainability, strategy design and strategy execution.

The case explores the development of MITTI Café, an organisation that trains and employs individuals with intellectual, physical and/or psychiatric disabilities to work in inclusive kitchens and cafes in India. The protagonist is the founder of the café, Alina Alam, who has won several international awards for her work. The case highlights Alam’s approach and how she is trying to challenge societal and business perspectives relating to disability. From 2017 to 2021, Alam has scaled and operationalised the business, building her core team, leveraging several partnerships with stakeholders and putting into place offerings, processes and procedures that created a sustainable business model and blueprint.MITTI Café aligns itself with several of the Sustainable Development Goals (SDGs), with sustainability and social impact at the core of its strategy. As Alam considers the future in July 2021, what else needs to be taken into consideration to scale either within India or abroad?

Following reading and exploring the case, students should be able to identify how social exclusion and inclusion manifests in a business context, and how social entrepreneurship ventures such as MITTI Café can address this challenge; identify capabilities in the context of people with disabilities; recognise how stakeholder relationships can be leveraged as a force for good and for growth, and address SDGs through social enterprise; identify and categorise resources and capabilities within organisations; evaluate opportunities for growth and scale.

The case explores how the protagonist is challenging the concept of “ability” and through her work with the differently abled providing scalable opportunities for social inclusion and dignity.

Teaching notes are available for educators only.

CSS 11: Strategy.

This case study is intended for an MBA level audience; however, it can be used for upper-level college students as well.

This case's main subject areas include the following: organizational strategy, NGO strategic management, strategy and management during pandemic and women entrepreneurs or women-led business.

This case is about the organizational strategy of the Veronica Robles Cultural Center, an NGO, during the COVID-19 pandemic. The central challenge of this case study is about decision-making for a sustainable future, given limited resources, and thus a great urgency to plan conservatively. The central protagonist of the case is Veronica Robles herself. Veronica is an entrepreneur in both her personal career as a performing and teaching artist as well as the founder and creator of many programs to help spread culture and unite communities, including the Veronica Robles Cultural Center.

Students will learn about entrepreneurial strategy, NGO creation and management, strategy to create social value and organizational management during time of pandemic or widespread crisis.

This case is focused on creating social value through the analysis of a woman-founded and managed NGO. While managing the NGO's strategy through the COVID-19 pandemic of 2020, operations must proceed with the utmost level of sustainability. With a focus on the well-being of the community, Veronica Robles Cultural Center (VROCC) needs to find a way to remain relevant in the short term while building out a sustainable organizational structure to succeed in the long term.

CSS 11: Strategy

Teaching Notes are available for educators only.

Applicable to both undergraduate and graduate courses in managing technology or sustainability.

Technology strategy.

Business Model evaluation.

Sustainable technologies.

In this case study, gas and electric utility holding company Southern Company has embarked on an ambitious experiment to learn more about energy usage at a household level, as well as community scale microgrids. Every minute, 62 homes in Reynolds Landing upload appliance and electrical outlet level data to Southern Company. How can Southern Company use this vast amount of data to promote energy efficiency? Are microgrids a key to creating a more sustainable and resilient energy future? At a higher level, how can microgrids impact or change traditional power generation business models like those used by Southern Company?

1. To explore why companies develop technologies that are counter to current business models.

2. To understand how new technology can lead to new business models for existing businesses.

3. To understand the drivers of company led R&D.

4. To discuss “technology push” applications. Where technology is developed and then a market or markets are sought.

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

Two parts here. The first is looking at sustainable energy solutions such as solar farms and micro-grids. The second is this case challenges students to ask how this research helps the 45% of consumers making less than $40,000/yr.

CSS 11: Strategy.