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2018
Working Paper

Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu

We investigate how dynamic pricing can lead to more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of... View Details

Keywords: Cash On Delivery; Dynamic Pricing; Online Retail; Payment Methods; Strategic Customer Behavior; Opportunistic Returns; Price; Policy; Consumer Behavior; Emerging Markets; Retail Industry

June 2018
Article

Video Content Marketing: The Making of Clips

By: Xuan Liu, Savannah Wei Shi, Thales S. Teixeira and Michel Wedel

Consumers have an increasingly wide variety of options available to entertain themselves. This poses a challenge for content aggregators who want to effectively promote their video content online through original trailers of movies, sitcoms, and video games. Marketers... View Details

Keywords: Film Entertainment; Marketing; Digital Marketing; Performance Effectiveness; Performance Improvement

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Article

Channel Integration, Sales Dispersion, and Inventory Management

By: Santiago Gallino, Antonio Moreno and Ioannis Stamatopoulos

We study the effects of the introduction of cross-channel functionalities on the overall sales dispersion of retailers and the implications of these effects for inventory management. To do that, we analyze data from a leading U.S. retailer who introduced a... View Details

Keywords: Retail Operations; Online Retail; Channel Integration; Sales Dispersion; Long Tail; Empirical Operations; Inventory Management; Omnichannel Retail; Marketing Channels; Integration; Sales; Logistics; Operations; Management; Retail Industry

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January 2015
Article

Marketplace or Reseller?

By: Andrei Hagiu and Julian Wright

Intermediaries can choose between functioning as a marketplace (on which suppliers sell their products directly to buyers) or as a reseller (purchasing products from suppliers and selling them to buyers). We model this as a decision between whether control rights over... View Details

Keywords: Intermediation; Multi-sided Platforms; Control Rights; Marketing

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2019
Working Paper

Managing Churn to Maximize Profits

By: Aurelie Lemmens and Sunil Gupta

Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability, or their responsiveness to a... View Details

Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit

Article

Assent-maximizing Social Choice

By: Katherine A. Baldiga and Jerry R. Green

We take a decision theoretic approach to the classic social choice problem, using data on the frequency of choice problems to compute social choice functions. We define a family of social choice rules that depend on the population's preferences and on the probability... View Details

Keywords: Decision Choices and Conditions; Theory; Measurement and Metrics; Mathematical Methods; Society

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July 2011
Article

Mixed Source

By: Ramon Casadesus-Masanell and Gaston Llanes

We study competitive interaction between a profit-maximizing firm that sells software and complementary services and a free open source competitor. We examine the firm's choice of business model between the proprietary model (where all software modules are... View Details

Keywords: Competition; Open Source Distribution; Profit; Sales; Applications and Software; Service Operations; Business Model; Decision Choices and Conditions; Quality; Value Creation

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September 2009 (Revised April 2011)
Supplement

Integrated Project Delivery at Autodesk, Inc. (C)

By: Amy C. Edmondson and Faaiza Rashid

Describes Autodesk's engagement in Integrated Project Delivery—a new model of risk management, inter-firm teamwork, and multi-objective (aesthetic, cost, and sustainability) optimization in building projects. In 2008, Autodesk, Inc. the world's largest design software... View Details

Keywords: Risk Management; Groups and Teams; Goals and Objectives; Collaborative Innovation and Invention; Integration; Construction Industry

2008
Working Paper

Hiring Cheerleaders: Board Appointments of 'Independent' Directors

By: Lauren Cohen, Andrea Frazzini and Christopher J. Malloy

We test the hypothesis that firms appoint independent directors who are overly sympathetic to management, while still technically independent according to regulatory definitions. We explore a subset of independent directors for whom we have detailed, micro-level data... View Details

Keywords: Competency and Skills; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Managerial Roles; Prejudice and Bias

The Comprehensive Effects of Sales Force Management: A Dynamic Structural Analysis of Selection, Compensation, and Training

This study provides a comprehensive model of an agent’s behavior in response to multiple sales management instruments, including compensation, recruiting/termination, and training. The model takes into account many of the key elements that constitute a realistic... View Details

16 May 2013
Working Paper Summaries

Marketplace or Reseller?

Keywords: by Andrei Hagiu & Julian Wright; Retail

Program

Driving Nonprofit Performance and Innovation—Virtual

applications via email. In the unlikely event that you do not receive an acknowledgment, please email us at exed_admissions@hbs.edu or call us at +1.617.495.6226. Application Review To optimize the learning experience and maximize the... View Details

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

Forthcoming
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

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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

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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

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

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September 2021
Case

Worldreader: Helping Readers Build a Better World

By: Marco Bertini, Elie Ofek and Julia Kelley

Founded in 2010, Worldreader was an international nonprofit organization that promoted reading to children around the world. For many years, Worldreader distributed e-readers to under-resourced communities and funded its operations primarily through philanthropic... View Details

September 2015 (Revised March 2017)
Case

Château Margaux (Abridged)

By: Elie Ofek, Eric E. Vogt and Robert J. Dolan

Château Margaux, one of only five prestigious estates in the Bordeaux Medoc wine region to have been classified as a "first-growth", is facing a host of strategic decisions in early 2013. Up until this point the estate had been selling two red wines, a first wine whose... View Details

Keywords: New Product Launch; Marketing Plan; Brand Management; Go To Market Strategy; Channels Of Distribution; Wine Industry; Marketing; Brands and Branding; Marketing Strategy; Distribution Channels; Product Launch; Agriculture and Agribusiness Industry; Food and Beverage Industry; France

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