Measuring Data Envelopment Analysis efficiency in Internet companies

Measuring Data Envelopment Analysis efficiency in Internet companies

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Article ID: iaor20052075
Country: Netherlands
Volume: 38
Issue: 4
Start Page Number: 557
End Page Number: 573
Publication Date: Jan 2005
Journal: Decision Support Systems
Authors: , ,
Keywords: information, e-commerce
Abstract:

This paper uses Data Envelopment Analysis (DEA), a non-parametric approach to the estimation of production functions, in order to assess efficiency in dot com firms. These firms have two objectives: to make an impact in the Internet and to obtain revenues from their activities. For this reason, the outputs have been two: unique visitors – a web metric – and revenues. DEA efficiencies have been obtained under various input/output combinations. A ranking of dot com firms in terms of relative efficiency has been obtained. A method based on multivariate analysis has been proven to be successful at showing the strengths and weaknesses of individual dot com firms. It is shown that there is a relationship between the type of e-business (e-tailers, search/portal, content/communities), and the way in which efficiency is obtained. The paper suggests a new approach to the problem of deciding which inputs and outputs the model should contain.

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