Parameter Estimation in Marketing Models in the Presence of Influential Response Data: Robust Regression and Applications

Author:

Mahajan Vijay1,Sharma Subhash2,Wind Yoram3

Affiliation:

1. Herman W. Lay Chair of Marketing, Edwin L. Cox School of Business, Southern Methodist University, and Senior Research Fellow, The Institute for Constructive Capitalism, University of Texas at Austin.

2. College of Business Administration, University of South Carolina.

3. The Wharton School, University of Pennsylvania.

Abstract

In marketing models, the presence of aberrant response values or outliers in data can distort the parameter estimates or regression coefficients obtained by means of ordinary least squares. The authors demonstrate the potential usefulness of the robust regression analysis in treating influential response values in marketing data.

Publisher

SAGE Publications

Subject

Marketing,Economics and Econometrics,Business and International Management

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