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Dive into the research topics where Liye Ma is active.

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Featured researches published by Liye Ma.


Information Systems Research | 2014

An Empirical Analysis of the Impact of Pre-Release Movie Piracy on Box Office Revenue

Liye Ma; Alan L. Montgomery; Param Vir Singh; Michael D. Smith

Digital distribution channels raise many new challenges for managers in the media industry. This is particularly true for movie studios where high-value content can be stolen and released through illegitimate digital channels, even prior to the release of the movie in legal channels. In response to this potential threat, movie studios have spent millions of dollars to protect their content from unauthorized distribution throughout the lifecycle of films. They have focused their efforts on the pre-release period under the assumption that pre-release piracy could be particularly harmful for a movies success. However, surprisingly, there has been little rigorous research to analyze whether, and how much, pre-release movie piracy diminishes legitimate sales. In this paper, we analyze this question using data collected from a unique Internet file-sharing site. We find that, on average, pre-release piracy causes a 19.1% decrease in revenue compared to piracy that occurs post-release. Our study contributes to the growing literature on piracy and digital media consumption by presenting evidence of the impact of Internet-based movie piracy on sales and by analyzing pre-release piracy, a setting that is distinct from much of the existing literature.


Archive | 2016

The Dual Impact of Movie Piracy on Box-Office Revenue: Cannibalization and Promotion

Liye Ma; Alan L. Montgomery; Michael D. Smith

There are two main hypothesized effects from movie piracy: a cannibalization effect which reduces legitimate sales, and a promotional effect which increases word-of-mouth and stimulates sales. While these two effects are commonly discussed, there has been no research to measure their relative impact on motion picture sales. In this paper we use a hidden Markov model adapted from MOVIEMOD to decompose, and separately measure, the cannibalization and promotional impacts of piracy.Using data from all wide release movies in the US from 2006 to 2008 we show that if piracy could be eliminated from the theatrical window then box-office revenues would increase by 15% or


Marketing Science | 2011

A “Position Paradox” in Sponsored Search Auctions

Kinshuk Jerath; Liye Ma; Young-Hoon Park; Kannan Srinivasan

1.3b per year. An analysis for the time period from 2011 to 2013 shows a similar increase of 14%. Our decomposition of piracy into separate cannibalization and promotional effects shows that the negative effects from piracy due to cannibalization dwarf any positive, promotional benefits: if piracy did not generate promotional effects through word-of-mouth communication then box-office revenues would drop by another 1.5%. We also find that, in rare instances (less than 3% of movies) promotional effects from pre-release piracy could increase revenue compared to piracy that occurs at release. Nonetheless, all of the movies in our counterfactual analysis would experience increased box-office revenue if piracy were eliminated altogether.


Journal of Marketing Research | 2014

Consumer Click Behavior at a Search Engine: The Role of Keyword Popularity

Kinshuk Jerath; Liye Ma; Young-Hoon Park


Marketing Science | 2015

The Squeaky Wheel Gets the Grease-An Empirical Analysis of Customer Voice and Firm Intervention on Twitter

Liye Ma; Baohong Sun; Sunder Kekre


Management Science | 2015

Latent Homophily or Social Influence? An Empirical Analysis of Purchase Within a Social Network

Liye Ma; Ramayya Krishnan; Alan L. Montgomery


Marketing Science | 2016

Crumbs of the Cookie: User Profiling in Customer-Base Analysis and Behavioral Targeting

Michael Trusov; Liye Ma; Zainab Jamal


Marketing Letters | 2015

Platforms: A Multiplicity of Research Opportunities

S. Sriram; Puneet Manchanda; Mercedes Esteban Bravo; Junhong Chu; Liye Ma; Minjae Song; Scott Shriver; Upender Subramanian


international conference on information systems | 2008

Recomended for You: The Impact of Profit Incentives on the Relevance of Online Recommendations

Kartik Hosanagar; Ramayya Krishnan; Liye Ma


Archive | 2018

User profiling in display advertising: Methods and Applications in Marketing Management, Public Policy, and Litigation Support

Michael Trusov; Liye Ma

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Ramayya Krishnan

Carnegie Mellon University

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Michael D. Smith

Carnegie Mellon University

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Baohong Sun

Carnegie Mellon University

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Bin Zhang

Carnegie Mellon University

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Kannan Srinivasan

Carnegie Mellon University

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Kartik Hosanagar

University of Pennsylvania

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Minjae Song

University of Rochester

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