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  • All HBS Web  (4,967)
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  • Article

Learning Models for Actionable Recourse

By: Alexis Ross, Himabindu Lakkaraju and Osbert Bastani
As machine learning models are increasingly deployed in high-stakes domains such as legal and financial decision-making, there has been growing interest in post-hoc methods for generating counterfactual explanations. Such explanations provide individuals adversely... View Details
Keywords: Machine Learning Models; Recourse; Algorithm; Mathematical Methods
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Ross, Alexis, Himabindu Lakkaraju, and Osbert Bastani. "Learning Models for Actionable Recourse." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
  • 24 May 2014
  • News

Analysts’ dim view of CSR brightens over time

  • 2011
  • Chapter

An Exploration of the Japanese Slowdown during the 1990s

By: Diego A. Comin
Why was the 1990s a lost decade for Japan? How is it possible that the Japanese economy stagnated for a decade if none of the shocks that arguably hit the economy seemed to have persisted for much more than three years or so? In this paper I show that the endogenous... View Details
Keywords: Economic Slowdown and Stagnation; Performance Productivity; Mathematical Methods; Research and Development; Technology Adoption; Japan
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Comin, Diego A. "An Exploration of the Japanese Slowdown during the 1990s." In Japan's Bubble, Deflation, and Long-term Stagnation, edited by Koichi Hamada, Anil Kashyap, and David Weinstein. MIT Press, 2011.

    Keep Your AI Projects on Track

    AI—and especially its newest star, generative AI—is today a central theme in corporate boardrooms, leadership discussions, and casual exchanges among employees eager to supercharge their productivity. Sadly, beneath the aspirational headlines and tantalizing... View Details
    • 24 Nov 2015
    • Blog Post

    What is an HBS MyTake?

    While it’s true that students come to HBS to develop their leadership skills and learn the fundamentals of general management, what they take away tends to be so much more. When we interview students and alums for this blog, we hear time... View Details
    • June 2021
    • Case

    Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)

    By: Linda A. Hill and Emily Tedards
    In 2016, Akira Fukabori and Kevin Kajitani, aeronautical engineers at All Nippon Airways Co., Ltd., began to wonder why, in a world of accelerating globalization and digital connectivity, those who lived in far-remote villages or impoverished urban areas could not... View Details
    Keywords: Agility; Ecosystem; Innovation Ecosystems; Innovation; Crowdsourcing; XPRIZE; Open Innovation; Partnership; Government; Collaboration; Co-creation; Purpose; Impact; Social Impact; Movement; Organizational Behavior; Organizational Ambidexterity; Ambidexterity; Culture; Culture Change; Global Teams; Experimentation; Space; Space Industry; Airline Industry; Start-up; Platform Business; Platform Strategy; Platform; Digital; Robotics; Robots; Avatar; Telepresence; Innovation Lab; Mobility; COVID-19; Intrapreneurship; Public-private Partnership; Innovation and Invention; Technological Innovation; Partners and Partnerships; Collaborative Innovation and Invention; Alignment; Leadership; Leading Change; Diversity; Organizational Culture; Change Management; Strategy; Entrepreneurship; Digital Platforms; Transportation Industry; Aerospace Industry; Japan
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    Hill, Linda A., and Emily Tedards. "Akira Fukabori and Kevin Kajitani at avatarin (A) (Abridged)." Harvard Business School Case 421-085, June 2021.
    • December 1999 (Revised March 2002)
    • Case

    Hunter Business Group: TeamTBA

    By: Das Narayandas and Elizabeth R. Caputo
    The Hunter Business Group (HBG), a direct marketing consulting firm specializing in reorganizing the sales and marketing efforts of industrial firms, uses integrated customer contact technologies (including field sales, telephone, and mail) as a means of... View Details
    Keywords: Communication Technology; Marketing Communications; Marketing Reference Programs; Marketing Strategy; Market Participation; Sales; Value Creation; Consulting Industry
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    Narayandas, Das, and Elizabeth R. Caputo. "Hunter Business Group: TeamTBA." Harvard Business School Case 500-030, December 1999. (Revised March 2002.)
    • March 2023 (Revised June 2023)
    • Case

    Doing Business in Kigali, Rwanda

    By: Andy Zelleke, A. Zelleke, Leonard A. Schlesinger, Leonard A. Schlesinger, Pippa Tubman Armerding and Wale Lawal
    This case examines the challenges and opportunities of doing business in Rwanda. It highlights Rwanda's economic transformation in the decades leading up to 2023 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
    Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Transportation Industry; Tourism Industry; Rwanda
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    Zelleke, Andy, Leonard A. Schlesinger, Pippa Tubman Armerding, and Wale Lawal. "Doing Business in Kigali, Rwanda." Harvard Business School Case 323-089, March 2023. (Revised June 2023.)
    • July 2000 (Revised April 2011)
    • Case

    Greeley Hard Copy, Portable Scanner Initiative (A)

    By: Michael L. Tushman and Daniel Radov
    Hewlett-Packard's Greeley Hard Copy Division is the market leader in the production of desktop flatbed scanners for personal computers. The division has been working to develop a portable scanner product for the past five years with mixed results. The new general... View Details
    Keywords: Technological Innovation; Leading Change; Product Development; Organizational Structure; Hardware; Technology Industry
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    Tushman, Michael L., and Daniel Radov. "Greeley Hard Copy, Portable Scanner Initiative (A)." Harvard Business School Case 401-003, July 2000. (Revised April 2011.)
    • 2012
    • Working Paper

    ~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation

    By: Matthew Weinzierl
    Tagging is a free lunch in conventional optimal tax theory because it eases the classic tradeoff between efficiency and equality. But tagging is used in only limited ways in tax policy. I propose one explanation: conventional optimal tax theory has yet to capture the... View Details
    Keywords: Forecasting and Prediction; Cost; Framework; Policy; Taxation; Analytics and Data Science; Performance Efficiency; United States
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    Weinzierl, Matthew. "~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation." Harvard Business School Working Paper, No. 12-064, January 2012. (Revised August 2012. NBER Working Paper Series, No. 18045, August 2012)
    • March 2022 (Revised March 2024)
    • Case

    Hometown Foods: Changing Price amid Inflation

    By: Julian De Freitas, Jeremy Yang and Das Narayandas
    During the early part of the 2021 Covid-19 pandemic, Hometown Foods, a large seller of flour-based products, thrived as consumers hoarded baked goods and took up baking to pass the time and find comfort. Then, amid growing shortages in commodities, a vaccine arrived,... View Details
    Keywords: COVID-19 Pandemic; Consumer Behavior; Supply Chain; Inflation and Deflation; Spending; Price Bubble; Price; Volatility; Food and Beverage Industry
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    De Freitas, Julian, Jeremy Yang, and Das Narayandas. "Hometown Foods: Changing Price amid Inflation." Harvard Business School Case 522-087, March 2022. (Revised March 2024.)
    • 21 Jul 2008
    • News

    HBS Institutional Memory Web Site Adds New Feature

    • 14 Dec 2015
    • HBS Seminar

    Brian Tomlin, Professor of Business Administration, Tuck School of Business at Dartmouth

    • 21 Dec 2019
    • News

    Three Myths About Creativity That Are Probably Holding You Back

    • Article

    Reliable Post hoc Explanations: Modeling Uncertainty in Explainability

    By: Dylan Slack, Sophie Hilgard, Sameer Singh and Himabindu Lakkaraju
    As black box explanations are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, prior work demonstrates that explanations generated by... View Details
    Keywords: Black Box Explanations; Bayesian Modeling; Decision Making; Risk and Uncertainty; Information Technology
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    Slack, Dylan, Sophie Hilgard, Sameer Singh, and Himabindu Lakkaraju. "Reliable Post hoc Explanations: Modeling Uncertainty in Explainability." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).

      John F. Batter

      John Batter is a retired Litigation Partner in the Boston Office of Wilmer Cutler Pickering Hale and Dorr LLP where his practice focussed on on the defense of public and private companies and their directors and management against breach of fiduciary duty claims and... View Details

      • TeachingInterests

      Digital Innovation and Transformation – MBA Elective Curriculum

      By: Feng Zhu
       

      Digital Innovation and Transformation is designed to equip students to confidently help conceive, lead and execute digital innovation initiatives and develop new business models for existing and insurgent organizations. The basic premise of the course... View Details

      • 02 Aug 2007
      • What Do You Think?

      How Will Millennials Manage?

      options. As the authors of a recent book, Managing the Generation Mix, put it, they demand "the immediate gratification of making an immediate impact by doing meaningful work immediately." In short, they are View Details
      Keywords: by Jim Heskett
      • 22 Mar 2021
      • News

      Emerging Leaders

      • November 2023
      • Article

      Open Source Software and Global Entrepreneurship

      By: Nataliya Langburd Wright, Frank Nagle and Shane Greenstein
      This is the first study to consider the relationship between open source software (OSS) and entrepreneurship around the globe. This study measures whether country-level participation on the GitHub OSS platform affects the founding of innovative ventures, and where it... View Details
      Keywords: Entrepreneurship; Applications and Software; Business Ventures; Development Economics; Innovation and Invention; Global Range
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      Wright, Nataliya Langburd, Frank Nagle, and Shane Greenstein. "Open Source Software and Global Entrepreneurship." Art. 104846. Research Policy 52, no. 9 (November 2023).
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