Publications

SSRN

July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

2023
Article

Which Models Have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness

By: Suraj Srinivas, Sebastian Bordt and Himabindu Lakkaraju

One of the remarkable properties of robust computer vision models is that their input-gradients are often aligned with human perception, referred to in the literature as perceptually-aligned gradients (PAGs). Despite only being trained for classification, PAGs cause... View Details

Keywords: AI and Machine Learning; Mathematical Methods

2022
Chapter

Decarbonizing Academia's Flyout Culture

By: Nicholas Poggioli and Andrew J. Hoffman

Flight is technologically and culturally central to academic life. Academia's flyout culture is built on a set of shared beliefs and values about the importance of flying to being an academic. But flight also generates a large proportion of academia’s carbon emissions,... View Details

Keywords: Carbon Emissions; Air Transportation; Values and Beliefs; Environmental Sustainability; Higher Education; Education Industry

June 2022
Article

A New Initiative to Track HIV Resource Allocation and Costs

By: Ryan McBain, AK Nandakumar, Michael Ruffner, Carlyn Mann, Mai Hijazi, Susanna Baker, Linden Morrison, Kalipso Chalkidou, Shufang Zhang, Iris Semini, Fern Terris-Prestholt, Steven Forsythe, Sarah Byakika, Joshua Musinguzi and Robert S. Kaplan

In early 2020, several global health institutions – including the Global Fund to Fight AIDS, Tuberculosis and Malaria; Joint United Nations Program on HIV/AIDS (UNAIDS); United States Agency for International Development; and Office of the Global AIDS Coordinator at... View Details

Keywords: Activity Based Costing; HIV; Cost; Health Care; Healthcare; Health Care and Treatment; Activity Based Costing and Management; Resource Allocation; Health Industry; Africa

2019
Working Paper

Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 8 Rationalizing Flow Processes

By: Carliss Y. Baldwin

The purpose of this chapter is to examine the value structure of flow production processes and to explain why it is necessary to rationalize flow processes using the tools of systematic management. I first explain the problems facing managers of multi-step flow... View Details

Keywords: Flow Processes; Bottlenecks; Systematic Management; Production; Management; Problems and Challenges

2016
Working Paper

Financial Regulation in a Quantitative Model of the Modern Banking System

By: Juliane Begenau and Tim Landvoigt

How does the shadow banking system respond to changes in the capital regulation of commercial banks? This paper builds a quantitative general equilibrium model with commercial banks and shadow banks to study the unintended consequences of capital requirements. A key... View Details

Keywords: Capital; Commercial Banking

SSRN

1 Mar 2013 - 2 Mar 2013
Conference Presentation

The Value of Flexibility in Baseball Roster Construction

By: Timothy Chan and Douglas S. Fearing

Drawing inspiration from the theory of production flexibility in manufacturing networks, we provide the first optimization-based analysis of the value of positional flexibility (the ability of a player to play multiple positions) for a major league baseball team in the... View Details

Keywords: Risk and Uncertainty; Design; Production; Resource Allocation; Groups and Teams; Adaptation; Sports

Brand-new markets are like the wormholes of science fiction, where the usual rules of time and space do not apply. When a market has just been born, the forces of competition there are constantly in flux, it's unclear who your customers really are, and conventional... View Details

August 2024
Case

Iogen: Decarbonizing Hard-to-Abate Sectors

By: George Serafeim, Charlotte Foody and John Mulliken

Brian Foody, CEO of Iogen Corporation, was an early leader in advanced biofuels, developing a range of technologies to transform agricultural waste into transportation fuel. With $100 million in revenue and 350 patents across various biofuel technologies, Iogen was... View Details

Keywords: Technology; Biofuel; Market Attractiveness; Decarbonization; Technological Innovation; Climate Change; Energy; Environmental Sustainability; Transformation; Market Entry and Exit; Strategy; Energy Industry; United States; United Kingdom

Educators

Purchase

Research Summary

Level Playing Fields in International Financial Regulation

Joint work with Alan Morrison, Saïd Business School, Oxford.

We study a model of featuring two economies with adverse selection of and moral hazard by bankers. We demonstrate... View Details

May–June 2025
Article

Branch-and-Price for Prescriptive Contagion Analytics

By: Alexandre Jacquillat, Michael Lingzhi Li, Martin Ramé and Kai Wang

Contagion models are ubiquitous in epidemiology, social sciences, engineering, and management. This paper formulates a prescriptive contagion analytics model where a decision maker allocates shared resources across multiple segments of a population, each governed by... View Details

Keywords: COVID-19; Mathematical Methods

August 2022
Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan

We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details

Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers

SSRN

2016
Working Paper

Algorithmic Foundations for Business Strategy

By: Mihnea Moldoveanu

I introduce algorithmic and meta-algorithmic models for the study of strategic problem solving, aimed at illuminating the processes and procedures by which strategic managers and firms deal with complex problems. These models allow us to explore the relationship... View Details

Keywords: Mathematical Methods; Business Strategy

May 2015
Case

Pricing in a Digital World (2015)

By: John Gourville

Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details

Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing

Educators

July 2000 (Revised November 2001)
Case

Catalyst Medical Solutions

By: Amy C. Edmondson, Richard M.J. Bohmer and Naomi Atkins

Faced with a drop in the NASDAQ, four eHealth entrepreneurs must decide between two distribution strategies for their new company's technology. The team, comprised of three full-time resident physicians and an MBA, has developed software to enable electronic... View Details

Keywords: Product Development; Health Care and Treatment; Distribution; Strategy; Venture Capital; Applications and Software; Partners and Partnerships; Borrowing and Debt; Information Technology Industry; Service Industry