Abstract: Based on previous research results, this article establishes a more comprehensive and standardized dataset, and obtains several new results on the traditional problem of "statistical distribution of peak age in scientific research", which are different from the classic conclusions published by scholars such as Zhao Hongzhou. In addition, this article further evaluates the practical reference value of relevant statistical results for the generative mechanism of scientific and technological elites in China today, and calls on the academic community to pay attention to the rich dialectical relationship between statistical laws and case studies.