In toxicology, researchers often deal with complex data sets arising from experiments designed to assess the impact of chemical substances on living organisms. The least squares method helps in data analysis by providing a way to model the dose-response relationship, which is fundamental in determining the toxicity of substances. This method is vital for risk assessment, regulatory decision-making, and developing safety standards.