“…Regional studies, such as those in China, India, and North America, indicated that ECV outperforms other soil moisture data sets (An et al, ; Chakravorty et al, ; Jia et al, ; Nicolai‐Shaw et al, ; Qiu et al, ; Zeng et al, ). In recent studies, ECV soil moisture has been widely accepted and used as reliable soil moisture observations for estimating long‐term changes of hydrological cycle in different regions (e.g., Chen et al, ; Feng, ; Feng & Zhang, ; Zohaib et al, ). Therefore, given the lack of a global‐scale high‐density network of in situ soil moisture measurements, as well as the large inconsistency of specifications of the existing in situ measurements (e.g., measurement methods, installation modes, and depths), this study employs ECV soil moisture as a reference to evaluate model‐based soil moisture data sets generated by different types of models (Dorigo et al, ).…”