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  • All HBS Web  (7,687)
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  • All HBS Web  (7,687)
    • People  (19)
    • News  (1,355)
    • Research  (5,311)
    • Events  (80)
    • Multimedia  (67)
  • Faculty Publications  (4,029)
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  • 2022
  • Working Paper

The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective

By: Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu and Himabindu Lakkaraju
As various post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to develop a deeper understanding of if and when the explanations output by these methods disagree with each other, and how... View Details
Keywords: AI and Machine Learning; Analytics and Data Science; Mathematical Methods
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Krishna, Satyapriya, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu, and Himabindu Lakkaraju. "The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective." Working Paper, 2022.
  • Article

Third-Party Punishment as a Costly Signal of High Continuation Probabilities in Repeated Games

By: Jillian J. Jordan and David G. Rand
Why do individuals pay costs to punish selfish behavior, even as third-party observers? A large body of research suggests that reputation plays an important role in motivating such third-party punishment (TPP). Here we focus on a recently proposed reputation-based... View Details
Keywords: Direct Reciprocity; Evolution; Dispersal; Cooperation; Trust; Reputation; Game Theory
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Jordan, Jillian J., and David G. Rand. "Third-Party Punishment as a Costly Signal of High Continuation Probabilities in Repeated Games." Journal of Theoretical Biology 421 (May 21, 2017): 189–202.
  • August 2008 (Revised December 2009)
  • Case

Nantero

By: William A. Sahlman, Dan Heath and Caroline Perkins
This case describes a decision confronting the founder of Nantero, a company developing a new semiconductor technology. The company needs to raise additional venture capital. Potential investors have competing visions for the company, and its business model. Some... View Details
Keywords: Business Model; Decision Choices and Conditions; Venture Capital; Investment; Product Development; Production; Technology; Semiconductor Industry
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Sahlman, William A., Dan Heath, and Caroline Perkins. "Nantero." Harvard Business School Case 809-031, August 2008. (Revised December 2009.)
  • August 2019 (Revised March 2022)
  • Case

Family Matters: Governance at the Zamil Group

By: Christina R. Wing, Suraj Srinivasan and Esel Çekin
This case focuses on a large Saudi Arabian industrial conglomerate and family business Zamil Group’s corporate and family governance journey. The 12 sons of the founder led and grew the group successfully after taking over from their father in 1961. The secret to their... View Details
Keywords: Middle East; Family Ownership; Family-owned Business; Saudi Arabia; Family Business; Governance; Organizational Structure; Values and Beliefs; Steel Industry; Industrial Products Industry; Middle East; Saudi Arabia; Bahrain
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Wing, Christina R., Suraj Srinivasan, and Esel Çekin. "Family Matters: Governance at the Zamil Group." Harvard Business School Case 620-009, August 2019. (Revised March 2022.)
  • 2009
  • Case

What People Want (and How to Predict It)

By: Thomas H. Davenport and Jeanne G. Harris
Historically, neither the creators nor the distributors of cultural products such as books or movies have used analytics -- data, statistics, predictive modeling -- to determine the likely success of their offerings. Instead, companies relied on the brilliance of... View Details
Keywords: Product Development; Creativity; Customer Satisfaction; Forecasting and Prediction; Markets; Business Model; Publishing Industry; Motion Pictures and Video Industry
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Davenport, Thomas H., and Jeanne G. Harris. "What People Want (and How to Predict It)." 2009.
  • Web

Negotiation, Organizations & Markets - Faculty & Research

Amit Goldenberg Computational models of reinforcement learning (RL) have significantly contributed to our understanding of human behavior and decision-making. Traditional RL models, however, often adopt a linear approach to updating... View Details
  • Program

Driving Nonprofit Performance and Innovation—Virtual

HBS Social Enterprise Initiative website for scholarship information. Learning and Living at HBS When you participate in an Executive Education program on the HBS campus, you enter an immersive experience where every aspect of the learning View Details
  • February 2021
  • Tutorial

Action Plans

By: Tsedal Neeley
This video offers insight into the value of action plans in leading organizations. It provides a 6-step model for identifying situations which would benefit from action plans and gives suggestions for how to successfully implement them. The video traces the journey of... View Details
Keywords: Action Plan; Organizations; Planning; Strategic Planning
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Neeley, Tsedal. Action Plans. Harvard Business School Tutorial 421-714, February 2021. (https://hbsp.harvard.edu/product/421714-HTM-ENG?Ntt=tsedal%20neeley%20action%20aplans.)
  • April 2012
  • Case

Novozymes: Cracking the Emerging Markets Code

By: Krishna G. Palepu and Karol Misztal
In 2011, the management of Novozymes, the industrial enzymes leader, reflected on the viability of their positioning in the fast growing, yet increasingly competitive Chinese market. Novozymes, a technological innovation pioneer, was prominent in China's premium enzyme... View Details
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Palepu, Krishna G., and Karol Misztal. "Novozymes: Cracking the Emerging Markets Code." Harvard Business School Case 112-084, April 2012.
  • 14 Jul 2021
  • News

FT Business Books: July Edition

  • 20 Jul 2016
  • News

To Increase Sales, Get Customers to Commit a Little at a Time

  • 12 Jan 2011
  • Working Paper Summaries

Modularity for Value Appropriation--How to Draw the Boundaries of Intellectual Property

Keywords: by Carliss Y. Baldwin & Joachim Henkel
  • December 2018
  • Supplement

The Global-Local Tension: Vodafone CEO Vittorio Colao Leading with 'International Values and Local Roots' (B)

By: Tsedal Neeley
Vittorio Colao, CEO of telecommunication giant Vodafone, must respond to reports of disturbing accounting practices at two of Vodafone’s operating companies. In one case, €60 million have been misreported due to a series of failures to check manual accounting... View Details
Keywords: GLOBAL-LOCAL; Global Identity; Local Identity; Accounting Discrepency; Globalization; Leadership; Trust; Organizational Culture; Organizational Design; Organizations; Identity; Local Range; Global Range; Values and Beliefs; Accounting Audits
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Neeley, Tsedal. "The Global-Local Tension: Vodafone CEO Vittorio Colao Leading with 'International Values and Local Roots' (B)." Harvard Business School Supplement 419-032, December 2018.
  • 2017
  • Article

Inflation Bets or Deflation Hedges? The Changing Risks of Nominal Bonds

By: John Y. Campbell, Adi Sunderam and Luis M. Viceira
The covariance between U.S. Treasury bond returns and stock returns has moved considerably over time. While it was slightly positive on average in the period 1953–2009, it was unusually high in the early 1980s and negative in the 2000s, particularly in the downturns of... View Details
Keywords: Inflation and Deflation; Bonds; Interest Rates; Investment Return; Risk Management
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Campbell, John Y., Adi Sunderam, and Luis M. Viceira. "Inflation Bets or Deflation Hedges? The Changing Risks of Nominal Bonds." Critical Finance Review 6, no. 2 (2017): 263–301.
  • October 2015
  • Article

How Smart, Connected Products Are Transforming Companies

By: Michael E. Porter and James E. Heppelmann
The evolution of products into intelligent, connected devices is revolutionizing business. In a November 2014 article, "How Smart, Connected Products Are Transforming Competition," Harvard Business School professor Michael Porter and PTC president and CEO James... View Details
Keywords: Organizational Change and Adaptation; Technological Innovation; Information Technology; Organizational Structure; Operations; Business Strategy
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Porter, Michael E., and James E. Heppelmann. "How Smart, Connected Products Are Transforming Companies." Harvard Business Review 93, no. 10 (October 2015): 97–114.
  • Web

Courses - Entrepreneurship

for making those decisions. We will also introduce a range of specific tools—including business model design, lean testing, and customer and channel analytics—that are particularly relevant to entrepreneurs, as well as introduce students... View Details
  • Research Summary

Statistical Methodology

William Simpson is developing methods of inference to use when assumptions of standard models are not met. He has created a hypothesis test to use for ipsative variables that adjusts for the non-zero correlations among variables expected under the null hypothesis. ... View Details

  • February 2024 (Revised September 2024)
  • Case

TimeCredit

By: Emanuele Colonnelli, Raymond Kluender and Shai Benjamin Bernstein
TimeCredit is an artificial intelligence (AI) startup that is developing large language models (LLMs) to generate accounting memos. The case follows Ndonga Sagnia, a Gambian Harvard Business School MBA student with an accounting background, as she decides how much... View Details
Keywords: Accounting; Business Startups; Entrepreneurship; Financing and Loans; AI and Machine Learning; Entrepreneurial Finance; Identity; Technology Industry
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Colonnelli, Emanuele, Raymond Kluender, and Shai Benjamin Bernstein. "TimeCredit." Harvard Business School Case 824-139, February 2024. (Revised September 2024.)
  • February 2010
  • Supplement

Marketing Analysis Toolkit: Market Size and Market Share Analysis (CW)

By: Thomas J. Steenburgh and Jill Avery
This Excel worksheet contains sample problems, prebuilt Excel models to run market sizing and market share analyses, and charts and graphs which help visualize the results. It is designed to accompany Marketing Analysis Tookit: Market Size and Market Share Analysis.... View Details
Keywords: Mathematical Methods; Marketing Strategy; Decisions; Strategic Planning; Market Participation; Sales; Forecasting and Prediction; Management Analysis, Tools, and Techniques
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Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Market Size and Market Share Analysis (CW)." Harvard Business School Spreadsheet Supplement 510-714, February 2010.
  • 01 Jun 2017
  • News

Building India’s First $100 Billion Company

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