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Over the past two decades, many teacher education researchers have expressed concern with the lack of rigorous causal evaluations in the field of teacher preparation. I discuss these concerns as they relate to issues of internal validity, external validity, and measurement. I then assess the prevalence of these issues in the field by reviewing 166 causal evaluations of teacher preparation practices published in peer-reviewed journals between 2002-2019. Although I find that very few studies overcome these issues, I highlight some innovative approaches as guidance for future researchers. I also present a common template for designing and reporting on causal evaluations of teacher preparation practices.