Discrete/continuous Choice Model - Publications - Faculty & Research - Harvard Business School

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winter 1989
Article

Split-Awards Procurement and Innovation

By: James J. Anton and Dennis A. Yao

In many procurement settings, it is possible for a buyer to split a production award between suppliers. In this article, we develop a model of split-award procurement auctions in which the split choice is endogenous. We characterize the set of equilibrium bids and... View Details

Keywords: Innovation and Invention; Auctions; Bids and Bidding; Cost; Supply Chain; Investment; Balance and Stability

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February 2015 (Revised September 2016)
Teaching Note

Making stickK Stick: The Business of Behavioral Economics

By: Leslie K. John and Michael Norton

Email mking@hbs.edu for a courtesy copy.

This Teaching Note explains the theory of the case and teaching plan for the case: Making sticK Stick: The Business of Behavioral Economics (514019). The case focuses on a... View Details

Keywords: Behavioral Economics; Behavior Change; B2B Vs. B2C; Human Resource Management; Marketing Of Innovations; Health ＆ Wellness; Weight Loss; Charitable Giving; Marketing; Consumer Behavior; Entrepreneurship; Internet and the Web; Health; Business Model; Sales; Human Resources; Health Industry; United States

2021
Working Paper

Impact Investing: A Theory of Financing Social Enterprises

By: Benjamin N. Roth

I present a model of financing social enterprises to delineate the role of impact investors relative to “pure” philanthropists. I characterize the optimal scale and structure of a social enterprise when financed by grants, and when financed by investments. Impact... View Details

Keywords: Impact Investing; Social Entrepreneurship; Finance; Investment; Mathematical Methods

2023
Working Paper

Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition

By: Timo O. Vuori and Michael L. Tushman

Based on an inductive case study, we develop an emotional-temporal process model of an incumbent’s strategic decision making at a platform transition. We describe the senior team’s emotional response to this transition and the impact of these emotions on their... View Details

Keywords: Emotions; Decision Choices and Conditions; Transition; Digital Platforms

June 2023 (Revised February 2024)
Case

Betting on Green Steel

By: George Serafeim and Sofoklis Melissovas

'Betting on Green Steel' traces the innovative journey embarked upon by a group of MBA students who have set out to conceive a novel steelmaker that pioneers the production of green steel. The ensemble is confronted with a series of critical choices that will shape the... View Details

Keywords: Decarbonization; Sustainability Management; Technology; Industrialization; Climate Risk; Energy; Entrepreneurship; Environmental Sustainability; Technology Adoption; Climate Change; Innovation and Invention; Business Strategy; Family Business; Steel Industry; Middle East; India

Government and Markets: Toward a New Theory of Regulation

As the financial crisis has shown, neither traditional market failure models nor public choice theory, by themselves, sufficiently inform or explain our current regulatory challenges, nor point us toward the best solutions. Regulatory studies, long neglected in an... View Details

24 Aug 2012
Working Paper Summaries

Equalizing Outcomes vs. Equalizing Opportunities: Optimal Taxation when Children’s Abilities Depend on Parents’ Resources

Keywords: by Alexander Gelber & Matthew Weinzierl

April 2017
Case

Imprimis (A)

By: Ramon Casadesus-Masanell, Karen Elterman and Marc Appel

This case examines the strategic choices and evolving business model of Imprimis Pharmaceuticals from the perspective of CEO Mark Baum. The (A) case provides a brief history of the company and of the compounding business, outlining the challenges faced by Imprimis in... View Details

Keywords: Strategy; Healthcare; Drug Compounding; Pharmaceuticals; Compounding; Drug Development; Decision-making; Mark Baum; Imprimis; Small Business; Decisions; Cost vs Benefits; Business Strategy; Business Model; Decision Choices and Conditions; Pharmaceutical Industry; United States

June 2014 (Revised April 2015)
Case

OrthoChoice: Bundled Payments in the County of Stockholm (A)

By: Michael E. Porter, Clifford M. Marks and Zachary C. Landman

It was the waiting that drew the attention of the Stockholm County Council. In 2008, patients seeking a hip or knee replacement in Stockholm County faced wait times of up to two years of sometimes debilitating pain, intermittent missed work and income, and the trials... View Details

Keywords: Bundled Payment; Health Care Quality; Health Care; Sweden; Hip Replacement; Knee Replacement; Orthopedics; Health Care and Treatment; Health Disorders; Health; Health Industry; Sweden

May 2000
Article

Maxmin Expected Utility over Savage Acts with a Set of Priors

By: Ramon Casadesus-Masanell, Peter Klibanoff and Emre Ozdenoren

This paper provides an axiomatic foundation for a maxmin expected utility over a set of priors (MMEU) decision rule in an environment where the elements of choice are Savage acts. This characterization complements the original axiomatizations of MMEU developed in a... View Details

Keywords: Uncertainty Aversion; Ambiguity; Expected Utility; Set Of Priors; Knightian Uncertainty; Decision Making; Game Theory; Risk and Uncertainty; Mathematical Methods

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2021
Article

Fair Algorithms for Infinite and Contextual Bandits

By: Matthew Joseph, Michael J Kearns, Jamie Morgenstern, Seth Neel and Aaron Leon Roth

We study fairness in linear bandit problems. Starting from the notion of meritocratic fairness introduced in Joseph et al. [2016], we carry out a more refined analysis of a more general problem, achieving better performance guarantees with fewer modelling assumptions... View Details

Keywords: Algorithms; Bandit Problems; Fairness; Mathematical Methods

August 2009 (Revised July 2010)
Case

Jones Lang LaSalle: Reorganizing around the Customer (2005)

By: Ranjay Gulati and Lucia Menzer Marshall

Peter Roberts, CEO of Jones, Lang, LaSalle (JLL) Americas division, has been charged with expanding the company's presence in its core geographic markets while simultaneously growing its corporate account business. Roberts and his task force have narrowed their options... View Details

Keywords: Decision Choices and Conditions; Global Strategy; Growth and Development Strategy; Organizational Structure; Business Strategy; Real Estate Industry

23 Nov 2010
Working Paper Summaries

Growth Through Heterogeneous Innovations

Keywords: by Ufuk Akcigit & William R. Kerr; Technology

March–April 2023
Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis

Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details

Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing

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March 2008 (Revised June 2009)
Case

Actis: January 2008

By: Felda Hardymon, Josh Lerner and Ann Leamon

Paul Feltcher, the CEO of Actis, a leading private equity investor in emerging markets, is preparing for an executive retreat at which the management team will consider how best to position the firm for the future. Actis could move in a number of different directions... View Details

Keywords: Business Model; Private Equity; Investment; Growth and Development Strategy; Management Teams; Emerging Markets; Organizational Change and Adaptation

September 2018 (Revised January 2019)
Case

Sobha Group Real Estate: Backward Integration for Quality

By: John Macomber and Alpana Thapar

From humble beginnings in Kerala, India, Mr. PNC Menon built a reputation for quality, detail, and trustworthiness, earning him major construction commissions in the Gulf region. This paved the way for venturing into real estate development in Dubai, UAE. Striving to... View Details

Keywords: Real Estate; Backward Integration; Land Acquisition; Raising Capital; Construction; Family Business; Decision Making; Joint Ventures; Quality; Real Estate Industry; Construction Industry; India; Middle East; Dubai

January 2017 (Revised January 2019)
Case

The Rise and Fall of Lehman Brothers

By: Stuart C. Gilson, Kristin Mugford and Sarah L. Abbott

With nearly $700 billion in assets, Lehman was the largest U.S. bankruptcy in history. In 2007, Lehman achieved record earnings of over $4 billion on revenues of $60 billion. By September 2008 the fourth largest investment bank in the world was bankrupt. How had a... View Details

14 May 2009
Working Paper Summaries

Quantity vs. Quality and Exclusion by Two-Sided Platforms

Keywords: by Andrei Hagiu; Video Game; Web Services

November 2013 (Revised December 2013)
Case

Endeavor: Miami Heats Up

By: William A. Sahlman, Ramana Nanda, David Lane and Lisa Mazzanti

Endeavor Global was a nonprofit that for 15 years had worked to nurture entrepreneurship in emerging markets by selecting local high-impact entrepreneurs for mentoring and aid in scaling up their businesses from committed local business leaders. In summer 2012,... View Details

Keywords: Social Enterprise; Entrepreneurs; Scaling; Emerging Market Entrepreneurship; Not For Profit; Entrepreneurial Finance; Mentoring; Business Networks; Hybrid Nonprofit Funding; Mission and Purpose; Nonprofit Organizations; Social Entrepreneurship; Emerging Markets; Problems and Challenges; Finance; Miami

Forthcoming
Article

Advancing Personalization: How to Experiment, Learn & Optimize

By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer

Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details

Keywords: Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; Customer Focus and Relationships; Research

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