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  • All HBS Web  (1,779)
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  • Research Summary

Measuring and Managing Uncertainty in Product Development

Dissertation research regarding the startegic implications of uncertainty in product development. View Details
  • February 2024
  • Case

Nuwa Capital: Investing During Uncertainty

By: Paul A. Gompers and Fares Khrais
Nuwa Capital (Nuwa) was a venture capital firm based in Dubai in the United Arab Emirates and Riyadh in Saudi Arabia. The business was founded in 2020 by Khaled Talhouni and his partners Sarah Abu Risheh, and Stephanie Nour Prince (they were later joined by Nitin Reen... View Details
Keywords: Corporate Entrepreneurship; Business Startups; Disruption; Entrepreneurship; Venture Capital; Investment; Growth and Development Strategy; Business Strategy; Decisions; Middle East; Saudi Arabia; United Arab Emirates; Dubai; Bahrain
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Gompers, Paul A., and Fares Khrais. "Nuwa Capital: Investing During Uncertainty." Harvard Business School Case 224-016, February 2024.
  • 15 May 2020
  • Research & Ideas

Find Your Pragmatic Path through Radical Uncertainty

Reprinted with permission from CommonWealth Magazine, which first published this article. These are times that none of us have seen before. Amid the radical uncertainty of the coronavirus pandemic, fear has reared its ugly head medically,... View Details
Keywords: by Howard Stevenson, Eugene B. Kogan, and Shirley Spence
  • 31 Aug 2020
  • Working Paper Summaries

The Pass-Through of Uncertainty Shocks to Households

Keywords: by Marco Di Maggio, Amir Kermani, Rodney Ramcharan, Vincent Yao, and Edison Yu
  • June 2023
  • Article

When Does Uncertainty Matter? Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making

By: Sean McGrath, Parth Mehta, Alexandra Zytek, Isaac Lage and Himabindu Lakkaraju
As machine learning (ML) models are increasingly being employed to assist human decision makers, it becomes critical to provide these decision makers with relevant inputs which can help them decide if and how to incorporate model predictions into their decision... View Details
Keywords: AI and Machine Learning; Decision Making
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McGrath, Sean, Parth Mehta, Alexandra Zytek, Isaac Lage, and Himabindu Lakkaraju. "When Does Uncertainty Matter? Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making." Transactions on Machine Learning Research (TMLR) (June 2023).
  • July–August 2023
  • Article

Investing in Growth Through Uncertainty

By: Ranjay Gulati
When faced with disruptions and downturns, many leaders and companies instinctively focus on cutting costs to maintain profitability. But some identify opportunities and then take thoughtful action to emerge from crisis even stronger. That means not only planning for... View Details
Keywords: Crisis Management; Strategic Planning
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Gulati, Ranjay. "Investing in Growth Through Uncertainty." Harvard Business Review 101, no. 4 (July–August 2023): 36–42.
  • 09 Feb 2012
  • News

How to Lead Through Uncertainty

  • Nov 12 2013
  • Interview

Creating Opportunity by Embracing Uncertainty

  • 25 Aug 2011
  • News

Profiting from Environmental Regulatory Uncertainty

Keywords: Adam R. Fremeth, Brian K. Richter
  • Research Summary

Estimating Demand Uncertainty Using Judgmental Forecasts

Measuring demand uncertainty is a key activity in supply chain planning, but is difficult when demand history is unavailable such as for new products. One method that can be applied in such cases uses dispersion among forecasting experts as a measure of demand... View Details

    Investing in Growth Through Uncertainty

    When faced with disruptions and downturns, many leaders and companies instinctively focus on cutting costs to maintain profitability. But some identify opportunities and then take thoughtful action to emerge from crisis even stronger. That means not only planning... View Details
    • June 1992
    • Article

    The Strategic Management of Uncertainty

    By: David J. Collis
    Keywords: Strategy; Management; Risk and Uncertainty
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    Collis, David J. "The Strategic Management of Uncertainty." European Management Journal 10, no. 2 (June 1992): 125–135.
    • 05 Dec 2024
    • News

    Navigating Uncertainties in Supply Chains

    • 1 May 2011
    • Conference Presentation

    Leading Under Conditions of Uncertainty

    By: Scott Snook
    Keywords: Leadership
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    Snook, Scott. "Leading Under Conditions of Uncertainty." Paper presented at the Interdisciplinary Center, Hertseliyah, CEO Forum, Herzliya, Israel, May 1, 2011.
    • Apr 11 2019
    • Interview

    Navigating Rapid Change and Uncertainty

    • 2024
    • Conference Paper

    Quantifying Uncertainty in Natural Language Explanations of Large Language Models

    By: Himabindu Lakkaraju, Sree Harsha Tanneru and Chirag Agarwal
    Large Language Models (LLMs) are increasingly used as powerful tools for several high-stakes natural language processing (NLP) applications. Recent prompting works claim to elicit intermediate reasoning steps and key tokens that serve as proxy explanations for LLM... View Details
    Keywords: Large Language Model; AI and Machine Learning
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    Lakkaraju, Himabindu, Sree Harsha Tanneru, and Chirag Agarwal. "Quantifying Uncertainty in Natural Language Explanations of Large Language Models." Paper presented at the Society for Artificial Intelligence and Statistics, 2024.
    • February 1984 (Revised March 1984)
    • Exercise

    Exercises on Capital Budgeting Under Uncertainty

    By: David E. Bell
    Keywords: Capital Budgeting; Risk and Uncertainty
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    Bell, David E. "Exercises on Capital Budgeting Under Uncertainty." Harvard Business School Exercise 184-152, February 1984. (Revised March 1984.)
    • March 2001
    • Background Note

    Real Options Valuation when Multiple Sources of Uncertainty Exist

    This case describes how multiple sources of uncertainty can be incorporated into a real-options-based analysis. It works through an example of a two-stage problem where a company has both an option to explore and an option to develop oil reserves. View Details
    Keywords: Risk and Uncertainty; Opportunities; Valuation
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    Meulbroek, Lisa K. "Real Options Valuation when Multiple Sources of Uncertainty Exist." Harvard Business School Background Note 201-106, March 2001.
    • 16 Feb 2017
    • News

    Growth uncertainty grips corporate boards: Survey

    • 19 Nov 2004 - 22 Nov 2004
    • Conference Presentation

    Managing Innovation and Product Development...Under Uncertainty

    By: Alan MacCormack
    Keywords: Innovation and Invention; Product Development; Management
    Citation
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    MacCormack, Alan. "Managing Innovation and Product Development...Under Uncertainty." Paper presented at the Decision Sciences Institute Annual Meeting, Boston, MA, November 19–22, 2004.
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