Response Surface Analysis: A Tutorial for Examining Linear and Curvilinear Effects

Análise de Superfície de Resposta: Um Tutorial para Examinar Efeitos Lineares e Curvilíneos

ABSTRACT

Context:

response surface analysis (RSA) is an approach that allows examining the extent to which combinations of two predictive variables relate to one outcome variable. The method is particularly interesting in cases where (in)congruence between the two predictive variables is a central consideration of the study.

Objective:

the purpose of this article is to provide a tutorial on applying RSA.

Method:

the method’s conceptual background and an illustrative example are provided so that the reader can understand some of the basic principles of the technique. This tutorial’s target audience is researchers who use mathematical modeling but are not yet familiar with the method.

Results:

the technique has the potential for application in various research questions in the field of Administration.

Conclusions:

besides providing a tutorial on how to use the investigated technique, the study demonstrates its relevance in the analysis of congruence and incongruence between the scores.

Keywords:
response surface analysis; polynomial regression; tutorial; quantitative methods