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Inferring Competitive Measures Using Augmented Site-Centric Data

Eric Zheng
University of Texas at Dallas

Peter Fader
University of Pennsylvania - Marketing Department

Balaji Padmanabhan
University of South Florida - College of Business Administration


January 6, 2009


Abstract:     
We motivate, develop, and demonstrate a method that enables firms to infer key measures about customer activities taking place with competing firms, without requiring detailed cross-firm data. Instead, our method derives these competitive measures from simple site-centric data that are commonly available to most firms, augmented with aggregate data summaries that are routinely obtainable from syndicated data providers. Based on data provided by comScore Networks we show empirically that our method performs well in inferring two key diagnostic competitive measures – the market share and the share of wallet – for various online retailers and discuss the implications of our results.

Keywords: competitive measures, market share, share-of-wallet, information sharing, online browsing, stochastic models, NBD/Dirichlet

JEL Classifications: C25, C5, C61

Working Paper Series

Date posted: January 08, 2009 ; Last revised: August 10, 2009

Suggested Citation

Zheng, Eric, Fader, Peter and Padmanabhan, Balaji, Inferring Competitive Measures Using Augmented Site-Centric Data (January 6, 2009). Available at SSRN: http://ssrn.com/abstract=1323587


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Contact Information

Eric Zheng (Contact Author)
University of Texas at Dallas ( email )
2601 North Floyd Road
Richardson, TX 75083
United States
Peter Fader
University of Pennsylvania - Marketing Department ( email )
700 Jon M. Huntsman Hall
3730 Walnut Street
Philadelphia, PA 19104-6340
United States
Balaji Padmanabhan
University of South Florida - College of Business Administration ( email )
4202 E. Fowler Avenue, BSN 3403
Tampa, FL 33620-5500
United States
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