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Publications

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  • All HBS Web  (33)
    • Faculty Publications  (6)

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    • All HBS Web  (33)
      • Faculty Publications  (6)

      Prescriptive Analytics Remove Prescriptive Analytics →

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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.
      • 2014
      • Working Paper

      Tommy Koh and the U.S.–Singapore Free Trade Agreement: A Multi-Front 'Negotiation Campaign'

      By: Laurence A. Green and James K. Sebenius
      Complex, multiparty negotiations are often analyzed as principals negotiating through agents, as two-level games (Putnam 1988), or in coalitional terms. The relatively new concept of a "multi-front negotiation campaign" (Sebenius 2010, Lax and Sebenius, 2012) offers...  View Details
      Keywords: Negotiation; Trade; United States; Singapore
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      Green, Laurence A., and James K. Sebenius. "Tommy Koh and the U.S.–Singapore Free Trade Agreement: A Multi-Front 'Negotiation Campaign'." Harvard Business School Working Paper, No. 15-053, December 2014.
      • October 2009
      • Article

      Negotiation Analysis: From Games to Inferences to Decisions to Deals

      By: James K. Sebenius
      Exemplified by the pioneering work of Howard Raiffa and often expressed in the pages of the Negotiation Journal, the emergent prescriptive field of "negotiation analysis" progressively developed from Raiffa's early contributions to game theory and to his later...  View Details
      Keywords: Decision Choices and Conditions; Negotiation Participants; Negotiation Preparation; Negotiation Process; Negotiation Tactics; Game Theory
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      Sebenius, James K. "Negotiation Analysis: From Games to Inferences to Decisions to Deals." Negotiation Journal 25, no. 4 (October 2009): 449–465.
      • December 2003 (Revised April 2005)
      • Course Overview Note

      Corporate Strategy: Course Note for Instructors

      By: Bharat N. Anand
      Introduces students to the concerns that impact a firm's choice of strategy, scope, and organization and assists in three central tasks that comprise the typical decision problem: diagnosing the sources of corporate advantage, evaluating the limits to such advantage,...  View Details
      Keywords: Corporate Strategy
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      Anand, Bharat N. "Corporate Strategy: Course Note for Instructors." Harvard Business School Course Overview Note 704-461, December 2003. (Revised April 2005.)
      • Article

      Experimental Evaluation of Individualized Treatment Rules

      By: Kosuke Imai and Michael Lingzhi Li
      The increasing availability of individual-level data has led to numerous applications of individualized (or personalized) treatment rules (ITRs). Policy makers often wish to empirically evaluate ITRs and compare their relative performance before implementing them in a...  View Details
      Keywords: Causal Inference; Heterogeneous Treatment Effects; Precision Medicine; Uplift Modeling; Analytics and Data Science; AI and Machine Learning
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      Imai, Kosuke, and Michael Lingzhi Li. "Experimental Evaluation of Individualized Treatment Rules." Journal of the American Statistical Association (in press). (Published online 6/21/21.)
      • Research Summary

      Negotiating Campaigns

      By: James K. Sebenius
      While most negotiation research focuses on specific transactions, many important negotiating situations can better be understood as elements of larger "campaigns."  By this term, I mean a series of related negotiations and other away-from-the-table...  View Details
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