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      • Article

      Recovering Investor Expectations from Demand for Index Funds

      By: Mark Egan, Alexander J. MacKay and Hanbin Yang
      We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details
      Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment
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      Egan, Mark, Alexander J. MacKay, and Hanbin Yang. "Recovering Investor Expectations from Demand for Index Funds." Review of Economic Studies 89, no. 5 (October 2022): 2559–2599.
      • September 2022 (Revised June 2025)
      • Case

      York Capital CLOs and WorldStrides International

      By: Victoria Ivashina and William Vrattos
      The case follows the debt restructuring of WorldStrides International, a travel program provider in the education market, after the onset of COVID-19. The pandemic severely impacted the travel industry, creating challenges for many companies like WorldStrides, which... View Details
      Keywords: COVID-19 Pandemic; Debt Restructuring; CLO; Compliance; Debt Securities; Financing and Loans; Decision Making; Education Industry; Education Industry
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      Ivashina, Victoria, and William Vrattos. "York Capital CLOs and WorldStrides International." Harvard Business School Case 223-034, September 2022. (Revised June 2025.)
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
      • September 2022
      • Case

      HPP: Tapping the Netherlands’ Potential

      By: Brian Trelstad and Idelès Kaandorp
      Stichting Het Potentieel Pakken (HPP) was launched to solve a systemic problem in the Dutch Labor Market: gender inequity that was leading to a large number of women to work part-time in fields that were in desperately short supply of labor, like health care, child... View Details
      Keywords: COVID-19 Pandemic; Grants; Scaling And Growth; Nonprofit Organizations; Opportunities; Gender; Income; Employment; Health Care and Treatment; Human Capital; Mission and Purpose; Motivation and Incentives; Growth and Development Strategy; Education Industry; Education Industry; Education Industry; Education Industry; Europe; Netherlands
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      Trelstad, Brian, and Idelès Kaandorp. "HPP: Tapping the Netherlands’ Potential." Harvard Business School Case 323-024, September 2022.
      • September 16, 2022
      • Article

      A Causal Test of the Strength of Weak Ties

      By: Karthik Rajkumar, Guillaume Saint-Jacques, Iavor I. Bojinov, Erik Brynjolfsson and Sinan Aral
      The authors analyzed data from multiple large-scale randomized experiments on LinkedIn’s People You May Know algorithm, which recommends new connections to LinkedIn members, to test the extent to which weak ties increased job mobility in the world’s largest... View Details
      Keywords: Job Mobility; Social Networks; Social Ties; Networks; Personal Development and Career
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      Rajkumar, Karthik, Guillaume Saint-Jacques, Iavor I. Bojinov, Erik Brynjolfsson, and Sinan Aral. "A Causal Test of the Strength of Weak Ties." Science 377, no. 6612 (September 16, 2022).
      • September 2022
      • Case

      ROI vs. ROI: The Grupo Baobá Family Office

      By: Lauren Cohen, Hao Gao, Jiawei Ye and Grace Headinger
      Fernando Scodro, a third-generation member of his family, mulled over the next step in integrating an ESG strategy into his family office’s investment portfolio. While his family office, Grupo Baobá, had made excellent progress in incorporating his family’s values into... View Details
      Keywords: Impact Investing; ESG; Green Building; Family; Partnership; Latin America; Brazil; Buildings and Facilities; Green Buildings; Family Business; Family and Family Relationships; Financial Management; Partners and Partnerships; Financial Services Industry; Brazil; Latin America
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      Cohen, Lauren, Hao Gao, Jiawei Ye, and Grace Headinger. "ROI vs. ROI: The Grupo Baobá Family Office." Harvard Business School Case 223-018, September 2022.
      • September 2022
      • Article

      Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality

      By: Valeria Giacomin and Geoffrey Jones
      This article discusses the ethics and drivers of philanthropic foundations in emerging markets. A foundation organizes assets to invest in philanthropic initiatives. Previous scholarship has largely focused on developed countries, especially the United States, and has... View Details
      Keywords: Philanthropy; Foundations; Spirituality; Philanthropy and Charitable Giving; Social Enterprise; Emerging Markets; Values and Beliefs; Africa; Asia; Latin America; Middle East
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      Giacomin, Valeria, and Geoffrey Jones. "Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality." Journal of Business Ethics 180, no. 1 (September 2022): 263–282. (https://doi.org/10.1007/s10551-021-04875-4.)
      • September 2022
      • Article

      Experimentation and Start-up Performance: Evidence from A/B Testing

      By: Rembrand Koning, Sharique Hasan and Aaron Chatterji
      Recent scholarship has argued that experimentation should be the organizing principle for entrepreneurial strategy. Experimentation leads to organizational learning, which drives improvements in firm performance. We investigate this proposition by exploiting the... View Details
      Keywords: Experimentation; A/B Testing; Data-driven Decision-making; Organizational Learning; Entrepreneurship; Strategy; Business Startups; Learning; Performance; Decision Making
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      Koning, Rembrand, Sharique Hasan, and Aaron Chatterji. "Experimentation and Start-up Performance: Evidence from A/B Testing." Management Science 68, no. 9 (September 2022): 6434–6453.
      • September 2022
      • Article

      Human Versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations

      By: Braiden Coleman, Kenneth J. Merkley and Joseph Pacelli
      We provide the first comprehensive analysis of the properties of investment recommendations generated by “Robo-Analysts,” which are human analyst-assisted computer programs conducting automated research analysis. Our results indicate that Robo-Analyst recommendations... View Details
      Keywords: Fintech; Analysts; Robo-analysts; Investment Recommendations; Investment; Information Technology; Performance
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      Coleman, Braiden, Kenneth J. Merkley, and Joseph Pacelli. "Human Versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations." Accounting Review 97, no. 5 (September 2022): 221–244.
      • August 2022
      • Case

      Southwick Social Ventures

      By: Henry McGee, Mel Martin and Amy Klopfenstein
      In 2021, the HBS Impact Investment Fund student team had found a promising potential investment in Southwick Social Ventures (SSV), a worker and management-owned trouser manufacturer. With a 100% immigrant workforce, the co-operative was focused on reviving... View Details
      Keywords: Impact Investing; Entrepreneurship; Social Entrepreneurship; Finance; Investment; Goods and Commodities; Manufacturing Industry; United States; Massachusetts
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      McGee, Henry, Mel Martin, and Amy Klopfenstein. "Southwick Social Ventures." Harvard Business School Case 323-011, August 2022.
      • August 15, 2022
      • Article

      Preparing Sales for a Changing Economy: Part 2: Getting More from Your Training Spending

      By: Frank V. Cespedes
      A previous article discussed changing business development requirements and some implications. This article discusses three areas that are fundamental to getting ROI from training initiatives and how engagement between Sales and L&D professionals, completed by smart... View Details
      Keywords: Training; Sales
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      Cespedes, Frank V. "Preparing Sales for a Changing Economy: Part 2: Getting More from Your Training Spending." TrainingIndustry.com (August 15, 2022).
      • August 2022
      • Case

      In-Q-Tel: Innovation On A Mission

      By: Joshua Lev Krieger and Josh Lerner
      In 2022, the leaders of In-Q-Tel (IQT) considered what was next for the unique mission-driven organization. Since 1999, IQT had one mission: to be the most sophisticated source of strategic technical knowledge and capabilities to the U.S. government and its allies. IQT... View Details
      Keywords: Mission and Purpose; National Security; Technological Innovation; Research; Geopolitical Units; Risk Management; Recruitment; Growth and Development Strategy; Venture Capital; Knowledge Management; Information Industry; Banking Industry
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      Krieger, Joshua Lev, and Josh Lerner. "In-Q-Tel: Innovation On A Mission." Harvard Business School Case 823-031, August 2022.
      • August 2022
      • Case

      Meaningful Gigs

      By: Brian Trelstad and Rachel Philbin
      In October 2020, just a year after founding their company Meaningful Gigs, founders Ronnie Kwesi Coleman and Stephanie Nachemja-Burton prepared for a vital investment meeting with Rethink Education. They had already reached $400,000 in annually recurring revenue (ARR)... View Details
      Keywords: Venture Capital; Growth and Development Strategy; Revenue; Education Industry; Education Industry; Africa; United States
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      Trelstad, Brian, and Rachel Philbin. "Meaningful Gigs." Harvard Business School Case 323-006, August 2022.
      • August 9, 2022
      • Article

      Preparing Sales for a Changing Economy: Part 1

      By: Frank V. Cespedes
      Companies spend more per capita on sales training than any other function, but the return on investment is disappointing. One recent estimate indicates “that 85-90% of sales training fails to translate into a lasting improvement in productivity.” A major reason is... View Details
      Keywords: Return On Investment; Sales; Training
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      Cespedes, Frank V. "Preparing Sales for a Changing Economy: Part 1." TrainingIndustry.com (August 9, 2022).
      • August 2022
      • Case

      Rocket Learning: Evidence in Action

      By: Brian Trelstad, Tomas Rosales and Malini Sen
      Founders of Rocket Learning, an India-based nonprofit which focused on early childhood education (ECE), received an invitation from MIT’s Abdul Latif Jameel Poverty Action Lab (JPAL), a development research organization, to test its intervention for ECE with a... View Details
      Keywords: Social Entrepreneurship; Early Childhood Education; Nonprofit Organizations; Literacy; Values and Beliefs; Social and Collaborative Networks; Education Industry; India; Asia
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      Trelstad, Brian, Tomas Rosales, and Malini Sen. "Rocket Learning: Evidence in Action." Harvard Business School Case 323-002, August 2022.
      • 2022
      • Chapter

      The Merits and Limits of China's Modern Universities

      By: William C. Kirby
      China has a long history of advanced learning, but its modern universities are quite young. Beginning in the late nineteenth century, the establishment of Chinese universities based on international models signaled the end of a millennium of promoting talent through... View Details
      Keywords: Higher Education; Education Industry; China
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      Kirby, William C. "The Merits and Limits of China's Modern Universities." Chap. 11 in Making Meritocracy: Lessons from China and India, from Antiquity to the Present, edited by Tarun Khanna and Michael Szonyi, 262–283. New York, NY: Oxford University Press, 2022.
      • July 2022 (Revised February 2024)
      • Teaching Note

      The DivaCup: Navigating Distribution and Growth

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 519-055. When the mother-daughter founders of DivaCup set out with a mission to disrupt the menstrual care industry with an innovative product form, they initially struggled to gain legitimacy and convince retailers to carry their unique... View Details
      Keywords: Female; Female Ceo; Female Entrepreneur; Female Protagonist; Health & Wellness; Healthcare; Price Policies; Minimum Advertised Price; Differentiation; Positioning; Growth; Health; Health Care and Treatment; Price; Disruption; Distribution; Distribution Channels; Competitive Strategy; Competition; Growth Management; Mission and Purpose; Product Development; Product Marketing; Product Launch; Product Positioning; Advertising; Business Startups; Internet and the Web; Entrepreneurship; Social Entrepreneurship; Social Issues; Social Enterprise; Education Industry; Education Industry; Education Industry; Education Industry; Education Industry; Education Industry; Education Industry; Education Industry; Canada; United States; United Kingdom
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      Israeli, Ayelet. "The DivaCup: Navigating Distribution and Growth." Harvard Business School Teaching Note 523-008, July 2022. (Revised February 2024.)
      • 2022
      • Book

      Empires of Ideas: Creating the Modern University from Germany to America to China

      By: William C. Kirby
      The modern university was born in Germany. In the twentieth century, the United States leapfrogged Germany to become the global leader in higher education. Will China challenge its position in the twenty-first?
      Today American institutions dominate nearly every... View Details
      Keywords: University; Higher Education; History; United States; Germany; China
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      Kirby, William C. Empires of Ideas: Creating the Modern University from Germany to America to China. Cambridge, MA: Belknap Press of Harvard University Press, 2022.
      • July 2022
      • Article

      A Strategic View of Team Learning in Organizations

      By: Jean-François Harvey, Henrik Bresman, Amy C. Edmondson and Gary P. Pisano
      Research in strategic management and organizational behavior has increasingly focused on understanding how organizations achieve and sustain performance in fast-changing environments. Strategy research suggests that senior managers, through their decisions, influence... View Details
      Keywords: Strategic Management; Organization Behavior; Teams; Organizational Capabilities; Groups and Teams; Learning; Management; Decision Making; Performance; Organizational Design
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      Harvey, Jean-François, Henrik Bresman, Amy C. Edmondson, and Gary P. Pisano. "A Strategic View of Team Learning in Organizations." Academy of Management Annals 16, no. 2 (July 2022): 476–507.
      • 2024
      • Working Paper

      Hidden Alpha

      By: Manuel Amman, Alexander Cochardt, Lauren Cohen and Stephan Heller
      This paper documents the central role of hidden connections between fund managers and firm officers in financial markets, drawing on an extensive dataset of over 100 thousand manually identified Facebook profiles and their 35 million Facebook friends. Our findings... View Details
      Keywords: Returns; Investment Return; Networks
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      Amman, Manuel, Alexander Cochardt, Lauren Cohen, and Stephan Heller. "Hidden Alpha." Working Paper, 2024. (Winner of the 2022 Chicago Quantitative Alliance Academic Paper Competition. First Prize presented by Chicago Quantitative Alliance. Winner of the Institute for Quantitative Investment Research (INQUIRE) Grant, 2023.)
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