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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

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.

PT. Bank Central Asia, Tbk. (BCA), the largest national private bank in Indonesia, won an award for the Best Bank at the Euromoney Awards for Excellence (Asia) 2014. During the same event, in several categories, haloBCA^TM and BCA employees also won several awards. Previously, a number of awards were received by BCA such as: Best Indonesia Local Private Bank in 2010, Contact Center World Champion in 2012 and 2013, and Best Mega Contact Center in Asia Pacific Region in 2014. BCA is currently facing a problem of an aging population. Since the economy crisis facing the country in 1998, BCA has recruited fewer employees. The company resumed recruiting in 2010. BCA’s human resource (HR) profile in 2013 showed that nearly half of BCA’s permanent employees were aged 45 years or older, 40 per cent of whom have been working for more than 20 years. At the time of their retirement, the Bank faces the potential of losing a significant number of employees from three different generations. BCA has raised its efforts to recruit new talent. However, recruitment is not easy, as BCA wants its new employees to continue maintaining BCA’s heritage, building the Bank to become an Indonesian company that they can be proud of. How have these values, which have been a common belief, a foundation to work passionately and the glue that bonds the Bank’s employees, executives and owners, been communicated outside of the BCA and have been used to attract the future successors of BCA in Indonesia?

Master Degree in Human Resources Management or MBA Program.

PT Bank Central Asia Tbk (BCA), which was established on February 1957, is Indonesia’s largest lender by market value and the second largest bank by assets. The bank has experienced a remarkable recovery from the Asian Financial Crisis in the late 1990s when the Indonesian banking system became almost bankrupt. It provides both commercial and personal banking services through its 1,000-plus branches across the country. As the largest national private bank, BCA is a well-known bank in Indonesia. BCA is managing more than 12 million customer accounts, processing hundreds of millions of financial transactions and fulfilling the needs of individual and corporate customers through various products and services. BCA Automatic Teller Machines (ATMs) are located virtually and BCA’s Electronic Data Capture (EDC) machines are available at many merchants both in big cities or small towns across Indonesia’s archipelago. However, for a nation with a population of more than 240 million spread out over 34 provinces, the presence of BCA is still deemed unevenly distributed. In the next 10 years, BCA has no plan yet of expanding outside of Indonesia. BCA put its attention on developing its market in Eastern Indonesia. Funding sources, which usually becomes an issue for expanding companies, are not a source of concern for BCA. BCA is currently facing a problem of an aging population. Since the economy crisis facing the country in 1998, BCA has recruited fewer new employees. The company had recently resumed recruiting in 2010. BCA’s HR profile in 2013 showed that nearly half of BCA’s permanent employees were 45 years of age or older, 40 percent of whom have been working for more than 20 years. At the time of their retirement, the Bank faces the potential of losing a significant number of employees from three different generations. Currently, BCA has raised its efforts to recruit new talent and its future leaders through various programs, such as: BCA Development Program (BDP), one of the most acknowledged management trainee programs in the Indonesian banking industry, provides intensive and rigorous training to selected new recruits to ensure development of BCA key talents and future leaders. HR business partners that actively visit campuses in the eastern region of Indonesia. Socialization programs in state and private universities. Job fairs, Web recruitment, internships and employee referrals, job opportunity advertisements posted at BCA branch offices located near universities and in the leading mass media. Utilization of recruitment consultant services, especially to find candidates with specific qualifications. Utilization of communication media printed (poster, flyer, booklet, banners) and electronically. Provision of scholarships to high school graduates with excellent academic records but facing financial difficulties. However, recruitment is not easy for BCA because – like other well-known companies in Indonesia – the Bank only recruits the best people based on the prospective employees’ hard and soft competencies. BCA’s aim to project a positive perception toward its employees as “a fun workplace with family-oriented atmosphere, and commitment about employees’ development” has yet to strongly resonate in Indonesia’s labor market. BCA wants its new employees to continue maintaining BCA’s heritage, building the Bank to become an Indonesian company that they can be proud of. How have these values, which have been a common belief, a foundation to work passionately and the glue that bonds the Bank’s employees, executives and owners, been communicated outside of BCA and have been used to attract the future successors of BCA in Indonesia? How should BCA obtain a large number of qualified talent pools through an effective Employer Branding strategy?

By the end of discussing the case, the learner will be: conceptually: able to explain what is meant by employer branding, internal and external approach and able to explain the relationship of employer branding with business strategy, talent management strategies and HR management functions as a whole; practically: able to identify and analyze BCA Recent Condition – able to explain the BCA brand image in the eyes of public/external/job seekers in Indonesia and internal/current employees of BCA – able to identify strategies that BCA does to recruit potential job seekers – and able to explain the influence of innovative products and services that BCA has currently on BCA employer branding; able to identify BCA goals/needs; able to identify the characteristics, needs and preferences of BCA target group of workers, concerning to the latest issues arise such as: Gen Y and AEC (ASEAN Economic Community); able to evaluate the effectiveness of BCA employer branding strategy and communications and to identify the problems faced by BCA related to employer branding; able to generate ideas related to the improvement of BCA employer branding strategy and programs – what message to be branded (company unique employee value propositions – tangibles and intangibles) – what program to be implemented (internal and external) – and how is the integrated marketing communication strategy (segmenting-targeting-positioning, channels).

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.

Entrepreneurship, Strategic Marketing, Innovation, New product development (NPD).

This case is suitable to be used in advanced undergraduate, and MBA/MSc.

This case illustrates the challenges related to commercializing an innovative product, the coconut dehusking machine in the Malaysian market. It revolves around the issues pertaining to the pre and post-lunch activities and bottleneck of the coconut dehusking and defibering (CDD) machine which was developed by Md Akhir in July 2003. Md Akhir, the senior research officer at Mechanization and Automation Research Centre, Malaysian Agricultural Research and Development Institute (MARDI), believed that it was the first coconut dehusker in Malaysia. During 2000, farmers used to dehusk coconut manually, as there was no readily available machine to help them. Thus, Md Akhir felt the necessity to innovate such a machine that could help the farmers to dehusk efficiently in comparatively less effort and time. From 2003 to 2005, he presented his innovation in several national and international exhibitions and received accolades for such innovative product. In 2005, MARDI signed the memorandum of agreement of five years to license the CDD with Phytofolia Sendirian Berhad without having Md Akhir’s consent. Phytofolia was a comparatively new company owned by two entrepreneurs – Azmin Samin and Abd Hamid. During 2007, Phytofolia changed the specification of the CDD without informing to Md Akhir. Furthermore, two machines were sold to a company in Papua New Guinea, but no feedback was sought about the performance of the modified CDD. The price of CDD was set very high and thus the local farmers refused to buy it. In 2009, Hamid left Phytofolia due to disagreement with his business partner. He collaborated with Mr Sigiarno a venture capitalist from Indonesia and offer MARDI RM200,000 up-front to buy the IP of the CDD. At the end of the contract, Phytofolia failed to pay the royalty to MARDI and the contract ended in 2010. By seeing the fall of memorandum of agreement, MARDI asked Md Akhir to decide the next step whether to sign new agreement with Phytofolia, to sign agreement with Hamid’s newly formed company Kelapa Gading, to giving up commercialization and provide this machine to the farmers free of cost or to create a start-up company, fabricate and market the CDD. Md Akhir was really confused about which way to go!

Using this case, students can learn how a small and/or medium scale company can strategize its new product launch. Based on the given industry scenario, students can realize the potential challenges that are related to launching a new product. Furthermore, this case demonstrates that producing a high-quality product is not enough to succeed in the market; right strategy also plays an important role in making it successful. Finally, it can be also learned that proper marketing strategy, good coordination and communication with support companies as well as internal harmony are three important factors that contributes in any business success. Overall, entrepreneurship students will learn how to use the opportunity and manage the innovation. On the other hand, strategic marketing students will learn the importance of adopting proper strategy, while the students who are undertaking the new product development course will be benefited by seeing the practical situation of a new product launch, its rise and its fall.

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

GE Healthcare was on a continuous lookout for investing into new and innovative super value products for the Bottom of the Pyramid markets in India. After launching its first successful super value ECG machine Mac 400, GE had recently launched its twenty-fifth super value product a PET CT machine. Serving the BOP markets has its own unique challenges that may be different for each product that is placed in the market. However, GE has so far successfully sailed through all the challenges and developed a steep learning curve about BOP markets. However, it is now facing the challenge of ensuring sustainability of product pipeline. The company is also keen to exploit the opportunities for reverse innovation that super value products have provided. The company also wants to assess the disruptive impact of these products in domestic medical device markets as well as markets outside India.

“Originally as a business providing community life services since its founding in 2017, Dingdong (Cayman) has transformed itself into a fresh e-commerce company. After making adjustments to its business model and operating strategy for three times, Dingdong (Cayman) has completed the strategic transition from grocery surrogate shopping to comprehensive self-operation, and built its own commercial fortress. In 2019, the total revenue of the company was five billion yuan. Upon the outbreak of COVID-19, its monthly revenue exceeded 1.2 billion yuan in February 2020, and the year's total revenue was expected to hit 15∼18 billion yuan. To date, Dingdong (Cayman) has formed a supply chain fully based on digital operation and built a commercial fortress in the fresh e-commerce industry. Despite this, its future prospect is not free from challenge. This case mainly deals with the following questions: How about the strategic positioning and core competitiveness of Dingdong (Cayman) in its early days? In the process of rapid expansion, what are the advantages and problems in its business model? How can the digitally operated supply chain support its continuous expansion in the future?”

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.

With the development of inclusive financial business in China in recent years, this case describes the credit risk control of “mobile credit”, a smart online credit platform launched by Shanghai Mobanker Co. Ltd. (referred to as “Mobanker”, previously named as “Shanghai Mobanker Financial Information Service Co., Ltd.”) which provides technical services for inclusive finance industry.

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.

In May 2016, Sarita Digumarti, Chief Operating Officer of Jigsaw Academy in Bengaluru, India, faced a challenging situation. Jigsaw Academy provided online courses in data analytics and Big Data at the beginner, intermediate and advanced levels for students as well as working professionals. It was perceived that plenty of students from premier institutions in India had a high level of theoretical knowledge about the process involved in number crunching and data analysis; however, the hands-on experience on actual business problems or actual data sets was a major limitation with these students. Given the rapid growth of the analytics sector and the limited number of academic institutions offering analytics courses, there was a lack of availability of the right skills in the analytics market. Jigsaw Academy seized this opportunity and started offering relevant courses. All efforts were made to enhance the number of students enrolling for the courses, which in turn resulted in improving its customer base. Realizing the demand of industries for employees skilled in the analytics sector, Jigsaw Academy wanted to grow its brand equity and to achieve this through business to business (B2B) collaborations and/or alliances. However, expansion through B2B has its own challenges. Given the competitive landscape of analytics market, Jigsaw Academy was wondering whether they should opt for B2B channel, and if yes, the question was related to the process of choosing potential B2B partners.

The authors have collected the data from primary sources as well as secondary sources. Primary sources include field visits and audio-recorded interviews conducted with key departmental heads in the organization. Secondary sources include data retrieved from the company website and the relevant information available about the industry with the assistance of the internet. Except the founder’s name, all other names are disguised to protect the individual’s privacy as per instructions from the founders of Jigsaw Academy.

This case can be used at the graduate or MBA level in courses such as entrepreneurship, sales and distribution management, strategic alliances and mergers.