Toxicologists employ various methodologies to conduct chemical research, including in vitro studies, in vivo studies, and computational models. In vitro studies involve testing chemicals on cell cultures to observe their effects, while in vivo studies involve animal models to understand the systemic impact. Computational models, such as QSAR, predict the toxicity of chemicals based on their molecular structure.