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  • All HBS Web  (11,805)
    • People  (42)
    • News  (3,853)
    • Research  (5,768)
    • Events  (28)
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  • Article

A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun
We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public... View Details
Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods
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McFowland III, Edward, Sandeep Gangarapu, Ravi Bapna, and Tianshu Sun. "A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects." MIS Quarterly 45, no. 4 (December 2021): 1807–1832.
  • March 2012 (Revised September 2012)
  • Case

INRIX

By: Lynda M. Applegate and Ryan Johnson
Since its founding in 2004, INRIX, a leading global provider of traffic information and driver services, had received four rounds of financing from leading venture capital (VC) firms and by 2012 had been cash flow positive for the past six quarters. Its founder, Bryan... View Details
Keywords: Entrepreneurship; Leadership; Business Growth and Maturation; Business Exit or Shutdown; Business Startups; Organizational Structure; Mobile and Wireless Technology; Competitive Strategy; Information Technology Industry; Service Industry; Washington (state, US)
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Applegate, Lynda M., and Ryan Johnson. "INRIX." Harvard Business School Case 812-112, March 2012. (Revised September 2012.)
  • November 2008 (Revised March 2011)
  • Case

a-connect: In Search of Talent Partners (A)

By: Robert G. Eccles and Dilyana Karadzhova
a-connect was started in 2002 by three former McKinsey partners who wanted to develop an alternative business model consulting firm, which they have positioned as a high-end staffing company. The company has been very successful, growing to revenues of CHF 30 million... View Details
Keywords: Business Model; Decision Choices and Conditions; Initial Public Offering; Selection and Staffing; Growth and Development Strategy; Marketplace Matching; Expansion; Consulting Industry
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Eccles, Robert G., and Dilyana Karadzhova. "a-connect: In Search of Talent Partners (A)." Harvard Business School Case 409-036, November 2008. (Revised March 2011.)
  • October 2008
  • Article

It's Time to Make Management a True Profession

By: Nitin Nohria and Rakesh Khurana
In the face of the recent institutional breakdown of trust in business, managers are losing legitimacy. To regain public trust, management needs to become a true profession in much the way medicine and law have, argue Khurana and Nohria of Harvard Business School. True... View Details
Keywords: Competency and Skills; Education; Ethics; Corporate Accountability; Management; Trust; Value Creation
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Nohria, Nitin, and Rakesh Khurana. "It's Time to Make Management a True Profession." Harvard Business Review 86, no. 10 (October 2008).

    A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

    We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing... View Details

      Warnings and Endorsements: Improving Human-AI Collaboration in the Presence of Outliers

      1. Problem definition: While artificial intelligence (AI) algorithms may perform well on data that are representative of the training set (inliers), they may err when extrapolating on non-representative data (outliers). How can humans and algorithms work together to... View Details
      • Profile

      Dilan Gomih

      digestible. When you transfer knowledge to someone else, it's a spark, a multiplier effect. They no longer need me to do things for them; they can do it themselves, and teach others, too." The right time for HBS While working in... View Details
      Keywords: Financial Services; Entertainment/Media
      • 14 Aug 2014
      • Working Paper Summaries

      The State of Small Business Lending: Credit Access During the Recovery and How Technology May Change the Game

      Keywords: by Karen Mills & Brayden McCarthy; Banking; Financial Services
      • TeachingInterests

      Investing: Risk, Return and Impact (MBA)

      By: Shawn A. Cole

      This is an investing/finance course, designed to build on skills introduced in the RC finance course, but with an emphasis on how and whether investors should incorporate what have traditionally been considered “non-financial” criteria in their decisions: for... View Details

      • September 30, 2019
      • Article

      Climate Change and Our Emerging Cultural Shift

      By: Andrew J. Hoffman
      Today, we have made climate change trivial by making its solutions easy, looking for simple answers that are palatable, generally framing it in the language of commerce. In the long run, it won’t work. There is no technological or political silver bullet to solving our... View Details
      Keywords: Culture; Climate Change; Values and Beliefs; Transition
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      Hoffman, Andrew J. "Climate Change and Our Emerging Cultural Shift." Behavioral Scientist (September 30, 2019).
      • August 2020
      • Article

      Does Spending Money on Others Promote Happiness? A Registered Replication Report

      By: Lara B. Aknin, Elizabeth W. Dunn, Jason Proulx, Iris Lok and Michael I. Norton
      Research indicates that spending money on others—prosocial spending—leads to greater happiness than spending money on oneself (e.g., Dunn, Aknin, & Norton, 2008, 2014). These findings have received widespread attention because they offer insight into why people engage... View Details
      Keywords: Prosocial Spending; Generosity; Well-being; Replication; Happiness; Behavior; Spending
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      Aknin, Lara B., Elizabeth W. Dunn, Jason Proulx, Iris Lok, and Michael I. Norton. "Does Spending Money on Others Promote Happiness? A Registered Replication Report." Journal of Personality and Social Psychology 119, no. 2 (August 2020).
      • 2016
      • Working Paper

      The Skills Gap and the Near-Far Problem in Executive Education and Leadership Development

      By: Mihnea Moldoveanu and Das Narayandas
      Executive development programs have entered a period of rapid transformation, driven on one side by the proliferation of a new technological, cultural, and economic landscape commonly referred to as “digital disruption” and on the other by a widening gap between the... View Details
      Keywords: Information Technology; Executive Education; Disruption; Management Skills
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      Moldoveanu, Mihnea, and Das Narayandas. "The Skills Gap and the Near-Far Problem in Executive Education and Leadership Development." Harvard Business School Working Paper, No. 17-019, September 2016.
      • 2016
      • Working Paper

      Towards a Prescriptive Theory of Dynamic Capabilities: Connecting Strategic Choice, Learning, and Competition

      By: Gary P. Pisano
      The field of strategy has mounted an enormous effort to understand, define, predict, and measure how organizational capabilities shape competitive advantage. While the notion that capabilities influence strategy dates back to the work of Andrews (1971), attempts to... View Details
      Keywords: Competitive Advantage
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      Pisano, Gary P. "Towards a Prescriptive Theory of Dynamic Capabilities: Connecting Strategic Choice, Learning, and Competition." Harvard Business School Working Paper, No. 16-146, June 2016.
      • February 2010
      • Case

      Shurgard Self-Storage: Expansion to Europe (Abridged)

      By: Richard G. Hamermesh
      Shurgard, a U.S.-based firm that rents storage facilities to consumers and small businesses, is considering financing options for rapid expansion of its European operations. Five years after entering Europe, Shurgard Europe has opened 17 facilities in Belgium, France,... View Details
      Keywords: Business Model; Business Growth and Maturation; Multinational Firms and Management; Logistics; Corporate Entrepreneurship; Trade; Equity; Corporate Finance; United States; Europe
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      Hamermesh, Richard G. "Shurgard Self-Storage: Expansion to Europe (Abridged)." Harvard Business School Case 810-102, February 2010.
      • Teaching Interest

      Business Opportunties in Climate Adaptation

      By: John D. Macomber

      This is a Short Intensive Program or SIP at Harvard Business School.  It’s an optional student offering prior to the formal start of the Spring semester the following week.  SIPs tend to cover new material on current topics, to be less formal than the HBS Case Study... View Details

      Keywords: Resilience; Climate Risk; Climate Impact; Fire Protection; Insurance Risk Exposure; Hedge Fund; Public Health; Public Health Measures; Climate Change; Adaptation; Infrastructure; Real Estate Industry; Transportation Industry; Insurance Industry; United States; Africa; Latin America

        Waze Connected Citizens Program

        Di-Ann Eisnor, Director of Growth at Waze, founded the company’s Connected Citizens Program (CCP), a data-sharing partnership that provided officials with traffic incident and congestion data in exchange for data on anticipated road closures, re-routing, etc.... View Details
        • 29 Nov 2017
        • Research & Ideas

        How to Succeed in Business (According to a 15th Century Trade Merchant)

        broader potential as a societal goal,” says Reinert. “You needed to be wealthy to give to others. Instead of conquering, you could achieve greatness through excellence in trade.” “They incorporated business into a larger social and... View Details
        Keywords: by Julia Hanna
        • 04 Nov 2015
        • What Do You Think?

        Why Does Gender Diversity Improve Financial Performance?

        being sensitive to others’ needs and interactions, and weighing various sides in an argument? Does the fact that women influence 70 percent of consumer purchase decisions favor gender-diverse companies? Whatever the reason, an earlier... View Details
        Keywords: by James Heskett
        • 06 Aug 2012
        • Research & Ideas

        Strategic Intelligence: Adapt or Die

        opposed to blindly continuing on a path when all the signals in your competitive environment suggest you need to change course. When I've looked more carefully at why companies fail, oftentimes they see a problem but their structure gets... View Details
        Keywords: by Michael Blanding
        • 01 Dec 2018
        • News

        Innovation Outside the Boundaries

        introduced as part of the field method, which complements the School’s case method pedagogy. “As future leaders in a global business environment,” Thiry says, “MBAs need skills and insights informed by real-world, hands-on problem solving... View Details
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