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  • 2021
  • Working Paper

Impact Accounting for Product Use: A Framework and Industry-specific Models

By: George Serafeim and Katie Trinh
This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details
Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework
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Serafeim, George, and Katie Trinh. "Impact Accounting for Product Use: A Framework and Industry-specific Models." Harvard Business School Working Paper, No. 21-141, June 2021.
  • January 2025
  • Case

Hebbia: Redefining Productivity for Knowledge Workers Using AI

By: Suraj Srinivasan and Minoshka Narayan
In early 2025, George Sivulka, founder and CEO of Hebbia, reflected on the company’s rapid ascent as a pioneer in GenAI-powered productivity tools for knowledge workers. With its proprietary technology, Hebbia had redefined information retrieval and analysis and earned... View Details
Keywords: Transformation; Customer Relationship Management; AI and Machine Learning; Innovation and Management; Innovation Strategy; Service Delivery; Technological Innovation; Growth and Development Strategy; Competitive Strategy; Banking Industry; Financial Services Industry; Technology Industry; United States; New York (city, NY)
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Srinivasan, Suraj, and Minoshka Narayan. "Hebbia: Redefining Productivity for Knowledge Workers Using AI." Harvard Business School Case 125-075, January 2025.
  • August 2024
  • Case

Iogen: Decarbonizing Hard-to-Abate Sectors

By: George Serafeim, Charlotte Foody and John Mulliken
Brian Foody, CEO of Iogen Corporation, was an early leader in advanced biofuels, developing a range of technologies to transform agricultural waste into transportation fuel. With $100 million in revenue and 350 patents across various biofuel technologies, Iogen was... View Details
Keywords: Technology; Biofuel; Market Attractiveness; Decarbonization; Technological Innovation; Climate Change; Energy; Environmental Sustainability; Transformation; Market Entry and Exit; Strategy; Energy Industry; United States; United Kingdom
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Serafeim, George, Charlotte Foody, and John Mulliken. "Iogen: Decarbonizing Hard-to-Abate Sectors." Harvard Business School Case 125-037, August 2024.
  • January 2013 (Revised April 2015)
  • Case

Affinity Labs: Valuing Customer Growth

By: Joseph B. Lassiter III and Elizabeth Kind
In November 2006, Chris Michel left Military.com, which he founded in 1999, to start Affinity Labs, a global network of online communities. That month, Michel raised a Series A round of venture funding and established a partnership with Monster, which he had sold... View Details
Keywords: Mergers and Acquisitions; Business Startups; Entrepreneurship; Demand and Consumers; Partners and Partnerships; Social and Collaborative Networks; Online Technology
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Lassiter, Joseph B., III, and Elizabeth Kind. "Affinity Labs: Valuing Customer Growth." Harvard Business School Case 813-147, January 2013. (Revised April 2015.)
  • March 2012
  • Article

Enriching the Ecosystem

By: Rosabeth Moss Kanter
To remain a leader in innovation, the United States needs the support of foundational institutions that help seed, grow, and renew enterprises. Historically, these institutions-such as universities, venture creators, labor markets, and job-training programs-have tended... View Details
Keywords: Innovation and Invention; Organizations; Research and Development; Social and Collaborative Networks; Growth and Development Strategy; United States
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Kanter, Rosabeth Moss. "Enriching the Ecosystem." Harvard Business Review 90, no. 3 (March 2012).
  • 2011
  • Teaching Note

Juner New Materials: On the Road to IPO (TN)

By: F. Warren McFarlan, Donglin Xia, Ning Jia and Ziqian Zhao
Juner New Materials (Juner) is a private China-based company that develops, produces, and distributes modified plastic compounds. Founded in 1995 by female serial entrepreneur Xiaomin Chen, Juner has exhibited strong performance and growth potential in the past fifteen... View Details
Keywords: Emerging Markets; Entrepreneurship; Financial Statements; IPO; Valuation; Women Executives; China; Plastics; China
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McFarlan, F. Warren, Donglin Xia, Ning Jia, and Ziqian Zhao. "Juner New Materials: On the Road to IPO (TN)." Tsinghua University Teaching Note, 2011.
  • July 2008 (Revised January 2010)
  • Case

Affinity Labs, Inc.

By: Joseph B. Lassiter III and Elizabeth Kind
In November 2006, Chris Michel left Military.com, which he founded in 1999, to start Affinity Labs, a global network of online communities. That month, Michel raised a Series A round of venture funding and established a partnership with Monster, which he had sold... View Details
Keywords: Mergers and Acquisitions; Business Startups; Entrepreneurship; Demand and Consumers; Partners and Partnerships; Social and Collaborative Networks; Online Technology
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Lassiter, Joseph B., III, and Elizabeth Kind. "Affinity Labs, Inc." Harvard Business School Case 809-019, July 2008. (Revised January 2010.)
  • 2016
  • Article

Penalized Fast Subset Scanning

By: Skyler Speakman, Sriram Somanchi, Edward McFowland III and Daniel B. Neill
We present the penalized fast subset scan (PFSS), a new and general framework for scalable and accurate pattern detection. PFSS enables exact and efficient identification of the most anomalous subsets of the data, as measured by a likelihood ratio scan statistic.... View Details
Keywords: Disease Surveillance; Likelihood Ratio Statistic; Pattern Detection; Scan Statistic; Mathematical Methods
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Speakman, Skyler, Sriram Somanchi, Edward McFowland III, and Daniel B. Neill. "Penalized Fast Subset Scanning." Journal of Computational and Graphical Statistics 25, no. 2 (2016): 382–404. (Selected for “Best of JCGS” invited session by the journal’s editor in chief.)
  • January 2016 (Revised January 2017)
  • Case

Rumie: Bringing Digital Education to the Underserved

By: John J-H Kim and Amram Migdal
In fall of 2015, the Toronto, Canada–based education technology nonprofit Rumie had distributed thousands of computer tablets preloaded with collections of thousands of pieces of curated educational content to nongovernmental organizations (NGOs) in some of the most... View Details
Keywords: Edtech; Education Technology; Social Enterprise; Nonprofit; Education Startup; Technological Innovation; Nonprofit Organizations; Social Entrepreneurship; Education; Business Startups; Education Industry; Canada; Africa
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Kim, John J-H, and Amram Migdal. "Rumie: Bringing Digital Education to the Underserved." Harvard Business School Case 316-140, January 2016. (Revised January 2017.)
  • Working Paper

Visual Uniqueness in Peer-to-Peer Marketplaces: Machine Learning Model Development, Validation, and Application

By: Flora Feng, Charis Li and Shunyuan Zhang
Peer-to-peer (P2P) marketplaces have seen exponential growth in recent years featured by unique offerings from individual providers. Despite the perceived value of uniqueness, scalable quantification of visual uniqueness in P2P platforms like Airbnb has been largely... View Details
Keywords: Peer-to-peer Markets; Marketplace Matching; AI and Machine Learning; Demand and Consumers; Digital Platforms; Marketing
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Feng, Flora, Charis Li, and Shunyuan Zhang. "Visual Uniqueness in Peer-to-Peer Marketplaces: Machine Learning Model Development, Validation, and Application." SSRN Working Paper Series, No. 4665286, February 2024.
  • November 5, 2024
  • Article

The International Empirics of Management

By: Daniela Scur, Scott Ohlmacher, John Van Reenen, Morten Bennedsen, Nick Bloom, Ali Choudhary, Lucia Foster, Jesse Groenewegen, Arti Grover, Sjoerd Hardeman, Leonardo Iacovone, Ryo Kambayashi, Marie-Christine Laible, Renata Lemos, Hongbin Li, Andrea Linarello, Mika Maliranta, Denis Medvedev, Charlotte Meng, John Miles Touya, Natalia Mandirola, Roope Ohlsbom, Atsushi Ohyama, Megha Patnaik, Mariana Pereira-López, Raffaella Sadun, Tatsuro Senga, Franklin Qian and Florian Zimmermann
A country’s national income broadly depends on the quantity and quality of workers and capital. But how well these factors are managed within and between firms may be a key determinant of a country’s productivity and its GDP. Although social scientists have long... View Details
Keywords: Performance Productivity; Economy; Management Practices and Processes
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Scur, Daniela, Scott Ohlmacher, John Van Reenen, Morten Bennedsen, Nick Bloom, Ali Choudhary, Lucia Foster, Jesse Groenewegen, Arti Grover, Sjoerd Hardeman, Leonardo Iacovone, Ryo Kambayashi, Marie-Christine Laible, Renata Lemos, Hongbin Li, Andrea Linarello, Mika Maliranta, Denis Medvedev, Charlotte Meng, John Miles Touya, Natalia Mandirola, Roope Ohlsbom, Atsushi Ohyama, Megha Patnaik, Mariana Pereira-López, Raffaella Sadun, Tatsuro Senga, Franklin Qian, and Florian Zimmermann. "The International Empirics of Management." Proceedings of the National Academy of Sciences 121, no. 45 (November 5, 2024).
  • December 2018
  • Article

Improving Resilience Among Employees High in Depression, Anxiety, and Workplace Distress

By: Allison L. Williams, Acacia C. Parks, Grace Cormier, Julia Stafford and A.V. Whillans
Depression and anxiety are costly for both employees and employers, in terms of direct medical costs as well as costs stemming from lost productive time and missed days at work. Resilience training has been shown to improve workplace functioning for employees, which... View Details
Keywords: Depression; Anxiety; Engagement; Resilience; Presenteeism; Employee Engagement; Mental Health; Employees; Emotions; Health; Internet and the Web; Performance Productivity
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Williams, Allison L., Acacia C. Parks, Grace Cormier, Julia Stafford, and A.V. Whillans. "Improving Resilience Among Employees High in Depression, Anxiety, and Workplace Distress." International Journal of Management Research 9, nos. 1-2 (December 2018): 4–22.
  • 2015
  • Working Paper

Moving to the Adjacent Possible: Discovering Paths for Export Diversification in Rwanda

By: Ricardo Hausmann and Jasmina Chauvin
How can Rwanda, which currently has one of the lowest levels of income and exports per capita in the world, grow and diversify its economy in presence of significant constraints? We analyze Rwanda's historical growth and trade performance and find that Rwanda's high... View Details
Keywords: Export Diversification; Industrialization; Economic Complexity; International Trade; Rwanda; Diversification; Trade; Transportation; Developing Countries and Economies; Rwanda
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Hausmann, Ricardo, and Jasmina Chauvin. "Moving to the Adjacent Possible: Discovering Paths for Export Diversification in Rwanda." Center for International Development at Harvard University Working Paper, No. 24, April 2015.
  • 2023
  • Article

A Randomized Trial of Behavioral Nudges Delivered through Text Messages to Increase Influenza Vaccination among Patients with an Upcoming Primary Care Visit

By: Mitesh S. Patel, Katherine L. Milkman, Linnea Gandhi, Heather N. Graci, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Modupe Akinola, John Beshears, Jonathan E. Bogard, Alison Buttenheim, Christopher Chabris, Gretchen B. Chapman, James J. Choi, Hengchen Dai, Craig R. Fox, Amir Goren, Matthew D. Hilchey, Jillian Hmurovic, Leslie John, Dean Karlan, Melanie Kim, David Laibson, Cait Lamberton, Brigitte C. Madrian, Michelle N. Meyer, Maria Modanu, Jimin Nam, Todd Rogers, Renante Rondina, Silvia Saccardo, Maheen Shermohammed, Dilip Soman, Jehan Sparks, Caleb Warren, Megan Weber, Ron Berman, Chalanda N. Evans, Seung Hyeong Lee, Christopher K. Snider, Eli Tsukayama, Christophe Van den Bulte, Kevin G. Volpp and Angela L. Duckworth
Purpose: To evaluate if nudges delivered by text message prior to an upcoming primary care visit can increase influenza vaccination rates.
Design: Randomized, controlled trial.
Setting: Two health systems in the Northeastern US between September 2020 and... View Details
Keywords: Vaccination; Health Care and Treatment; Interpersonal Communication; Communication Technology; Behavior; Health Industry
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Patel, Mitesh S., Katherine L. Milkman, Linnea Gandhi, Heather N. Graci, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Modupe Akinola, John Beshears, Jonathan E. Bogard, Alison Buttenheim, Christopher Chabris, Gretchen B. Chapman, James J. Choi, Hengchen Dai, Craig R. Fox, Amir Goren, Matthew D. Hilchey, Jillian Hmurovic, Leslie John, Dean Karlan, Melanie Kim, David Laibson, Cait Lamberton, Brigitte C. Madrian, Michelle N. Meyer, Maria Modanu, Jimin Nam, Todd Rogers, Renante Rondina, Silvia Saccardo, Maheen Shermohammed, Dilip Soman, Jehan Sparks, Caleb Warren, Megan Weber, Ron Berman, Chalanda N. Evans, Seung Hyeong Lee, Christopher K. Snider, Eli Tsukayama, Christophe Van den Bulte, Kevin G. Volpp, and Angela L. Duckworth. "A Randomized Trial of Behavioral Nudges Delivered through Text Messages to Increase Influenza Vaccination among Patients with an Upcoming Primary Care Visit." American Journal of Health Promotion 37, no. 3 (2023): 324–332.
  • 2023
  • Article

Post Hoc Explanations of Language Models Can Improve Language Models

By: Satyapriya Krishna, Jiaqi Ma, Dylan Slack, Asma Ghandeharioun, Sameer Singh and Himabindu Lakkaraju
Large Language Models (LLMs) have demonstrated remarkable capabilities in performing complex tasks. Moreover, recent research has shown that incorporating human-annotated rationales (e.g., Chain-of-Thought prompting) during in-context learning can significantly enhance... View Details
Keywords: AI and Machine Learning; Performance Effectiveness
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Krishna, Satyapriya, Jiaqi Ma, Dylan Slack, Asma Ghandeharioun, Sameer Singh, and Himabindu Lakkaraju. "Post Hoc Explanations of Language Models Can Improve Language Models." Advances in Neural Information Processing Systems (NeurIPS) (2023).
  • December 2019
  • Case

Noiler

By: José B. Alvarez and Natalie Kindred
In 2019, Nigerian entrepreneur Dr. Ayoola (Ayo) Oduntan is accelerating distribution of Noiler, a genetically optimized breed of poultry, to smallholder farmers across Nigeria. The bird was bred to be productive as a source of both meat and eggs and to thrive in the... View Details
Keywords: Social Enterprise; Animal-Based Agribusiness; Poverty; Health; Growth and Development Strategy; Nigeria
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Alvarez, José B., and Natalie Kindred. "Noiler." Harvard Business School Case 520-047, December 2019.
  • April 2024 (Revised November 2024)
  • Case

Moderna: Pioneering a People Platform to Accelerate Science Innovation

By: Tatiana Sandino, Emil Dy and Samuel Grad
Moderna was founded in 2010 to explore how messenger ribonucleic acid (mRNA) could be used to create breakthrough medicines by encoding instructions for the body to create antibodies. When Stéphane Bancel (HBS 2000) took over in 2011, he bet on the potential of this... View Details
Keywords: Disruptive Innovation; Talent and Talent Management; Selection and Staffing; AI and Machine Learning; Digital Strategy; Innovation and Management; Leadership Development; Management Practices and Processes; Management Systems; Organizational Culture; Performance Evaluation; Alignment; Employee Relationship Management; Science-Based Business; Expansion; Pharmaceutical Industry; Biotechnology Industry; United States
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Sandino, Tatiana, Emil Dy, and Samuel Grad. "Moderna: Pioneering a People Platform to Accelerate Science Innovation." Harvard Business School Case 124-091, April 2024. (Revised November 2024.)
  • 2024
  • Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang
We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
  • 16 Nov 2016
  • Research & Ideas

Turning One Thousand Customers into One Million

customers by matching them “by hand” with early suppliers (e.g., Etsy scoured craft fairs to sign up artisans); acquiring them in bulk (Uber ran promotions during concerts and events); and doing whatever it took to make their offerings attractive, even if it wasn’t... View Details
Keywords: by Thales S. Teixeira and Michael Blanding; Retail; Transportation; Accommodations
  • 24 Oct 2018
  • Sharpening Your Skills

Startup or Established Company? Which Is Best for You?

may also try to overcorrect in areas where they failed the first time, such as overanalyzing or delaying decisions, being too conservative on cash flow, or focusing too much on scalability too early in the product-development process. If... View Details
Keywords: by Julia B. Austin
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