The transformation of biobased alkanediols over heterogeneous catalysts is a major object. Here, a serious catalysts were prepared for 2,4‐pentanediol dehydration to 3‐penten‐2‐ol. Ceria based catalysts had a unique property showing high efficiency. More important, a stereo‐catalytic effect was observed for CeO2, yielding trans‐3‐penten‐2‐ol with a high selectivity. Raman, XPS, TPD, TPR were carried out to clarified the catalyst structure, and the relationship between the catalyst structure and catalytic performance were studied. The amount of Lewis acid sites can hardly be correlated with the total concentrations of the oxygen vacancies. And it was suggested that the geometry structure of the active sites played a crucial role in trans‐3‐penten‐2‐ol production. The oxygen vacancies originated from CeO2 consisted of the active sites with a geometry structure, which were different from these created by Pr doping CeO2. In addition, the Pr doping enhanced the oxygen migration which resulted in side reactions, consequently, giving a lower selectivity to trans‐3‐penten‐2‐ol.