Publications

2020
Working Paper

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry

SSRN

Research Summary

Managing Marketspace Service Interfaces

By: Jeffrey F. Rayport

Jeffrey F. Rayport is focusing on the strategic challenges that face businesses selling information-intensive products and services. A key strategic issue in such businesses is the dematerialization of information-intensive products and services as a consequence of... View Details

October 2021
Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis

Research Summary

Does Banks' Corporate Control Benefit Firms?

In this paper we examine the importance of banks' corporate control by investigating the loan policy pricing effect of banks' voting stakes on their borrowers. A sample of loans taken out over the 2000-2003 time period shows that banks charge lower rates on... View Details

February 1996
Case

USX Corporation

By: Stuart C. Gilson and Jeremy Cott

A large diversified steel and energy firm is pressured by a corporate raider to spin off its steel business in order to increase its stock price. As an alternative to the spinoff, management proposes replacing the company's common stock with two new classes of... View Details

Keywords: Restructuring; Stocks; Valuation; Financial Institutions; Cash Flow

May 20, 2024
Article

Porter’s Five Forces and Competitive Advantage in Web3

By: Scott Duke Kominers and Liang Wu

Competitive strategy — the art of crafting and executing plans to achieve an advantageous position in the market — is integral to any business, and especially relevant for platforms because it determines their ability to achieve network effects and scale. But web3... View Details

Keywords: Five Forces Framework; Competitive Strategy; Business Strategy; Network Effects; Digital Transformation

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Article

Competition and Cost Accounting

By: V.G. Narayanan and Michael Smith

The central theme of Competition and Cost Accounting is that strategic considerations may make it desirable for a firm to have divisions and product managers internalize something other than their true costs. In the case of transfer prices, a high transfer price... View Details

Keywords: Cost Allocation; Transfer Pricing; Decentralization; Bertrand And Cournot Competition; Cost Accounting

July 2008
Case

Aurora Capital Group - Douglas Dynamics

Aurora Capital, a U.S. Private Equity firm, contemplates whether to acquire Douglas Dynamics, the leading U.S. maker of snow plows. Does a business that is highly dependent on the weather, and is seasonal, make a good LBO candidate? This case provides a good... View Details

Keywords: Leveraged Buyouts; Private Equity; Investment; Goods and Commodities; Value Creation

April 2006 (Revised March 2007)
Case

Black Duck Software

By: Constance E. Bagley and David Lane

Black Duck Software involves a venture-backed start-up that converted software developers' concerns about violating copyright licensing agreements or open source protocols into an opportunity to help firms use technology to better manage their compliance efforts.... View Details

Keywords: Value Creation; Law; Open Source Distribution; Applications and Software; Business Startups; Copyright

March 2006 (Revised April 2006)
Case

International Place (A): Boston Real Estate Playoff

First International Place, one of Boston's premier office buildings, was the subject of a control contest in 2005, as the New York real estate firm Tishman Speyer purchased the mortgage on the property through a sealed bid auction process and then sought to foreclose... View Details

Keywords: Valuation; Mortgages; Auctions; Insolvency and Bankruptcy

February 2000 (Revised January 2008)
Case

Merrill Lynch: Integrated Choice

By: V. Kasturi Rangan and Marie Bell

Merrill Lynch, a full-service brokerage firm with $1.5 trillion in client assets, is under attack from both discount and electronic brokerage firms. It responds with Integrated Choice, a suite of products designed to capture clients from the do-it-yourself investor who... View Details

Keywords: Distribution Channels; Marketing Strategy; Product Launch; Organizational Change and Adaptation; Risk and Uncertainty; Financial Services Industry