In the research development of polymer science based on AI or machine learning approach, the treatment of higher- order structure of polymers is essential, but often troublesome. The complex structure or high dimensional data should be reduced to low dimensional physical/feature values, which afford interpretability for human. This review describes higher-order structure descriptor of polymers for AI research development and its application for describing rubber elasticity based on data science.