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      • 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.)
      • 2022
      • Chapter

      Creating 'Smart' Policy to Promote Entrepreneurship and Innovation

      By: Karen G. Mills and Annie Dang
      Entrepreneurship is a key to unlocking innovation and fostering regional and national economic productivity. Extensive studies demonstrate that small and young firms contribute to innovation and employment growth. But which of the many types of small firms are... View Details
      Keywords: Economic Policy; High-growth; Entrepreneurship; Innovation and Invention; Business Startups; Economic Growth; Policy; United States
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      Mills, Karen G., and Annie Dang. "Creating 'Smart' Policy to Promote Entrepreneurship and Innovation." In The Role of Innovation and Entrepreneurship in Economic Growth, edited by Michael J. Andrews, Aaron Chatterji, Josh Lerner, and Scott Stern. Chicago: University of Chicago Press, 2022.
      • January 2022
      • Technical Note

      BGIE Macro Data Repository

      By: Alberto Cavallo
      This technical note describes an up-to-date data repository containing balance of payment, exchange rate, and aggregate macroeconomic data in a standard format used by case studies written by members of the Business, Government & the International Economy (BGIE) group... View Details
      Keywords: Macroeconomics
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      Cavallo, Alberto. "BGIE Macro Data Repository." Harvard Business School Technical Note 722-037, January 2022. (Access the Data Repository here: https://sites.harvard.edu/bgie-data/.)
      • January 2022 (Revised April 2025)
      • Case

      Steem Versus Hive: Testing Blockchain Governance

      By: Shikhar Ghosh and Shweta Bagai
      This case examines a pivotal governance conflict that occurred in 2020 when Justin Sun, founder of the TRON blockchain, acquired Steemit Inc., the company behind a popular social media platform operating on the Steem blockchain. Steem, launched in 2016 by Daniel... View Details
      Keywords: Blockchain; Mergers and Acquisitions; Values and Beliefs; Corporate Governance; Organizational Culture; Social and Collaborative Networks; Technology Industry
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      Ghosh, Shikhar, and Shweta Bagai. "Steem Versus Hive: Testing Blockchain Governance." Harvard Business School Case 822-075, January 2022. (Revised April 2025.)
      • 2022
      • Working Paper

      Rethinking Explainability as a Dialogue: A Practitioner's Perspective

      By: Himabindu Lakkaraju, Dylan Slack, Yuxin Chen, Chenhao Tan and Sameer Singh
      As practitioners increasingly deploy machine learning models in critical domains such as healthcare, finance, and policy, it becomes vital to ensure that domain experts function effectively alongside these models. Explainability is one way to bridge the gap between... View Details
      Keywords: Natural Language Conversations; AI and Machine Learning; Experience and Expertise; Interactive Communication; Business and Stakeholder Relations
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      Lakkaraju, Himabindu, Dylan Slack, Yuxin Chen, Chenhao Tan, and Sameer Singh. "Rethinking Explainability as a Dialogue: A Practitioner's Perspective." Working Paper, 2022.
      • January 2022
      • Article

      Who Creates New Firms When Local Opportunities Arise?

      By: Shai Benjamin Bernstein, Emanuele Colonnelli, Davide Malacrino and Timothy McQuade
      We examine the characteristics of the individuals who become entrepreneurs when local opportunities arise. We identify local demand shocks by linking fluctuations in global commodity prices to municipality level agricultural endowments in Brazil. We find that the firm... View Details
      Keywords: Firms; Entrepreneurs; Demand Shocks; Entrepreneurship; Personal Characteristics; Demographics; Opportunities; Brazil
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      Bernstein, Shai Benjamin, Emanuele Colonnelli, Davide Malacrino, and Timothy McQuade. "Who Creates New Firms When Local Opportunities Arise?" Journal of Financial Economics 143, no. 1 (January 2022): 107–130.
      • December 16, 2021
      • Article

      Avoid a One-Size-Fits-All Approach to Sales Coaching

      By: Frank V. Cespedes
      Coaching sales reps is about clarifying relevant behaviors and whether the issue is motivation or ability. Some reps may work hard, but lack certain capabilities while others demonstrate capability but seemingly lack motivation or effort. Good coaching helps to clarify... View Details
      Keywords: Salesforce Management; Training; Competency and Skills; Motivation and Incentives
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      Cespedes, Frank V. "Avoid a One-Size-Fits-All Approach to Sales Coaching." Harvard Business Review Digital Articles (December 16, 2021).
      • 2021
      • Article

      Public Health Risks Arising from Food Supply Chains: Challenges and Opportunities

      By: Lu Chen, Donovan Guittieres, Retsef Levi, Elisabeth Paulson, Georgia Perakis, Nicholas Renegar and Stacy Springs
      Safe, healthy, and resilient food supply chains are essential to ensuring the livelihood and well-being of humans and societies, as well as local and global economies. However, the ability to provide and sustain access to nutritious and safe food continues to be a... View Details
      Keywords: Food Safety; Adulteration; Malnutrition; Supply Chain; Health; Government Administration; Food and Beverage Industry
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      Chen, Lu, Donovan Guittieres, Retsef Levi, Elisabeth Paulson, Georgia Perakis, Nicholas Renegar, and Stacy Springs. "Public Health Risks Arising from Food Supply Chains: Challenges and Opportunities." Special Issue on OR Models for Developmental Studies. Naval Research Logistics Quarterly 68, no. 8 (2021): 1098–1112.
      • Article

      The Supply Chain Economy: New Policies to Drive Innovation and Jobs

      By: Mercedes Delgado and Karen G. Mills
      The debate in economic policymaking about the drivers of innovation and job creation has long centered on manufacturing versus services. The predominant view is that manufacturing drives innovation, wages, and growth, and that services provide less innovation and... View Details
      Keywords: Supply Chain Industries; Supply Chain; Economy; Policy; Innovation and Invention; Jobs and Positions
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      Delgado, Mercedes, and Karen G. Mills. "The Supply Chain Economy: New Policies to Drive Innovation and Jobs." Economía Industrial, no. 421 (December 2021).
      • Article

      How NFTs Create Value

      By: Steve Kaczynski and Scott Duke Kominers
      How much could a cluster of pixels possibly be worth? More pointedly, why is it worth anything at all? The explosion of NFTs and their accompanying marketplaces have left many baffled, incredulous, and deeply skeptical. But while NFTs may be fetching eye-popping,... View Details
      Keywords: Technological And Scientific Innovation; Crypto Economy; Blockchain; Technological Innovation; Currency; Technology Adoption; Digital Transformation
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      Kaczynski, Steve, and Scott Duke Kominers. "How NFTs Create Value." Harvard Business Review Digital Articles (November 10, 2021).
      • November 2021
      • Case

      Tommy Hilfiger Adaptive: Fashion for All

      By: Elizabeth A. Keenan, Sandra J. Sucher and Shalene Gupta
      In Fall 2017, Tommy Hilfiger launched Tommy Hilfiger Adaptive, a line of adaptive and inclusive fashion apparel intended to make dressing easier. Now, Tommy Hilfiger is planning to launch Tommy Hilfiger Adaptive internationally in early 2020. The prospect of making... View Details
      Keywords: Marketing And Society; Brands; Fashion; Inclusion; Consumer; Corporate Social Responsibility; Retail; Apparel; Disability; Accessibility; Marketing; Brands and Branding; Marketing Communications; Product Marketing; Social Marketing; Product Launch; Product Positioning; Marketing Strategy; Social Enterprise; Society; Corporate Social Responsibility and Impact; Social Issues; Consumer Behavior; Fashion Industry; Consumer Products Industry; Apparel and Accessories Industry; Retail Industry; United States; North America
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      Keenan, Elizabeth A., Sandra J. Sucher, and Shalene Gupta. "Tommy Hilfiger Adaptive: Fashion for All." Harvard Business School Case 522-053, November 2021.
      • 2021
      • Working Paper

      Does Social Media Cause Polarization? Evidence from Access to Twitter Echo Chambers during the 2019 Argentine Presidential Debate

      By: Rafael Di Tella, Ramiro H. Gálvez and Ernesto Schargrodsky
      We study how two groups, those inside vs. those outside echo chambers, react to a political event when we vary social media status (Twitter). Our treatments mimic two strategies often suggested as a way to limit polarization on social media: they expose people to... View Details
      Keywords: Political Polarization; Political Elections; Internet and the Web; Attitudes; Social Media; Argentina
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      Di Tella, Rafael, Ramiro H. Gálvez, and Ernesto Schargrodsky. "Does Social Media Cause Polarization? Evidence from Access to Twitter Echo Chambers during the 2019 Argentine Presidential Debate." NBER Working Paper Series, No. 29458, November 2021.
      • October 2021 (Revised December 2021)
      • Case

      Customer-Centric Design with Artificial Intelligence: Commonwealth Bank

      By: Karim R. Lakhani, Yael Grushka-Cockayne, Jin Hyun Paik and Steven Randazzo
      As Commonwealth Bank (CommBank) CEO Matt Comyn delivered the full financial year results in August 2021 over videoconference, it took less than two minutes for him to make his first mention of the organization's Customer Engagement Engine (CEE), the AI-driven customer... View Details
      Keywords: Artificial Intelligence; Customer-centricity; Banks and Banking; Customer Focus and Relationships; Technological Innovation; Transformation; Organizational Change and Adaptation; Performance; AI and Machine Learning; Financial Services Industry; Australia
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      Lakhani, Karim R., Yael Grushka-Cockayne, Jin Hyun Paik, and Steven Randazzo. "Customer-Centric Design with Artificial Intelligence: Commonwealth Bank." Harvard Business School Case 622-065, October 2021. (Revised December 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.)
      • 2021
      • Chapter

      Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success

      By: Karen G. Mills and Annie Dang
      Small business lending has remained unchanged for decades, laden with frictions and barriers that prevent many small businesses from accessing the capital they need to succeed. Financial technology, or “fintech,” promises to change this trajectory. In 2010, new fintech... View Details
      Keywords: Big Data; Fintech; Artificial Intelligence; Small Business; Financing and Loans; Capital; Success; AI and Machine Learning; Analytics and Data Science
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      Mills, Karen G., and Annie Dang. "Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success." In Big Data in Small Business, edited by Carsten Lund Pedersen, Adam Lindgreen, Thomas Ritter, and Torsten Ringberg. Edward Elgar Publishing, 2021.
      • Article

      Health Equity, Schooling Hesitancy, and the Social Determinants of Learning

      By: Meira Levinson, Alan C. Geller, Joseph G. Allen and John D. Macomber
      At least 62 million K-12 students in North America—disproportionately low-income children of color— have been physically out of school for over a year due to the COVID-19 pandemic. These children are at risk of significant academic, social, mental, and physical harm... View Details
      Keywords: COVID-19; Public Health; Air Quality; Social Determinants Of Health; Schooling Hesitancy; Vaccine Hesitancy; Racial Injustice; Inequity; Inequality; Health Pandemics; Education; Health Care and Treatment; Policy; Race; Equality and Inequality
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      Levinson, Meira, Alan C. Geller, Joseph G. Allen, and John D. Macomber. "Health Equity, Schooling Hesitancy, and the Social Determinants of Learning." Art. 100032. Lancet Regional Health – Americas 2 (October 2021).
      • September 2021 (Revised June 2023)
      • Case

      Mission edX: Balancing Social Good and Financial Sustainability

      By: John J-H Kim, David J. Collis and James Barnett
      In March 2021, online education platform edX considers how to achieve financial sustainability without compromising its mission to provide universal access to high-quality education. View Details
      Keywords: Business Model; Education; Values and Beliefs; Internet and the Web; Financial Strategy; Mission and Purpose; Education Industry; United States
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      Kim, John J-H, David J. Collis, and James Barnett. "Mission edX: Balancing Social Good and Financial Sustainability." Harvard Business School Case 322-010, September 2021. (Revised June 2023.)
      • Article

      Targeting Weather Insurance Markets

      By: Anita Mukherjee, Shawn Cole and Jeremy Tobacman
      The suitability of insurance products often depends greatly on individual circumstances. This paper examines the challenges of heterogeneity in a relatively new product, weather‐indexed insurance. This index insurance product has been launched in over a dozen... View Details
      Keywords: Index Insurance; Labor Markets; Self-insurance; Self-protection; Weather; Insurance; Markets; Household; Risk Management
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      Mukherjee, Anita, Shawn Cole, and Jeremy Tobacman. "Targeting Weather Insurance Markets." Journal of Risk and Insurance 88, no. 3 (September 2021): 757–784.
      • 2021
      • Book

      Time for Reparations: A Global Perspective

      By: Jaqueline Bhabha, Margareta Matache and Caroline M. Elkins
      In this sweeping international perspective on reparations, Time for Reparations makes the case that past state injustice—be it slavery or colonization, forced sterilization or widespread atrocities—has enduring consequences that generate ongoing harm, which... View Details
      Keywords: Reparations; Slavery; Colonization; Structural Racism; State Injustice
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      Bhabha, Jaqueline, Margareta Matache, and Caroline M. Elkins, eds. Time for Reparations: A Global Perspective. Philadelphia, PA: University of Pennsylvania Press, 2021.
      • August 2021
      • Case

      Orchadio's First Two Split Experiments

      By: Iavor I. Bojinov, Marco Iansiti and David Lane
      Orchadio, a direct-to-consumer grocery business, needs to conduct its first two A/B tests—one to evaluate the effectiveness and functioning of its newly redesigned website, and one to market-test four versions of a new banner for the website. To do so, it will rely on... View Details
      Keywords: Information Management; Technological Innovation; Knowledge Use and Leverage; Resource Allocation; Marketing; Measurement and Metrics; Customization and Personalization; Information Technology; Internet and the Web; Digital Platforms; Information Technology Industry; Food and Beverage Industry
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      Bojinov, Iavor I., Marco Iansiti, and David Lane. "Orchadio's First Two Split Experiments." Harvard Business School Case 622-015, August 2021.
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