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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 case study helps students to understand how public-private partnership (PPP) airports runs their business, how regulatory policies impact their business. The case also explains why the Cochin International Airport business model is so unique compared to any airport in India.

In 2016, Airport Economic Regulatory Authority released a new tariff regime for Cochin International Airport Limited (CIAL).CIAL has undergone challenges because of the tariff changes (changes every five years), which were implemented in 2017. This has impacted their business model. The CFO of CIAL was under pressure to share the impacts with the shareholders and to provide a way forward for the business. Cochin International was known to be one of the cheapest aeronautical tariff charging airports. The case discusses the issues of a public utility when it is under a regulatory price regime. The case explains different regulatory mechanisms (single till: the whole commercial revenue is cross-subsidized). The case discusses issues regarding Cochin International Airport, which is a public utility under PPP mode. Since 2016, regulator has changed the price regulatory regime from light touch (no price regulation only monitoring) to hybrid till regulation (a percentage of commercial revenue is cross-subsidized). The case explains what made Cochin International Airport so unique. It explores the challenges because of the regulatory regime, how it affects Cochin airport’s strategy for business. How should the management of CIAL to act on the above issue? What will be the impact? Will they need to change their business models?

The case is basically focused on MBA level students who are in their final year. There are various MBA courses in which this can be taught, which can be infrastructure management, infrastructure regulation, domain courses such as airport management. The student should have basic knowledge of economics, public utility and business strategy. The case helps them understand the impact of regulation, the role of the regulator and its impact on business strategy.

Teaching notes are available for educators only.

CSS: 10 Public Sector Management.

This case examines the April 2007 decision of British music company EMI to suspend its annual dividend as the company struggled to respond to the effect of digital audio distribution on its core business. The EMI case is intended to serve as an engaging introduction to corporate financial policy and themes in managing the right side of the balance sheet. The case contrasts EMI's storied success with artists such as the Beatles, the Beach Boys, Pink Floyd, and Norah Jones with its recent inability to succeed in financial markets. In light of takeover threats and restructuring costs, EMI's CFO Martin Stewart must recommend EMI's dividend policy.