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  • 23 Nov 1999
  • Research & Ideas

Bringing the Environment Down to Earth

Those problems can all be overcome. If executives bring to environmental decision making the same kind of optimism, opportunism, analytic thinking, and openness that they instinctively bring to bear on other business problems, both their... View Details
Keywords: by Forest Reinhardt
  • 19 Aug 2015
  • Research & Ideas

Codeacademy’s Delicate Work of Adding Monetization Without Crushing Mission

It seems to suggest a real unmet need in educational systems. How integral will coding skills be going forward, and what role should government play in attending to those needs? A: Analytical skills and comfort with technology are... View Details
Keywords: Re: Jeffrey J. Bussgang; Technology
  • May 2021
  • Simulation

Customer Compatibility Exercise Application

By: Ryan W. Buell
Customers impose considerable variability on the operating systems of service organizations. They show up when they wish (arrival variability), they ask for different things (request variability), they vary in their willingness and ability to help themselves (effort... View Details
Keywords: Customer Compatibility; Customer Relationship Management; Strategy; Service Operations; Service Delivery; Performance Efficiency; Analysis; Consumer Behavior; Analytics and Data Science
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Buell, Ryan W. "Customer Compatibility Exercise Application." Harvard Business School Simulation 620-707, May 2021.
  • 18 Apr 2019
  • Research & Ideas

Open Innovation Contestants Build AI-Based Cancer Tool

LISH team: LISH has longstanding interest in and experience with solving problems in computer vision, image analysis, and advanced analytics through crowdsourcing. We have extended our work and research into the field of medical image... View Details
Keywords: by Martha Lagace; Health; Medical Devices & Supplies
  • 08 Jan 2008
  • First Look

First Look: January 8, 2008

to best finance his company's growth. Over the previous five years as founder and CEO of D2Hawkeye, a Waltham, Massachusetts-based healthcare analytics company, Kryder had grown the firm from a six-person start-up into a leading developer... View Details
Keywords: Martha Lagace
  • 2015
  • Working Paper

Online Word of Mouth and Product Review Disagreement

By: Frank Nagle and Christoph Riedl
Studies of online word of mouth have frequently posited―but never systematically conceptualized and explored―that the level of disagreement between existing product reviews can impact the volume and the valence of future reviews. In this study we develop a theoretical... View Details
Keywords: Online Word Of Mouth; Online Communities; Viral Marketing; Online Product Reviews; Quality; Internet and the Web; Consumer Behavior; Marketing Reference Programs; Social and Collaborative Networks; Digital Marketing; Analytics and Data Science
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Nagle, Frank, and Christoph Riedl. "Online Word of Mouth and Product Review Disagreement." Harvard Business School Working Paper, No. 13-091, May 2013. (Revised May 2015, selected for AOM Best Paper Proceedings.)
  • 10 Jun 2013
  • Research & Ideas

How Numbers Talk to People

online travel company Expedia's US business. Joe was previously a Web analytics maven-and he still is-but his data-based problem-solving approaches have led to a variety of impressive promotions. Many of the Expedia investigations involve... View Details
  • February 2001
  • Case

PlanetFeedback: The Voice of One ... The Power of Many (A)

By: James L. Heskett
The management of PlanetFeedback in proposes a merger with Intelliseek. Their goal is to create a comprehensive C2B and B2B business focused on the generation and analysis for business clients of consumer feedback data via the Internet, Planet Feedback's board of... View Details
Keywords: Mergers and Acquisitions; Decisions; Information Management; Analytics and Data Science; Business Strategy; Internet and the Web; Information Technology Industry
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Heskett, James L. "PlanetFeedback: The Voice of One ... The Power of Many (A)." Harvard Business School Case 901-051, February 2001.
  • October 2007
  • Article

Supply and Demand Shifts in the Shorting Market

By: Lauren Cohen, Karl B. Diether and Christopher J. Malloy
Using proprietary data on stock loan fees and quantities from a large institutional investor, we examine the link between the shorting market and stock prices. Employing a unique identification strategy, we isolate shifts in the supply and demand for shorting. We find... View Details
Keywords: Analytics and Data Science; Stocks; Financing and Loans; Price; Strategy; Demand and Consumers; Forecasting and Prediction; Investment Return; Markets; Information
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Cohen, Lauren, Karl B. Diether, and Christopher J. Malloy. "Supply and Demand Shifts in the Shorting Market." Journal of Finance 62, no. 5 (October 2007): 2061–2096. (Winner of Smith Breeden Prize for the Best Paper Published in the Journal of Finance in Asset Pricing (Distinguished Paper) 2007.)
  • 03 Oct 2017
  • First Look

First Look at Research and Ideas, October 3, 2017

university graduates in Japan used GROW, an artificial intelligence platform and mobile app developed by Tokyo-based people analytics startup IGS, to recruit for a job. This case puts participants in the shoes of IGS founder and CEO... View Details
Keywords: by Sean Silverthorne
  • May 2024
  • Article

Housing Policies and Energy Efficiency Spillovers in Low and Moderate Income Communities

By: Omar Isaac Asensio, Olga Churkina, Becky D. Rafter and Kira E O'Hare
Housing policies address the human dimensions of increasing urban density, but their energy and sustainability implications are hard to measure due to challenges with siloed civic data. This is especially critical when evaluating policies targeting low- and... View Details
Keywords: Energy Efficiency; Public Policy; Climate Change; Energy Conservation; Housing; Analytics and Data Science; Policy; Income; Environmental Sustainability; Real Estate Industry; United States
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Asensio, Omar Isaac, Olga Churkina, Becky D. Rafter, and Kira E O'Hare. "Housing Policies and Energy Efficiency Spillovers in Low and Moderate Income Communities." Nature Sustainability 7, no. 5 (May 2024): 590–601.
  • 2023
  • Working Paper

The Customer Journey as a Source of Information

By: Nicolas Padilla, Eva Ascarza and Oded Netzer
In the face of heightened data privacy concerns and diminishing third-party data access, firms are placing increased emphasis on first-party data (1PD) for marketing decisions. However, in environments with infrequent purchases, reliance on past purchases 1PD... View Details
Keywords: Customer Journey; Privacy; Consumer Behavior; Analytics and Data Science; AI and Machine Learning; Customer Focus and Relationships
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Padilla, Nicolas, Eva Ascarza, and Oded Netzer. "The Customer Journey as a Source of Information." Harvard Business School Working Paper, No. 24-035, October 2023. (Revised October 2023.)
  • February 2019 (Revised August 2019)
  • Case

Maccabitech: The Promise of Israel's Healthcare Data

By: Scott Duke Kominers and Carin-Isabel Knoop
Dr. Varda Shalev bridges technology and medicine through Maccabitech, a "research and innovation wing" of Israel's Maccabi Healthcare Services (MHS) that partners with research institutions, pharmaceutical companies, and startups. Shalev hopes to scale Maccabitech's... View Details
Keywords: Big Data; Healthcare; Analytics and Data Science; Digital Platforms; Health Care and Treatment; Innovation and Invention; Research; Entrepreneurship; Risk Management; Israel
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Kominers, Scott Duke, and Carin-Isabel Knoop. "Maccabitech: The Promise of Israel's Healthcare Data." Harvard Business School Case 819-032, February 2019. (Revised August 2019.)
  • January 2004
  • Case

Macroeconomic Policy and the State of the U.S. Economy, 2003

By: David A. Moss
Based on excerpts from Federal Reserve Chairman Alan Greenspan's testimony before the U.S. Senate Committee on Banking, Housing, and Urban Affairs on July 16, 2003, as well as economic data that were available to Chairman Greenspan at the time. Taken together, the text... View Details
Keywords: Macroeconomics; Banks and Banking; Policy; Housing; Analytics and Data Science; Problems and Challenges; Urban Development; United States
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Moss, David A. "Macroeconomic Policy and the State of the U.S. Economy, 2003." Harvard Business School Case 704-030, January 2004.
  • December 2010
  • Background Note

Risk and Reward in Venture Capital

By: William A. Sahlman
This note describes the payoff structure of investment in individual venture capital–backed companies and in venture capital portfolios. Venture Capital investments are characterized by high failure rate (0ver 50%) and a small number of given successes (greater than... View Details
Keywords: Capital Markets; Venture Capital; Investment Return; Investment Portfolio; Analytics and Data Science; Failure; Performance; Information Technology
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Sahlman, William A. "Risk and Reward in Venture Capital." Harvard Business School Background Note 811-036, December 2010.
  • July 2025
  • Article

Digital Lending and Financial Well-Being: Through the Lens of Mobile Phone Data

By: AJ Chen, Omri Even-Tov, Jung Koo Kang and Regina Wittenberg-Moerman
To mitigate information asymmetry about borrowers in developing economies, digital lenders use machine-learning algorithms and nontraditional data from borrowers’ mobile devices. Consequently, digital lenders have managed to expand access to credit for millions of... View Details
Keywords: Informal Economy; Digital Banking; Mobile Phones; Developing Countries and Economies; Mobile and Wireless Technology; AI and Machine Learning; Analytics and Data Science; Credit; Borrowing and Debt; Well-being; Banking Industry; Kenya
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Chen, AJ, Omri Even-Tov, Jung Koo Kang, and Regina Wittenberg-Moerman. "Digital Lending and Financial Well-Being: Through the Lens of Mobile Phone Data." Accounting Review 100, no. 4 (July 2025): 135–159.
  • 26 Jul 2016
  • Research & Ideas

Where will Pokémon Go with Your Personal Information?

all time. Data analytics firm Similar Web reported that in its first week alone, the app had been installed on nearly 11 percent of all Android phones in the United States, and surpassed Twitter’s daily usage shortly thereafter. Pokémon... View Details
Keywords: Re: Willy C. Shih; Video Game; Entertainment & Recreation
  • 02 Jul 2001
  • Research & Ideas

George C. Lodge

as a multidisciplinary analytical tool for comparing countries and understanding change within a particular nation. In his award-winning 1975 book, The New American Ideology, and nine years later in The American Disease, Lodge urged... View Details
Keywords: by Staff
  • 2023
  • Working Paper

An Experimental Design for Anytime-Valid Causal Inference on Multi-Armed Bandits

By: Biyonka Liang and Iavor I. Bojinov
Typically, multi-armed bandit (MAB) experiments are analyzed at the end of the study and thus require the analyst to specify a fixed sample size in advance. However, in many online learning applications, it is advantageous to continuously produce inference on the... View Details
Keywords: Analytics and Data Science; AI and Machine Learning; Mathematical Methods
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Liang, Biyonka, and Iavor I. Bojinov. "An Experimental Design for Anytime-Valid Causal Inference on Multi-Armed Bandits." Harvard Business School Working Paper, No. 24-057, March 2024.
  • October 1, 2021
  • Article

An Evaluation of Cross-efficiency Methods: With an Application to Warehouse Performance.

By: B.M. Balk, M.R. De Koster, Christian Kaps and J.L. Zofio
Cross-efficiency measurement is an extension of Data Envelopment Analysis that allows for tie-breaking ranking of the Decision Making Units (DMUs) using all the peer evaluations. In this article we examine the theory of cross-efficiency measurement by comparing a... View Details
Keywords: Efficiency Analysis; Performance Benchmarking; Warehousing; Analytics and Data Science; Performance Evaluation; Measurement and Metrics; Mathematical Methods
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Balk, B.M., M.R. De Koster, Christian Kaps, and J.L. Zofio. "An Evaluation of Cross-efficiency Methods: With an Application to Warehouse Performance." Art. 126261. Applied Mathematics and Computation 406 (October 1, 2021).
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