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      • April 2020 (Revised June 2025)
      • Teaching Note

      HubSpot and Motion AI: Chatbot-Enabled CRM and HubSpot and Motion AI (B): Generative AI Opportunities

      By: Jill Avery and Thomas Steenburgh
      Teaching Note for HBS No. 518-067 and HBS No. 524-088.

      There are two cases in this series. The first entitled “HubSpot and Motion AI: Chatbot-Enabled CRM,” drives the main discussion. The second entitled “HubSpot and Motion AI (B): Generative AI... View Details
      Keywords: Marketing; Sales; Marketing Strategy; Technology Industry; United States; North America
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      Avery, Jill, and Thomas Steenburgh. "HubSpot and Motion AI: Chatbot-Enabled CRM and HubSpot and Motion AI (B): Generative AI Opportunities." Harvard Business School Teaching Note 520-100, April 2020. (Revised June 2025.)
      • April 2020 (Revised November 2020)
      • Case

      Ping An: Pioneering the New Model of ‘Technology-driven Finance’

      By: Feng Zhu, Anthony K. Woo and Nancy Hua Dai
      In mid-December 2018, Peter Ma, Chairman and CEO of Ping An Insurance (Group) Company of China, Ltd. was considering whether the company should grow a fifth ecosystem of Smart City Services. Established in 1988, Ping An was one of the top 10 global financial... View Details
      Keywords: Business Ecosystems; Fintech; Finance; Information Technology; Business Model; Expansion; Competitive Strategy; Financial Services Industry; Technology Industry
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      Zhu, Feng, Anthony K. Woo, and Nancy Hua Dai. "Ping An: Pioneering the New Model of ‘Technology-driven Finance’." Harvard Business School Case 620-068, April 2020. (Revised November 2020.)
      • 2020
      • Working Paper

      Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time

      By: Laura Alfaro, Anusha Chari, Andrew Greenland and Peter K. Schott
      We show that unexpected changes in the trajectory of COVID-19 infections predict U.S. stock returns, in real time. Parameter estimates indicate that an unanticipated doubling (halving) of projected infections forecasts next-day decreases (increases) in aggregate U.S.... View Details
      Keywords: COVID-19; Stock Returns; Health Pandemics; Stocks; Investment Return; Forecasting and Prediction
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      Alfaro, Laura, Anusha Chari, Andrew Greenland, and Peter K. Schott. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time." NBER Working Paper Series, No. 26950, April 2020. (Revised May 2020.)
      • 2020
      • Working Paper

      Draw Near to Go Far: The Role of Convergence in Capitalizing on Exploration

      By: Carolyn Fu
      Organizations are often advised to engage heavily in exploration in order to succeed – to cast a wide net for diverse solutions that are superior to what they currently exploit. However, what is the organization to do when the fruits of its exploration are inconsistent... View Details
      Keywords: Problems and Challenges; Learning; Knowledge Acquisition; Decision Choices and Conditions
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      Fu, Carolyn. "Draw Near to Go Far: The Role of Convergence in Capitalizing on Exploration." Working Paper, April 2020.
      • April 2020
      • Article

      Field Comparisons of Incentive-Compatible Preference Elicitation Techniques

      By: Shawn A. Cole, A. Nilesh Fernando, Daniel Stein and Jeremy Tobacman
      Knowledge of consumer demand is important for firms, policy makers, and economists. One common tool for incentive-compatible demand elicitation, the Becker-DeGroot-Marschak (BDM) mechanism, has been widely used in laboratory settings but rarely evaluated for... View Details
      Keywords: Incentive-compatible Elicitation; Experimental Methods; Weather Insurance; Rainfall Insurance; Agricultural Extension; Demand and Consumers
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      Cole, Shawn A., A. Nilesh Fernando, Daniel Stein, and Jeremy Tobacman. "Field Comparisons of Incentive-Compatible Preference Elicitation Techniques." Journal of Economic Behavior & Organization 172 (April 2020): 33–56.
      • Article

      Human Capital and the Future of Work: Implications for Investors and ESG Integration

      By: Sakis Kotsantonis and George Serafeim
      Human capital development (HCD) is a key consideration for most companies, but only recently have investors focused on understanding the risks and opportunities related to human capital with the emergence of environmental, social, and governance (ESG) investment... View Details
      Keywords: Future Of Work; ESG; Employee Engagement; Employee Compensation; Human Capital; Human Resources; Employees; Compensation and Benefits; Wages
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      Kotsantonis, Sakis, and George Serafeim. "Human Capital and the Future of Work: Implications for Investors and ESG Integration." Journal of Financial Transformation 51 (April 2020): 115–130.
      • Article

      Relational Reconciliation: Socializing Others Across Demographic Differences

      By: Lakshmi Ramarajan and Erin M. Reid
      In demographically diverse organizations, employees charged with socializing others— socialization agents—must navigate a deep tension between the organization’s needs to integrate individuals into a collective and individuals’ needs for recognition of their unique... View Details
      Keywords: Diversity; Organizational Culture; Identity; Employees
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      Ramarajan, Lakshmi, and Erin M. Reid. "Relational Reconciliation: Socializing Others Across Demographic Differences." Academy of Management Journal 63, no. 2 (April 2020): 356–385.
      • April 2020
      • Article

      Technological Leadership (de)Concentration: Causes in Information and Communication Technology Equipment

      By: Yasin Ozcan and Shane Greenstein
      Using patent data from 1976 to 2010 as indicators of inventive activity, we determine the concentration level of where inventive ideas originate and then examine how and why those concentrations change over time. The analysis finds pervasive deconcentration in every... View Details
      Keywords: Deconcentration; Technological Innovation; Innovation Leadership; Patents; Market Entry and Exit; Telecommunications Industry
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      Ozcan, Yasin, and Shane Greenstein. "Technological Leadership (de)Concentration: Causes in Information and Communication Technology Equipment." Industrial and Corporate Change 29, no. 2 (April 2020): 241–263. (Winner of the Industry Studies Association 2021 Ralph Gomory Award for Best Paper.)
      • April 2020 (Revised August 2020)
      • Case

      WeWork—November 2018

      By: Paul A. Gompers, Patrick Sweeney and Alex Gachanja
      In May 2017, SoftBank announced the official launch of the Vision Fund — which promptly became the largest technology-focused investment fund in the world, with nearly $100 billion in capital under its management. Reports from a few months prior hinted that SoftBank... View Details
      Keywords: Entrepreneurship; Venture Capital; Valuation; Corporate Governance
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      Gompers, Paul A., Patrick Sweeney, and Alex Gachanja. "WeWork—November 2018." Harvard Business School Case 220-075, April 2020. (Revised August 2020.)
      • Article

      Signing at the Beginning vs at the End Does Not Decrease Dishonesty

      By: Ariella S. Kristal, A.V. Whillans, Max Bazerman, Francesca Gino, Lisa Shu, Nina Mazar and Dan Ariely
      Honest reporting is essential for society to function well. However, people frequently lie when asked to provide information, such as misrepresenting their income to save money on taxes. A landmark finding published in PNAS (Shu, Mazar, Gino, Ariely, and Bazerman,... View Details
      Keywords: Morality; Nudge; Policy-making; Replication; Honesty; Moral Sensibility; Behavior; Policy
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      Kristal, Ariella S., A.V. Whillans, Max Bazerman, Francesca Gino, Lisa Shu, Nina Mazar, and Dan Ariely. "Signing at the Beginning vs at the End Does Not Decrease Dishonesty." Proceedings of the National Academy of Sciences 117, no. 13 (March 31, 2020): 7103–7107.
      • March 2020
      • Case

      A Tower for the People: 425 Park Avenue

      By: John Macomber, Joseph G. Allen and Emily Jones
      Healthy buildings and superior air quality are increasingly important since people now spend so much time indoors. Indoor spaces drive performance and productivity. Commercial real estate landlords and investors are responding to the demands of sophisticated tenants... View Details
      Keywords: Health And Wellness; Real Estate; Sustainability; Health; Pollution; Buildings and Facilities; Performance Productivity; Finance; Real Estate Industry; New York (city, NY)
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      Macomber, John, Joseph G. Allen, and Emily Jones. "A Tower for the People: 425 Park Avenue." Harvard Business School Case 220-065, March 2020.
      • March 2020
      • Article

      Is This My Group or Not? The Role of Ensemble Coding of Emotional Expressions in Group Categorization

      By: Amit Goldenberg, Timothy D. Sweeny, Emmanuel Shpigel and James J. Gross
      When exposed to others’ emotional responses, people often make rapid decisions as to whether these others are members of their group or not. These group categorization decisions have been shown to be extremely important to understanding group behavior. Yet, despite... View Details
      Keywords: Categorization; Ensemble Coding; Summary Statistical Perception; Social Cognition; Emotions; Perception; Groups and Teams
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      Goldenberg, Amit, Timothy D. Sweeny, Emmanuel Shpigel, and James J. Gross. "Is This My Group or Not? The Role of Ensemble Coding of Emotional Expressions in Group Categorization." Journal of Experimental Psychology: General 149, no. 3 (March 2020).
      • March 2020
      • Article

      Organizing Knowledge Production Teams Within Firms for Innovation

      By: Vikas A. Aggarwal, David H. Hsu and Andy Wu
      How should firms organize their pool of inventive human capital for firm-level innovation? While access to diverse knowledge may aid knowledge recombination, which can facilitate innovation, prior literature has focused primarily on one way of achieving that: diversity... View Details
      Keywords: Knowledge Recombination; Organization Design; Team Boundary; Innovation; Knowledge Sharing; Diversity; Innovation and Invention; Groups and Teams; Human Capital; Organizational Design
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      Aggarwal, Vikas A., David H. Hsu, and Andy Wu. "Organizing Knowledge Production Teams Within Firms for Innovation." Art. 1. Strategy Science 5, no. 1 (March 2020): 1–16. (Lead article.)
      • Working Paper

      Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S.

      By: Pragya Kakani, Michael Chernew and Amitabh Chandra
      Rising list prices are often used to illustrate the burden of prescription drug spending, but payers routinely negotiate rebates from manufacturers that generate differences between list and net prices. List prices are easily available and affect patient cost-sharing,... View Details
      Keywords: Pharmaceuticals; Rebates; Health Care and Treatment; Markets; Price; Analysis; Pharmaceutical Industry
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      Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S." NBER Working Paper Series, No. 26846, March 2020.
      • 2020
      • Book

      The Power of Experiments: Decision-Making in a Data-Driven World

      By: Michael Luca and Max H. Bazerman
      Have you logged into Facebook recently? Searched for something on Google? Chosen a movie on Netflix? If so, you've probably been an unwitting participant in a variety of experiments—also known as randomized controlled trials—designed to test the impact of changes to an... View Details
      Keywords: Experiments; Randomized Controlled Trials; Organizations; Decision Making; Analytics and Data Science; Management Analysis, Tools, and Techniques
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      Luca, Michael, and Max H. Bazerman. The Power of Experiments: Decision-Making in a Data-Driven World. Cambridge, MA: MIT Press, 2020.
      • February 2020
      • Case

      Intellectual Ventures Update 2020

      By: David B. Yoffie and Daniel Fisher
      After raising $6 billion and buying 60,000 patents, Intellectual Venture (IV) was confronted with a changing legal environment. After a number of important legal decisions, including the Supreme Court's so-called "Alice" decision, IV had to shift strategy. IV sold off... View Details
      Keywords: Intellectual Property; Strategy; Innovation and Invention; Information Technology; Business Model; United States
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      Yoffie, David B., and Daniel Fisher. "Intellectual Ventures Update 2020." Harvard Business School Case 720-438, February 2020.
      • February 2020 (Revised August 2020)
      • Case

      Catalant's Operating System for the Future of Work

      By: Christopher Stanton, William R. Kerr, James Palano and Kendall Smith
      This case touches on the topics of project-based work, agile methodology, and skill and talent management through Catalant's evolution as a company. Catalant’s journey to becoming a software platform and talent marketplace provides context for students to explore new... View Details
      Keywords: Entrepreneurship; Information Technology; Talent and Talent Management; Business Model; Transformation
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      Stanton, Christopher, William R. Kerr, James Palano, and Kendall Smith. "Catalant's Operating System for the Future of Work." Harvard Business School Case 820-093, February 2020. (Revised August 2020.)
      • 2020
      • Working Paper

      A General Theory of Identification

      By: Iavor Bojinov and Guillaume Basse
      What does it mean to say that a quantity is identifiable from the data? Statisticians seem to agree on a definition in the context of parametric statistical models — roughly, a parameter θ in a model P = {Pθ : θ ∈ Θ} is identifiable if the mapping θ 7→ Pθ is injective.... View Details
      Keywords: Identification; Econometric Models; Analytics and Data Science; Theory
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      Bojinov, Iavor, and Guillaume Basse. "A General Theory of Identification." Harvard Business School Working Paper, No. 20-086, February 2020.
      • 2020
      • Chapter

      Immigrant Networking and Collaboration: Survey Evidence from CIC

      By: Sari Pekkala Kerr and William R. Kerr
      Networking and the giving and receiving of advice outside of one's own firm are important features of entrepreneurship and innovation. We study how immigrants and natives utilize the potential networking opportunities provided by CIC, formerly known as the Cambridge... View Details
      Keywords: Immigrants; Networking; Advice; Entrepreneurs; Inventors; Start-up Employees; Venturing; Co-working; Agglomeration; Immigration; Entrepreneurship; Networks; Innovation and Invention; Social and Collaborative Networks
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      Kerr, Sari Pekkala, and William R. Kerr. "Immigrant Networking and Collaboration: Survey Evidence from CIC." In The Roles of Immigrants and Foreign Students in U.S. Science, Innovation, and Entrepreneurship, edited by Ina Ganguli, Shulamit Kahn, and Megan MacGarvie. Chicago: University of Chicago Press, 2020.
      • 2020
      • Working Paper

      The Effects of Hierarchy on Learning and Performance in Business Experimentation

      By: Sourobh Ghosh, Stefan Thomke and Hazjier Pourkhalkhali
      Do senior managers help or hurt business experiments? Despite the widespread adoption of business experiments to guide strategic decision-making, we lack a scholarly understanding of what role senior managers play in firm experimentation. Using proprietary data of live... View Details
      Keywords: Experimentation; Innovation; Search; New Product Development; Innovation and Invention; Organizational Design; Learning; Performance
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      Ghosh, Sourobh, Stefan Thomke, and Hazjier Pourkhalkhali. "The Effects of Hierarchy on Learning and Performance in Business Experimentation." Harvard Business School Working Paper, No. 20-081, February 2020.
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