“…We notice in our scoping review that not until after the 2010s when China Economic Census data became available, studies that quantitatively identify employment subcenters had emerged. In recent years, researchers have started to explore new data sources to describe urban structure or to estimate travel; these new sources include smart card data (Long, Zhang, and Cui 2012; Yuanyuan Xu, Ta, and Li 2017; Long and Thill 2015), Open Street Map (J. Zhang and Xie 2015), crowdsourcing data (Engelfriet and Koomen 2017), which, despite their shortcomings, can complement existing data sources.…”