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. Author manuscript; available in PMC: 2023 Jul 31.
Published in final edited form as: Accid Anal Prev. 2018 Mar;112:116–126. doi: 10.1016/j.aap.2017.12.026

Table 1.

Variable selection in existing pedestrian crash frequency studies.

Group Variable Studies

Roadway design Road length or density of different road (sidewalks, local streets, and arterials) Intersections/crosswalks

Bus stops/stations
(Cai et al., 2016; Chen and Zhou, 2016; Moudon et al., 2011; Narayanamoorthy et al., 2013; Siddiqui et al., 2012; Ukkusuri et al., 2011; Ukkusuri et al., 2012; Wang and Kockelman, 2013; Wier et al., 2009) (Cai et al., 2016; Chen and Zhou, 2016; Miranda-Moreno et al., 2011; Moudon et al., 2011; Pulugurtha and Sambhara, 2011; Siddiqui et al., 2012; Ukkusuri et al., 2011; Ukkusuri et al., 2012)
(Chen and Zhou, 2016; Miranda-Moreno et al., 2011; Moudon et al., 2011; Pulugurtha and Sambhara, 2011; Ukkusuri et al., 2011; Ukkusuri et al., 2012)
Land use Land use mix
Number of parcels or percentages of different types of land use
Zone size
Number of schools / universities
(Chen and Zhou, 2016; Ukkusuri et al., 2011; Wang and Kockelman, 2013)
(Chen and Zhou, 2016; Moudon et al., 2011; Narayanamoorthy et al., 2013; Pulugurtha and Sambhara, 2011; Siddiqui et al., 2012; Ukkusuri et al., 2012; Wang and Kockelman, 2013; Wier et al., 2009)
(Moudon et al., 2011; Wang and Kockelman, 2013; Wier et al., 2009)
(Cai et al., 2016; Miranda-Moreno et al., 2011; Moudon et al., 2011; Narayanamoorthy et al., 2013; Ukkusuri et al., 2011; Ukkusuri et al., 2012)
Demographics Population/employment density

Poverty level / median household income Senior citizen/ teenager/ children
Race
(Cai et al., 2016; Chen and Zhou, 2016; Moudon et al., 2011; Narayanamoorthy et al., 2013; Pulugurtha et al., 2007; Ukkusuri et al., 2011; Ukkusuri et al., 2012; Wang and Kockelman, 2013; Wier et al., 2009)
(Moudon et al., 2011; Narayanamoorthy et al., 2013; Siddiqui et al., 2012; Wier et al., 2009)
(Narayanamoorthy et al., 2013; Wier et al., 2009)
(Ukkusuri et al., 2011; Ukkusuri et al., 2012)
Travel demand Walk miles travelled
Pedestrian/ traffic volume

Walking mode share / Number of commuters for a mode
(Wang and Kockelman, 2013)
(Miranda-Moreno et al., 2011; Moudon et al., 2011; Pulugurtha et al., 2007; Pulugurtha and Sambhara, 2011; Wier et al., 2009)
(Cai et al., 2016; Chen and Zhou, 2016; Narayanamoorthy et al., 2013)
Traffic control Speed limit (Cai et al., 2016; Chen and Zhou, 2016; Miranda-Moreno et al., 2011; Moudon et al., 2008; Moudon et al., 2011; Narayanamoorthy et al., 2013; Pulugurtha and Sambhara, 2011; Siddiqui et al., 2012; Ukkusuri et al., 2011; Ukkusuri et al., 2012; Wang and Kockelman, 2013; Wier et al., 2009)