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  • All HBS Web  (1,958)
    • People  (2)
    • News  (215)
    • Research  (1,360)
    • Events  (15)
    • Multimedia  (13)
  • Faculty Publications  (907)
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  • Article

Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

By: Eva Ascarza and Ayelet Israeli

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods
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Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
  • October 2012
  • Article

Data Scientist: The Sexiest Job of the 21st Century

Key to the effective use of big data are the analytical professionals known as "data scientists," who can both manipulate large and unstructured data sources and create insights from them. Data scientists are difficult to hire and retain, but their skills will be... View Details
Keywords: Big Data; Data Scientists; Business Analytics; Analytics and Data Science; Mathematical Methods; Jobs and Positions
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Davenport, Thomas H., and D. J. Patil. "Data Scientist: The Sexiest Job of the 21st Century." Harvard Business Review 90, no. 10 (October 2012): 70–76.
  • 24 Jul 2012
  • First Look

First Look: July 24

know how to reap value from the KR, which ironically improves with increasing access to other sources of knowledge. Implications for both team effectiveness and knowledge management research are offered. We conclude that KRs are unlikely... View Details
Keywords: Sean Silverthorne
  • 2012
  • Article

Demand and Capacity Management in Air Transportation

This paper summarizes research trends and opportunities in the area of managing air transportation demand and capacity. Capacity constraints and resulting congestion and low schedule reliability currently impose large costs on airlines and their passengers. Significant... View Details
Keywords: Demand Management; Capacity Management; Mathematical Modeling; Congestion And Delays; Trends And Opportunities; Demand and Consumers; Air Transportation; Mathematical Methods; Performance Capacity; Air Transportation Industry
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Barnhart, Cynthia, Douglas S. Fearing, Amedeo Odoni, and Vikrant Vaze. "Demand and Capacity Management in Air Transportation." EURO Journal on Transportation and Logistics 1, nos. 1-2 (2012): 135–155.
  • 2018
  • Working Paper

What Is Your Problem? The Importance of ‘Problem Storming’ for Crossing Knowledge Boundaries

By: Hila Lifshitz - Assaf
In this study, I focus on the emergent processes and practices enacted when using crowdsourcing to solve R&D problems that experts are challenged with. While the literature on crowdsourcing focuses on the online process, this study looks at the full process that takes... View Details
Keywords: Innovation; Nasa; Problem Solving; Problem Formulation; Knowledge Boundaries; Innovation and Invention; Research and Development; Problems and Challenges
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Lifshitz - Assaf, Hila. "What Is Your Problem? The Importance of ‘Problem Storming’ for Crossing Knowledge Boundaries." Working Paper, April 2018.
  • 20 Sep 2006
  • Research & Ideas

The Power of Ordinary Practices

Teresa M. Amabile's research centers on how the work environment can influence the motivation, creativity, and performance of individuals and teams. A recent study focused on the influence of team leaders on these factors. Professor... View Details
Keywords: Re: Teresa M. Amabile
  • December 2005 (Revised March 2007)
  • Case

Innovation and Collaboration at Merrill Lynch

By: Boris Groysberg and Ingrid Vargas
In the spring of 2005, Candace Browning, head of Global Securities Research and Economics at Merrill Lynch, led about 500 Merrill Lynch analysts worldwide in a collaborative effort to produce innovative research, most of them accustomed to working independently in... View Details
Keywords: Leadership; Groups and Teams; Management Teams; Decision Making; Collaborative Innovation and Invention; Negotiation; Mathematical Methods; Strategy; Human Resources; Motivation and Incentives; Banking Industry; Financial Services Industry
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Groysberg, Boris, and Ingrid Vargas. "Innovation and Collaboration at Merrill Lynch." Harvard Business School Case 406-081, December 2005. (Revised March 2007.)
  • 28 Jan 2019
  • Research & Ideas

Forget Cash. Here Are Better Ways to Motivate Employees

Whillans co-wrote a recent article in Compensation & Benefits Review, “Winning the War for Talent: Modern Motivational Methods for Attracting and Retaining Employees,” with Anais Thibault-Landry of the Université du Québec à Montréal... View Details
Keywords: by Dina Gerdeman
  • September 2010
  • Supplement

Compass Maritime Services, LLC: Valuing Ships (CW)

By: Benjamin C. Esty and Albert W. Sheen
Tom Roberts, a founding partner of Compass Maritime Services, a New Jersey-based shipping research and consulting firm, has been asked by a new potential customer in May 2008 for advice on purchasing a capesize bulk carrier. After identifying a suitable ship with his... View Details
Keywords: Acquisition; Decisions; Microeconomics; Finance; Price; Management Analysis, Tools, and Techniques; Market Transactions; Partners and Partnerships; Mathematical Methods; Valuation; Consulting Industry; New Jersey
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Esty, Benjamin C., and Albert W. Sheen. "Compass Maritime Services, LLC: Valuing Ships (CW)." Harvard Business School Spreadsheet Supplement 211-702, September 2010.
  • 26 Feb 2014
  • Research & Ideas

How Grocery Bags Manipulate Your Mind

behavioral change, does it change other elements of what you're doing as well?" A Series Of Experiments As their working paper explains, the researchers combined empirical and experimental methods to... View Details
Keywords: by Carmen Nobel; Retail
  • 10 Jan 2005
  • Research & Ideas

How to Put Meaning Back into Leading

have been engaging in research examining the linkage between meaning and economic life. Through informal discussions, we came to understand that while our methods were different, we were each absorbed in... View Details
Keywords: by Martha Lagace
  • 2010
  • Chapter

Facts and Fallacies about U.S. FDI in China

By: Lee Branstetter and C. Fritz Foley
Despite the rapid expansion of U.S.-China trade ties, the increase in U.S. FDI in China, and the expanding amount of economic research exploring these developments, a number of misconceptions distort the popular understanding of U.S. multinationals in China. In this... View Details
Keywords: Expansion; Trade; Foreign Direct Investment; Mathematical Methods; Multinational Firms and Management; China; United States
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Branstetter, Lee, and C. Fritz Foley. "Facts and Fallacies about U.S. FDI in China." In China's Growing Role in World Trade, edited by Robert Feenstra and Shang-Jin Wei. University of Chicago Press, 2010.
  • 15 Mar 2011
  • First Look

First Look: March 15

Publication:The Accounting Review 86, no. 2 (March 2011) Abstract Recent accounting scholarship has used statistical analysis on asset prices, financial reports and disclosures, laboratory experiments, and surveys of practice. The View Details
Keywords: Sean Silverthorne
  • June 2007
  • Article

Which Levers Boost ROI?

By: Margeaux Cvar and John A. Quelch
The article refers to ROI, or return on investment, and focuses on a rational strategy for financial markets that uses outside industry comparisons. The first step is to identify parallel businesses that have similar characteristics such as growth, capital, and market... View Details
Keywords: Mathematical Methods; Financial Markets; Investment Return
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Cvar, Margeaux, and John A. Quelch. "Which Levers Boost ROI?" Harvard Business Review 85, no. 6 (June 2007): 21–24.
  • 2012
  • Book

Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data

By: Thomas H. Davenport
This book, an edited collection of research papers from the International Institute of Analytics, addresses a wide variety of key topics in managing business analytics and big data at the enterprise level. It includes key applications of analytics, human and... View Details
Keywords: Business Analytics; Big Data; Business or Company Management; Analytics and Data Science; Management Practices and Processes; Mathematical Methods; Information Management
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Davenport, Thomas H., ed. Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data. FT Press, 2012.
  • 19 Jul 2016
  • First Look

July 19, 2016

monetary gains—but more risk-seeking towards positive experiences, such as eating desserts—as for monetary losses. These risk preferences for experiences are robust to different methods of elicitation. Publisher's link:... View Details
Keywords: Sean Silverthorne
  • 2021
  • Book

Harvard Business Review Family Business Handbook: How to Build and Sustain a Successful, Enduring Enterprise

By: Josh Baron and Rob Lachenauer
Navigate the complex decisions and critical relationships necessary to create and sustain a healthy family business--and business family. Though "family business" may sound like it refers only to mom-and-pop shops, businesses owned by families are among the most... View Details
Keywords: Family Business; Entrepreneurship; Family and Family Relationships; Outcome or Result; Business Model; Conflict and Resolution; Organizational Culture
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Baron, Josh, and Rob Lachenauer. Harvard Business Review Family Business Handbook: How to Build and Sustain a Successful, Enduring Enterprise. Harvard Business Review Press, 2021.
  • 2008
  • Working Paper

From Social Control to Financial Economics: The Linked Ecologies of Economics and Business in Twentieth Century America

By: Marion Fourcade and Rakesh Khurana
As the main producers of managerial elites, business schools represent strategic research sites for understanding the formation of economic practices and representations. This article draws on historical material to analyze the changing place of economics in American... View Details
Keywords: Economics; Business Education; Finance; Governing Rules, Regulations, and Reforms; Business History; Chicago
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Fourcade, Marion, and Rakesh Khurana. "From Social Control to Financial Economics: The Linked Ecologies of Economics and Business in Twentieth Century America." Harvard Business School Working Paper, No. 09-037, September 2008.
  • 05 Sep 2023
  • Book

Thriving After Failing: How to Turn Your Setbacks Into Triumphs

suspected that to be true, and the study led her to develop the concept of psychological safety, which launched her career. “It’s hard to remember that this work was born of failure because it’s been such a successful research idea... View Details
Keywords: by Michael Blanding
  • 2025
  • Article

Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments

By: Kosuke Imai and Michael Lingzhi Li
Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects under practical settings with... View Details
Keywords: AI and Machine Learning; Mathematical Methods; Analytics and Data Science
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Imai, Kosuke, and Michael Lingzhi Li. "Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments." Journal of Business & Economic Statistics 43, no. 1 (2025): 256–268.
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