Yiran Zhang received her B.S. (2016) in Railway Engineering from Southwest Jiaotong University and M.S. (2018) in Civil Environmental Engineering (CEE) from the University of Washington (UW). She is now pursuing her PhD degree in CEE at UW. Her research interests focus on transportation data bias, traffic network simulation and drone application in rural, isolated, tribal and indigenous communities.