Evaluate and analyze threats to internal and external validity in randomized and quasi-experimental K–12 educational intervention studies. Assess design-specific confounds (selection bias, attrition, maturation, instrumentation, diffusion, implementation fidelity), sampling and generalizability issues, context interactions, and practical strategies to detect, mitigate, and interpret these threats when drawing causal inferences; include applied examples and critiques of brief study summaries.