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Publications

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  • All HBS Web  (108)
    • Faculty Publications  (7)

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    • All HBS Web  (108)
      • Faculty Publications  (7)

      Technical Decision-makingRemove Technical Decision-making →

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      • 2023
      • Working Paper

      Design-Based Inference for Multi-arm Bandits

      By: Dae Woong Ham, Iavor I. Bojinov, Michael Lindon and Martin Tingley
      Multi-arm bandits are gaining popularity as they enable real-world sequential decision-making across application areas, including clinical trials, recommender systems, and online decision-making. Consequently, there is an increased desire to use the available... View Details
      Keywords: Analytics and Data Science; Mathematical Methods
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      Ham, Dae Woong, Iavor I. Bojinov, Michael Lindon, and Martin Tingley. "Design-Based Inference for Multi-arm Bandits." Harvard Business School Working Paper, No. 24-056, March 2024.
      • April 2023
      • Technical Note

      An Art & A Science: How to Apply Design Thinking to Data Science Challenges

      By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li
      We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure... View Details
      Keywords: Decision Making; Framework; Analytics and Data Science
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      Parzen, Michael, Eddie Lin, Douglas Ng, and Jessie Li. "An Art & A Science: How to Apply Design Thinking to Data Science Challenges." Harvard Business School Technical Note 623-070, April 2023.
      • 18 Nov 2016
      • Conference Presentation

      Rawlsian Fairness for Machine Learning

      By: Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Leon Roth
      Motivated by concerns that automated decision-making procedures can unintentionally lead to discriminatory behavior, we study a technical definition of fairness modeled after John Rawls' notion of "fair equality of opportunity". In the context of a simple model of... View Details
      Keywords: Machine Learning; Algorithms; Fairness; Decision Making; Mathematical Methods
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      Joseph, Matthew, Michael J. Kearns, Jamie Morgenstern, Seth Neel, and Aaron Leon Roth. "Rawlsian Fairness for Machine Learning." Paper presented at the 3rd Workshop on Fairness, Accountability, and Transparency in Machine Learning, Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), November 18, 2016.
      • January 2013
      • Case

      Cabot Corporation: The Fuel Cell Decision (A)

      By: Willy Shih and Ying Zhou
      Managers at Cabot Corporation are faced with deciding the future of its fuel cell program. The (A) case recounts the view of the business manager and the technical project lead, and the (B) case describes the perspective of a senior manager who is the head of the New... View Details
      Keywords: Technical Decision-making; Decision-making Process; Fuel Cells; Decision Choices and Conditions; Decisions; Judgments; Business Plan; Business Exit or Shutdown; Energy Generation; Energy Sources; Innovation and Management; Innovation Strategy; Technological Innovation; Research and Development; Science-Based Business; Commercialization; Technology Industry; Manufacturing Industry; Massachusetts; United States
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      Shih, Willy, and Ying Zhou. "Cabot Corporation: The Fuel Cell Decision (A)." Harvard Business School Case 613-066, January 2013.
      • January 2013
      • Supplement

      Cabot Corporation: The Fuel Cell Decision (B)

      By: Willy Shih and Ying Zhou
      Managers at Cabot Corporation are faced with deciding the future of its fuel cell program. The (A) case recounts the view of the business manager and the technical project lead, and the (B) case describes the perspective of a senior manager who is the head of the New... View Details
      Keywords: Technical Decision-making; Decision Making Process; Fuel Cells; Decision Choices and Conditions; Decisions; Judgments; Business Plan; Business Exit or Shutdown; Energy Generation; Energy Sources; Innovation and Management; Innovation Strategy; Technological Innovation; Research and Development; Science-Based Business; Commercialization; Technology Industry; Manufacturing Industry; United States; Massachusetts
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      Shih, Willy, and Ying Zhou. "Cabot Corporation: The Fuel Cell Decision (B)." Harvard Business School Supplement 613-067, January 2013.
      • November 2012
      • Case

      CSIRO: The Light Metals Flagship Decision

      By: Willy Shih, Margaret P. Pierson and Dawn Lau
      This case explores the challenge of investing in basic research as a public good. CSIRO was Australia's leading science and research agency, and it was chartered to enhance national prosperity through R&D. Its Flagships program was designed to align research interests... View Details
      Keywords: R&D; Basic Research; Government-funded Research; Public Goods; Extractive Industries; Metals; Metals Processing; Decision Choices and Conditions; Decisions; Globalized Markets and Industries; Growth and Development; Innovation Strategy; Technological Innovation; Research and Development; Science-Based Business; Technology Adoption; Technology Platform; Manufacturing Industry; Mining Industry; Oceania; Australia
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      Shih, Willy, Margaret P. Pierson, and Dawn Lau. "CSIRO: The Light Metals Flagship Decision." Harvard Business School Case 613-029, November 2012.
      • 2010
      • Working Paper

      Lawful but Corrupt: Gaming and the Problem of Institutional Corruption in the Private Sector

      By: Malcolm S. Salter
      This paper describes how the gaming of society's rules by corporations contributes to the problem of institutional corruption in the world of business. "Gaming" in its various forms involves the use of technically legal means to subvert the intent of society's rules in... View Details
      Keywords: Crime and Corruption; Civil Society or Community; Competitive Advantage; Earnings Management; Trust; Law; Performance; Investment Funds; Private Sector; Behavior; Relationships; Goals and Objectives
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      Salter, Malcolm S. "Lawful but Corrupt: Gaming and the Problem of Institutional Corruption in the Private Sector." Harvard Business School Working Paper, No. 11-060, December 2010.
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