4Methodology of Multiple Regression Analysis

DOI: 10.4324/​9781003273905-4

4.1 Introduction

In Chapter 3, we discussed a simple linear regression. Simple linear regression is a useful approach for predicting a response based on a single predictor variable. However, in reality, most of the cause and effect relationships studied by economists are not bivariate but multivariate. Although much of the analysis was a straightforward extension of the simple regression model, the dependent variable in the multiple regression models is hypothesised to depend on more than one explanatory variable. When evaluating the influence of a given explanatory variable on the dependent variable, we have to understand the new issues: (1) to discriminate effects ...

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