The document outlines three key challenges in educational research and training evaluation: having unclear or conflicting aims and questions; using inappropriate research methods that do not adequately answer the questions or capture relevant data; and errors in data analysis and ineffective communication of findings. These challenges can be overcome by ensuring aims and questions are specific, agreed upon, and achievable; using flexible methods matched to the research question that consider participation; and keeping analysis focused on the research aims to effectively communicate results.