“…For example, a study of street widening in Los Angeles, a common form traffic mitigation, found that requirements of street widening are often based on overpredicted traffic flows attributed to proposed developments, which may negatively affect housing affordability because it introduces burdensome development costs, and more importantly, land dedicated to street widening means less land for housing (Manville 2017). As a result, the LOS-based TIA tends to disproportionately affect urban developments because it increases the cost of development in dense urban areas where there tends to be more traffic and the cost of mitigation measures is higher (Volker, Lee, and Fitch 2019). Thus, many researchers have been studying ways to improve trip generation analyses by estimating trip generation rates from characteristics of urban form at the neighborhood level and sociodemographics at the household level, based on theories of travel demand and travel behavior (Clifton et al 2012; Clifton, Currans, and Muhs 2013, 2015; Currans 2017; Currans et al 2020; Currans and Clifton 2015; Ewing et al 2017; Howell et al 2018; Tian et al 2020; Tian, Park, and Ewing 2019).…”