In vitro testing is often preferred for preliminary toxicity screening due to its ethical advantages and reduced costs. It allows researchers to conduct high-throughput screening, enabling the evaluation of multiple compounds simultaneously. Additionally, in vitro methods can be tailored to specific human biological responses, improving relevance and reducing species-specific variations observed in animal models.