To address a gap in the literature regarding differential effects of built environments (BE) on minority populations, this study uses boosted regression tree modeling to explore travel behaviors of Hispanic and Latinx (H/L) households, finding significant differences in the variables that influenced these households compared to others. Overall, BE variables had greater impacts on H/L households than others. Nonlinear effects (effective ranges, thresholds) were identified for top-ranking BE contributors: transit stop density, activity density, land use mix, and destination accessibility. Compact development is shown to have increased impacts on reducing vehicle miles traveled (VMT) for these populations.
AdkinsArlieMakarewiczCarrieScanzeMicheleIngramMaiaLuhrGretchen. 2017. “Contextualizing Walkability: Do Relationships Between Built Environments and Walking Vary by Socioeconomic Context?”Journal of the American Planning Association83 (3): 296–314.
2.
AllenRyanWangJueyu. 2020. “Immigrant Legal Status and Commute Mode Choice for Hispanics in the United States.”Journal of the American Planning Association86 (3): 284–96.
3.
BarajasJesus M.2016. “Making Invisible Riders Visible: Motivations for Bicycling and Public Transit Use among Latino Immigrants.” Doctoral diss., Department of City and Regional Planning, University of California, Berkeley, Berkeley, CA.
4.
BarajasJesus M.2020. “Supplemental Infrastructure: How Community Networks and Immigrant Identity Influence Cycling.”Transportation47:1251–74.
5.
BarajasJesus M.2021. “The Roots of Racialized Travel Behavior.” In Advances in Transport Policy and Planning: Vol. 8: Social Issues in Transport Planning, edited by PereiraRafael H. M.BoisjolyGeneviève, 1–31. Cambridge, MA: Academic Press.
6.
BaumgartnerFrank R.ChristianiLeah R.EppDerek A.RoachKevinShoubKelsey. 2017. “Racial Disparities In Traffic Stop Outcomes.”Duke Forum for Law & Social Change9 (21): 21–53.
7.
BereitschaftBradley. 2017. “Equity in Neighbourhood Walkability? A Comparative Analysis of Three Large U.S. Cities.”Local Environment22 (7): 859–79.
8.
BreimanLeo. 2001. “Statistical Modeling: The Two Cultures (with Comments and a Rejoinder by the Author).”Statistical Science16 (3): 199–231.
9.
BrownAnne E.2019. “Prevalence and Mechanisms of Discrimination: Evidence from the Ride-Hail and Taxi Industries.”Journal of Planning Education and Research43: 268–80.
10.
BrownCharles. 2016. “Fear: A Silent Barrier to Bicycling in Black and Hispanic Communities.”ITE Journal (Institute of Transportation Engineers)89 (9): 22–24.
11.
BrownElizabeth J.PolskyDanielBarbuCorentin M.SeymourJane W.GrandeDavid. 2016. “Racial Disparities In Geographic Access To Primary Care In Philadelphia.”Health Affairs35 (8): 1374–81.
12.
ChristianiLeah R.2017. “Intersectional Stereotypes in Policing: An Analysis of Traffic Stop Outcomes.” Doctoral thesis, Department of Political Science, University of North Carolina at Chapel Hill, Chapel Hill, NC.
13.
DekaDevajyotiConnellyMary. 2011. “Does Proximity to Activity-Inducing Facilities Explain Lower Rates of Physical Activity by Low-Income and Minority Populations?.”Transportation Research Record2264 (1): 83–91.
14.
EberthJan M.HungPeiyinBenavidezGabriel A.ProbstJanice C.ZahndWhitney E.McNattMary-KatherineToussaintEbony, et al2022. “The Problem of the Color Line: Spatial Access to Hospital Services for Minoritized Racial and Ethnic Groups.”Health Affairs41 (2): 237–46.
15.
ElithJaneLeathwickJohn R.HastieTrevor. 2008. “A Working Guide to Boosted Regression Trees.”Journal of Animal Ecology77 (4): 802–13.
16.
EwingReidCerveroRobert. 2010. “Travel and the Built Environment: A Meta-Analysis.”Journal of the American Planning Association76 (3): 265–94.
17.
EwingReidHamidiShima. 2014. Measuring Urban Sprawl and Validating Sprawl Measures. Washington, DC: National Institutes of Health and Smart Growth America.
18.
EwingReidTianGuangGoatesJ. P.ZhangMingGreenwaldMichael J.JoyceAlexKircherJohnGreeneWilliam. 2015. “Varying Influences of the Built Environment on Household Travel in 15 Diverse Regions of the United States.”Urban Studies52 (13): 2330–48.
19.
FeigenbergBenjaminMillerConrad. 2022. “Would Eliminating Racial Disparities in Motor Vehicle Searches Have Efficiency Costs?”The Quarterly Journal of Economics137 (1): 49–113.
20.
FriedmanJerome H.MeulmanJacqueline J.2003. “Multiple Additive Regression Trees with Application in Epidemiology.”Statistics in Medicine22:1365–81.
21.
GalsterGeorge C.2018. “Nonlinear and Threshold Effects Related to Neighborhood: Implications for Planning and Policy.”Journal of Planning Literature33 (4): 492–508.
22.
GarrettMarkTaylorBrian. 1999. “Reconsidering Social Equity in Public Transit.”Berkeley Planning Journal13:6–27.
23.
GeYanboKnittelChristopher R.MacKenzieDonZoepfStephen. 2020. “Racial Discrimination in Transportation Network Companies.”Journal of Public Economics170:104205.
HuLingqian. 2017. “Changing Travel Behavior of Asian Immigrants in the U.S.”Transportation Research Part A: Policy and Practice106:248–60.
26.
HuLingqian. 2021. “Gender Differences in Commuting Travel in the U.S.: Interactive Effects of Race/Ethnicity and Household Structure.”Transportation48:909–29.
27.
HuLingqianKleinNicholas J.SmartMichael J.2021. “Comparing Immigrant Commute Travel Adaptation Across and Within Racial/Ethnic Groups.”Transport Policy110:112–22.
28.
JimenizGustavoMattinglyStephen. 2009. “Travel Behavior of Largest Minority Cohorts in Texas.”Transportation Research Record2135:130–37.
29.
KellyCheryl M.SchootmanMarioBakerElizabeth A.BarnidgeEllen K.LemesAmanda. 2007. “The Association of Sidewalk Walkability and Physical Disorder With Area-Level Race and Poverty.”Journal of Epidemiology and Community Health61:978–83.
30.
KerrJacquelineFrankLawrenceSallisJames F.ChapmanJim. 2007. “Urban Form Correlates of Pedestrian Travel in Youth: Differences by Gender, Race-Ethnicity and Household Attributes.”Transportation Research Part D: Transport and Environment12 (3): 177–82.
31.
LightfootKathrynBlanchardChris. 2011. “Does Race or Sex Moderate the Perceived Built Environment/Physical Activity Relationship in College Students?”Behavioral Medicine37 (2): 54–59.
32.
LiuCathy YangPainterGary. 2012. “Travel Behavior among Latino Immigrants: The Role of Ethnic Concentration and Ethnic Employment.”Journal of Planning Education and Research32 (1): 62–80.
33.
LiuJixiangXiaoLongzhu. 2024. “Socioeconomic Differences in Effect Size: Predicting Commuting Mode Choice of Migrants and Locals Using a Light Gradient Boosting Approach.”Transportation51:1–24.
34.
ManelStéphanieWilliamsH. CeriOrmerodStephen James. 2001. “Evaluating Presence–Absence Models in Ecology: The Need to Account for Prevalence.”Journal of Applied Ecology38 (5): 921–31.
35.
MatsuoMiwa. 2020. “Carpooling and Drivers without Household Vehicles: Gender Disparity in Automobility among Hispanics and Non-Hispanics in the U.S.”Transportation47:1631–63.
36.
McLaffertySaraPrestonValerie. 1997. “Gender, Race, and the Determinants of Commuting: New York in 1990.”Urban Geography18 (3): 192–212.
37.
McLaffertySaraPrestonValerie. 2023. “Geographies of Frontline Workers: Gender, Race, and Commuting in New York City.”Sustainability15:3429.
38.
PeipinsLucy A.GrahamShannonYoungRandallLewisBrianFlanaganBarry. 2013. “Racial Disparities in Travel Time to Radiotherapy Facilities in the Atlanta Metropolitan Area.”Social Science Medicine89:32–38.
39.
RaifmanMatthew A.ChomaErnani F.2022. “Disparities in Activity and Traffic Fatalities by Race/Ethnicity.”American Journal of Preventive Medicine63 (2): 160–67.
RollJoshMcNeilNathan. 2022. “Race and Income Disparities in Pedestrian Injuries: Factors Influencing Pedestrian Safety Inequity.”Transportation Research Part D: Transport and Environment107:103294.
42.
SabouriSadeghTianGuangEwingReidParkKeunhyunGreeneWilliam. 2021. “The Built Environment and Vehicle Ownership Modeling: Evidence from 32 Diverse Regions in the US.”Journal of Transport Geography93:103073.
43.
SanchezThomas W.StolzRichMaJacinta S.2004. “Inequitable Effects of Transportation Policies on Minorities.”Transportation Research Record1885:104–10.
44.
SandersRebecca L.SchneiderRobert J.2022. “An Exploration of Pedestrian Fatalities by Race in the United States.”Transportation Research Part D: Transport and Environment107:103298.
45.
ShinEun Jin. 2017. “Ethnic Neighborhoods, Social Networks, and Inter-Household Carpooling: A Comparison Across Ethnic Minority Groups.”Journal of Transport Geography59:14–26.
46.
SmartMichael J.2015. “A Nationwide Look at the Immigrant Neighborhood Effect on Travel Mode Choice.”Transportation42:189–209.
47.
TalGilHandySusan. 2010. “Travel Behavior of Immigrants: An Analysis of the 2001 National Household Transportation Survey.”Transport Policy17:85–93.
48.
TianGuangEwingReid. 2017. “A Walk Trip Generation Model for Portland, OR.”Transportation Research Part D: Transport and Environment52:340–53.
49.
TianGuangKalantariHannaneh AbdollahzadehEwingReid. 2023. “Are Older Adults Living in Compact Development More Active?–Evidence from 36 Diverse Regions of the United States.”Computational Urban Science3 (1): 10.
50.
YuChia-YuanWangBiyuan. 2020. “Moving toward Active Lifestyles: The Change of Transit-Related Walking to Work from 2009 to 2017.”Journal of Physical Activity and Health17:189–96.
51.
YuChia-YuanZhuXuemeiLeeChanam. 2022. “Income and Racial Disparity and the Role of the Built Environment in Pedestrian Injuries.”Journal of Planning Education and Research42 (2): 136–49.
