Leadership has been studied using quantitative, qualitative, and mixed methods (a combination of quantitative and qualitative) research methodologies. From a quantitative psychology orientation, statistical and mathematical modeling has been used in the development of leadership scales and in testing established leader evaluation tools. Survey methodology has also been widely used in leadership research. As such, traditional methods of analysis in survey research have also extended to the analysis of survey research within the study of leadership (e.g., cross-tabulations, ANOVAs, regression analysis, log-linear analysis, factor analysis, etc.). From a qualitative orientation, leadership research has included a host of research techniques: phenomenology, ethnography, grounded theory, interviews, case studies, historiography, etc.
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