Carl Linnaeus is the major figure credited with founding the species-based classification system in biology. He developed the hierarchical structure known as binomial nomenclature, which assigns each species a two-part scientific name. This system revolutionized the way organisms are categorized and identified, providing a standardized method that is still in use today. Linnaeus's work laid the groundwork for modern taxonomy and had a profound impact on the field of natural science.