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      • March 2022 (Revised February 2023)
      • Case

      Pakistan Rising: Bazaar's Growth Story (A)

      By: Paul A. Gompers and Gamze Yucaoglu
      The case opens in September 2021 as Hamza Jawaid and Saad Jangda, co-founders of Bazaar technologies (Bazaar), the Pakistani high growth B2B e-commerce marketplace, are contemplating whether the year-and-a half old startup should also venture into offering financing to... View Details
      Keywords: B2B; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Value Creation; Globalization; Competition; Expansion; Profit; Resource Allocation; Diversification; Corporate Strategy; Pakistan
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      Gompers, Paul A., and Gamze Yucaoglu. "Pakistan Rising: Bazaar's Growth Story (A)." Harvard Business School Case 822-098, March 2022. (Revised February 2023.)
      • March 2022
      • Article

      Sensitivity Analysis of Agent-based Models: A New Protocol

      By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow
      Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such... View Details
      Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods
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      Borgonovo, Emanuele, Marco Pangallo, Jan Rivkin, Leonardo Rizzo, and Nicolaj Siggelkow. "Sensitivity Analysis of Agent-based Models: A New Protocol." Computational and Mathematical Organization Theory 28, no. 1 (March 2022): 52–94.
      • February 2022
      • Teaching Note

      AptDeco: Circular Economy Furniture Marketplace

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 521-069. AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120... View Details
      Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word Of Mouth; Word-of-mouth Marketing; Internet Marketing; Growth Strategy; Platform; Platforms; Two Sided Markets; Two-sided Market; Two-sided Marketplace; Two-Sided Markets; Two-sided Network; Black Entrepreneurs; Black Leadership; African Americans; African-American Protagonist; Circular; Peer-to-peer Markets; Furniture Industry; Growth Hacking; Monetization Strategy; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Retention; Growth and Development Strategy; Customer Focus and Relationships; Expansion; Brands and Branding; E-commerce; Retail Industry; Consumer Products Industry; Technology Industry; Web Services Industry; United States; North America; New York (city, NY); New York (state, US)
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      Israeli, Ayelet. "AptDeco: Circular Economy Furniture Marketplace." Harvard Business School Teaching Note 522-078, February 2022.
      • February 2022 (Revised September 2022)
      • Case

      InstaDeep: AI Innovation Born in Africa (A)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (A)." Harvard Business School Case 822-104, February 2022. (Revised September 2022.)
      • February 2022 (Revised July 2022)
      • Supplement

      InstaDeep: AI Innovation Born in Africa (B)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (B)." Harvard Business School Supplement 822-105, February 2022. (Revised July 2022.)
      • January 2022
      • Case

      Bee-ing Better at Bombas

      By: Elizabeth A. Keenan, Youngme Moon and John Masko
      David Heath and Randy Goldberg founded Bombas in 2013 to serve two missions: to deliver the “best socks in the history of feet,” and to donate socks (the most requested item in homeless shelters) to Americans experiencing homelessness. Eight years later, Bombas had... View Details
      Keywords: Social Entrepreneurship; Values and Beliefs; Brands and Branding; Marketing Strategy; Digital Marketing; Distribution; Corporate Social Responsibility and Impact; Mission and Purpose; Quality; Business and Stakeholder Relations; Human Needs; Poverty; Growth and Development Strategy; Apparel and Accessories Industry; New York (city, NY)
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      Keenan, Elizabeth A., Youngme Moon, and John Masko. "Bee-ing Better at Bombas." Harvard Business School Case 522-038, January 2022.
      • 2022
      • Conference Presentation

      Organizational Competition: A Catalyst for Workplace Diversity and Desires for Uniqueness

      By: Samantha N. Smith, Edward H. Chang, Erika L. Kirgios and Katherine L. Milkman
      Competition is prevalent in organizations. For example, people often compete against their colleagues for status and recognition in the workplace or for opportunities for advancement. Workers also compete against others to get hired into organizations in the first... View Details
      Keywords: Status and Position; Organizational Culture; Motivation and Incentives; Behavior
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      Smith, Samantha N., Edward H. Chang, Erika L. Kirgios, and Katherine L. Milkman. "Organizational Competition: A Catalyst for Workplace Diversity and Desires for Uniqueness." In The Consequences of Competition in Organizations. Paper presented at the Academy of Management Annual Meeting, Joint Symposium, Seattle, WA, USA, 2022.
      • December 2021
      • Case

      Burning Glass Technologies: From Data to Product

      By: Suraj Srinivasan and Amy Klopfenstein
      In May 2021, Matt Sigelman, CEO of Burning Glass Technologies, a company that provided labor market analytics for a variety of markets, navigates his company’s transition from data company to product company. Burning Glass originated as a service that used artificial... View Details
      Keywords: Information Technology; Applications and Software; Digital Platforms; Internet and the Web; Strategy; Expansion; Business Strategy; Labor; Employment; Human Capital; Jobs and Positions; Job Design and Levels; Job Search; Human Resources; Selection and Staffing; Recruitment; Employees; Retention; Competency and Skills; Experience and Expertise; Talent and Talent Management; Analytics and Data Science; Business Model; Technology Industry; North and Central America; United States
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      Srinivasan, Suraj, and Amy Klopfenstein. "Burning Glass Technologies: From Data to Product." Harvard Business School Case 122-015, December 2021.
      • Winter 2021
      • Article

      Can Staggered Boards Improve Value? Causal Evidence from Massachusetts

      By: Robert Daines, Shelley Xin Li and Charles C.Y. Wang
      We study the effect of staggered boards (SBs) using a quasi-experiment: a 1990 law that imposed an SB on all Massachusetts-incorporated firms. The law led to an increase in Tobin's Q, investment in CAPEX and R&D, patents, higher-quality patented innovations, and... View Details
      Keywords: Staggered Board; Entrenchment; Life-cycle; Tobin's Q; Innovation; Profitability; Investor Composition; Governing and Advisory Boards; Investment; Innovation and Invention; Institutional Investing; Value
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      Daines, Robert, Shelley Xin Li, and Charles C.Y. Wang. "Can Staggered Boards Improve Value? Causal Evidence from Massachusetts." Contemporary Accounting Research 38, no. 4 (Winter 2021): 3053–3084.
      • November 2021
      • Case

      Steve Schwarzman on Dealmaking II: When They Hold All the Cards (A)

      By: James K. Sebenius and Alex Green
      Blackstone Co-founder, Chairman, and CEO Stephen A. Schwarzman, whom Forbes has called “Wall Street’s Greatest Dealmaker,” played a major role in the negotiations that transformed Blackstone from a fragile startup in 1985 with $400,000 in capital into a dominant... View Details
      Keywords: Dealmaking; Bargaining; Conflict Resolution; Negotiation; Private Equity; Entrepreneurship; Conflict and Resolution; Problems and Challenges; Negotiation Tactics; Financial Services Industry
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      Sebenius, James K., and Alex Green. "Steve Schwarzman on Dealmaking II: When They Hold All the Cards (A)." Harvard Business School Case 922-007, November 2021.
      • November 15, 2021
      • Article

      What Do Black Executives Really Want?

      By: Frank Cooper III and Ranjay Gulati
      Recruiting and retaining Black talent is a priority for many organizations. Most are committed to and investing in diversity, equity, and inclusion (DEI). And yet, according to interviews and focus groups with Black executives working in a variety of blue-chip... View Details
      Keywords: Black Executives; Selection and Staffing; Retention; Race; Organizational Culture; Change Management
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      Cooper, Frank, III, and Ranjay Gulati. "What Do Black Executives Really Want?" Harvard Business Review (website) (November 15, 2021).
      • November 2021 (Revised April 2022)
      • Case

      EbonyLife Media (A)

      By: Andy Wu, Feng Zhu, Pippa Tubman Armerding and Wale Lawal
      Founded by Mosunmola “Mo” Abudu in 2012 with a mission to bring high-quality African stories to the world, EbonyLife was the company behind many of Nigeria’s biggest films and TV shows. The company began as a television channel on the Africa-wide direct broadcast... View Details
      Keywords: Entrepreneurship; Mission and Purpose; Growth and Development Strategy; Digital Platforms; Consumer Behavior; Media and Broadcasting Industry; Nigeria; Africa
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      Wu, Andy, Feng Zhu, Pippa Tubman Armerding, and Wale Lawal. "EbonyLife Media (A)." Harvard Business School Case 722-372, November 2021. (Revised April 2022.)
      • Article

      How Direct-to-Consumer Brands Can Continue to Grow

      By: V. Kasturi Rangan, Daniel Corsten, Matt Higgins and Leonard A. Schlesinger
      Direct-to-consumer (DTC) brands such as Allbirds, Casper, Peloton, and Warby Parker have creatively found a weakness in the marketing citadel of incumbent brands. By using data gleaned from daily interactions with customers, these brands have been able to adapt how... View Details
      Keywords: Direct-to-consumer; Customer Journey; Business Model; Customer Relationship Management; Growth and Development Strategy
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      Rangan, V. Kasturi, Daniel Corsten, Matt Higgins, and Leonard A. Schlesinger. "How Direct-to-Consumer Brands Can Continue to Grow." Harvard Business Review 99, no. 6 (November–December 2021): 101–109.
      • October 2021 (Revised January 2022)
      • Supplement

      Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (C)

      By: Linda A. Hill and Emily Tedards
      This case is the third installment in a series about the 10-year cultural and digital transformation of Pfizer’s Global Clinical Supply organization. In 2011, Michael Ku became Pfizer’s Vice President of Global Clinical Supply (GCS) after the company had undergone... View Details
      Keywords: Clinical Supply Chain; COVID-19; Vaccine; Agile; Innovation and Invention; Change Management; Organizational Culture; Transformation; Leadership; Corporate Strategy; Health Pandemics; Crisis Management; Mission and Purpose; Health Care and Treatment; Supply Chain Management; Digital Transformation
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      Hill, Linda A., and Emily Tedards. "Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (C)." Harvard Business School Supplement 422-041, October 2021. (Revised January 2022.)
      • October 2021
      • Case

      Yildiz Holding's Corporate Strategy: Managing Diversification for Growth

      By: Juan Alcácer and Esel Çekin
      The case opens in May 2018 with Nurtaç Ziyal Afridi, chief strategy and growth officer of Yıldız Holding, a Turkish conglomerate, reflecting on the group’s diversification journey. In ten years, the group had achieved a remarkable growth through diversification: seven... View Details
      Keywords: Strategy; Diversification; Growth Management; Mergers and Acquisitions; Global Strategy; Restructuring; Food and Beverage Industry; North America; United Kingdom; Turkey; Asia
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      Alcácer, Juan, and Esel Çekin. "Yildiz Holding's Corporate Strategy: Managing Diversification for Growth." Harvard Business School Case 722-366, October 2021.
      • October 2021 (Revised February 2022)
      • Case

      upGrad: Delivering Career Outcomes Online: Degree by Degree

      By: John J-H Kim, Anjali Raina and Rachna Chawla
      In August 2021, the founders of upGrad, the latest unicorn in the Indian higher education online space, were deciding how to best use the funds to execute on their ambitious growth plans. Ronnie Screwvala, Mayank Kumar and Phalgun Kompalli had envisioned upGrad as an... View Details
      Keywords: Unicorns; COVID-19 Pandemic; Higher Education; Internet and the Web; Spending; Growth and Development Strategy; Education Industry; India
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      Kim, John J-H, Anjali Raina, and Rachna Chawla. "upGrad: Delivering Career Outcomes Online: Degree by Degree." Harvard Business School Case 322-054, October 2021. (Revised February 2022.)
      • October 2021 (Revised March 2022)
      • Supplement

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli and Fabrizio Fantini
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; Retail Industry; Italy
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      Israeli, Ayelet, and Fabrizio Fantini. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Spreadsheet Supplement 522-710, October 2021. (Revised March 2022.)
      • October 2021 (Revised June 2022)
      • Case

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; AI; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • September 2021
      • Case

      Brown Capital Management

      By: Luis M. Viceira, Emily R. McComb and Sarah Mehta
      Set in July 2021, this case looks at several growth strategies under consideration at Brown Capital, the second-oldest Black-owned asset management firm in the U.S. Since its 1983 founding, Baltimore-based Brown Capital has specialized in small company growth... View Details
      Keywords: Business Growth and Maturation; Growth and Development Strategy; Diversity; Race; Finance; Equity; Public Equity; Stocks; Financial Management; Financial Strategy; Investment; Investment Portfolio; Employee Stock Ownership Plan; Recruitment; Retention; Selection and Staffing; Employee Ownership; Strategy; Financial Services Industry; United States; Maryland; Baltimore
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      Viceira, Luis M., Emily R. McComb, and Sarah Mehta. "Brown Capital Management." Harvard Business School Case 222-002, September 2021.
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