Abstract
Although complete street policies are proliferating, little is known about how nearby residents perceive and act on their new active transportation opportunities. We survey the same neighborhood residents before and after they receive a new complete street renovation with five new light rail stops. We compare Time-1 expectations to use rail with Time-2 evidence of rail use, based on both self-reported and objective GPS/accelerometer measures of ridership. We examine neighborhood perceptions of four groups, created by combining Time-1 expectations to ride with Time-2 ridership: No expect/no ride, no expect/ride, expect/no ride, and expect/ride. The strongest differences were between the no expect/no ride and expect/ride groups. The riders had more positive expectations for light rail’s impact on the neighborhood than non-riders; these broad expectations were more powerfully associated with rail ridership than individual barriers to use, such as time constraints or weather. More positive perceptions of the route to rail stops (pleasantness, traffic safety, and crime safety) were also held by riders. Some of the more positive perceptions helped distinguish between the expect/ride group and the expect/no ride group. These results underscore that increasing positive neighborhood perceptions might help convert expected riders into actual riders.

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Abou-Zeid, M., Fujii, S.: Travel satisfaction effects of changes in public transport usage. Transportation 43(2), 301–314 (2016). doi:10.1007/s11116-015-9576-3
Addy, C.L., Wilson, D.K., Kirtland, K.A., Ainsworth, B.E., Sharpe, P., Kimsey, D.: Associations of perceived social and physical environmental supports with physical activity and walking behavior. Am. J. Public Health 94(3), 440–443 (2004)
Ahmad Termida, N., Susilo, Y.O., Franklin, J.P.: Observing dynamic behavioural responses due to the extension of a tram line by using panel survey. Transp. Res. Part A 86, 78–95 (2016). doi:10.1016/j.tra.2016.02.005
Alexander, M., Hamilton, K.: A ‘placeful’ station? The community role in place making and improving hedonic value at local railway stations. Transp. Res. Part A 82, 65–77 (2015). doi:10.1016/j.tra.2015.09.006
Bamberg, S., Schmidt, P.: Incentives, morality, or habit? Predicting students’ car use for university routes with the models of Ajzen, Schwartz, and Triandis. Environ. Behav. 35(2), 264–285 (2003)
Blainey, S., Hickford, A., Preston, J.: Barriers to passenger rail use: a review of the evidence. Transp. Rev. 32(6), 675–696 (2012). doi:10.1080/01441647.2012.743489
Brown, B.B., Werner, C.M.: The residents’ benefits and concerns before and after a new rail stop: do residents get what they expect? Environ. Behav. 43(6), 789–806 (2011). doi:10.1177/0013916510392030
Brown, B.B., Werner, C.M., Kim, N.: Personal and contextual factors supporting the switch to transit use: evaluating a natural transit intervention. Anal. Soc. Issues Public Policy 3(1), 139–160 (2003)
Brown, B.B., Werner, C.M., Smith, K.R., Tribby, C.P., Miller, H.J.: Physical activity mediates the relationship between perceived crime safety and obesity. Prev. Med. 66, 140–144 (2014). doi:10.1016/j.ypmed.2014.06.021
Brown, B.B., Werner, C.M., Tribby, C.P., Miller, H.J., Smith, K.R.: Transit use, physical activity, and body mass index changes: objective measures associated with complete street light-rail construction. Am. J. Public Health 105(7), 1468–1474 (2015). doi:10.2105/AJPH.2015.302561
Brown, B.B., Smith, K.R., Tharp, D., Werner, C.M., Tribby, C.P., Miller, H.J., Jensen, W.: A complete street intervention for walking to transit, non-transit walking, and bicycling: a quasi-experimental demonstration of increased use. J. Phys. Act. Health (2016a). doi:10.1123/jpah.2016-0066
Brown, B.B, Werner, C.M, Smith, K.R, Tribby, C.P, Miller, H.J, Jensen, W.A, Tharp, D.: Environmental, behavioral, and psychological predictors of transit ridership: evidence from a community intervention. J. Environ. Psychol. 46:188–196 (2016b). doi:10.1016/j.jenvp.2016.04.010
Burden, D., Litman, T.: America needs complete streets. ITE J. (Institute of Transportation Engineers) 81(4), 36–43 (2011)
Cao, J.: The association between light rail transit and satisfactions with travel and life: evidence from Twin Cities. Transportation 40(5), 921–933 (2013). doi:10.1007/s11116-013-9455-8
Chong, Z., Qin, B., Bandyopadhyay, T., Wongpiromsarn, T., Rankin, E., Ang, M., Frazzoli, E., Rus, D., Hsu, D., Low, K.: Autonomous personal vehicle for the first-and last-mile transportation services. In: 2011 IEEE 5th International Conference on Cybernetics and Intelligent Systems (CIS), pp. 253–260. IEEE (2011)
Cohen, J.: Statistical Power Analysis for the Behavioral Sciences, pp. 20–26. Lawrence Earlbaum Associates, Hillsdale, NJ (1988)
Creemers, L., Tormans, H., Bellemans, T., Janssens, D., Wets, G., Cools, M.: Knowledge of the concept Light Rail Transit: exploring its relevance and identification of the determinants of various knowledge levels. Transp. Res. Part A 74, 31–43 (2015). doi:10.1016/j.tra.2015.02.010
Day, K., Boarnet, M., Alfonzo, M., Forsyth, A.: The Irvine Minnesota Inventory to measure built environments: development. Am. J. Prev. Med. 30(2), 144–152 (2006)
de Graaff, T., de Groot, H.L.F., Rodenburg, C.A., Verhoef, E.T.: The WTP for Facilities at the Amsterdam Zuidas. Environ. Plan. A 39(9), 2099–2118 (2007). doi:10.1068/a39172
Diab, E., El-Geneidy, A.: Transitory optimism: changes in passenger perception following bus service improvement over time. Transp. Res. Rec. (2014). doi:10.3141/2415-11
Duncan, M., Mummery, K.: Psychosocial and environmental factors associated with physical activity among city dwellers in regional Queensland. Prev. Med. 40(4), 363–372 (2005)
Ewing, R.: Using a visual preference survey in transit design. Public Works Manag. Policy 5(4), 270–280 (2001). doi:10.1177/1087724X0154002
Félonneau, M.L.: Love and loathing of the city: urbanophilia and urbanophobia, topological identity and perceived incivilities. J. Environ. Psychol. 24(1), 43–52 (2004). doi:10.1016/S0272-4944(03)00049-5
Field, A.: Discovering Statistics Using SPSS. Sage publications, Beverly Hills (2009)
Fitzmaurice, G.M., Laird, N.M., Ware, J.H.: Applied Longitudinal Analysis. Wiley, New York (2013)
Foster, S., Giles-Corti, B.: The built environment, neighborhood crime and constrained physical activity: an exploration of inconsistent findings. Prev. Med. 47(3), 241–251 (2008). doi:10.1016/j.ypmed.2008.03.017
Frei, C., Mahmassani, H.S., Frei, A.: Making time count: traveler activity engagement on urban transit. Transp. Res. Part A 76, 58–70 (2015). doi:10.1016/j.tra.2014.12.007
Gamberini, L., Spagnolli, A., Miotto, A., Ferrari, E., Corradi, N., Furlan, S.: Passengers’ activities during short trips on the London Underground. Transportation 40(2), 251–268 (2013). doi:10.1007/s11116-012-9419-4
Giles-Corti, B., Donovan, R.J.: Relative influences of individual, social environmental, and physical environmental correlates of walking. Am. J. Public Health 93(9), 1583–1589 (2003)
Graham, J.W.: Missing data analysis: making it work in the real world. Annu. Rev. Psychol. 60(1), 549–576 (2009). doi:10.1146/annurev.psych.58.110405.085530
Gripsrud, M., Hjorthol, R.: Working on the train: from ‘dead time’ to productive and vital time. Transportation 39(5), 941–956 (2012). doi:10.1007/s11116-012-9396-7
Guerra, E., Cervero, R., Tischler, D.: Half-mile circle. Transp. Res. Rec. (2012). doi:10.3141/2276-12
Handy, S., Sallis, J., Weber, D., Maibach, E., Hollander, M.: Is support for traditionally designed communities growing? Evidence from two national surveys. J. Am. Plan. Assoc. 74(2), 209–221 (2008). doi:10.1080/01944360802010418
Hassan, L.M., Shiu, E., Shaw, D.: Who says there is an intention–behaviour gap? Assessing the empirical evidence of an intention–behaviour gap in ethical consumption. J. Bus. Eth. 136(2), 219–236 (2016). doi:10.1007/s10551-014-2440-0
Heath, Y., Gifford, R.: Extending the theory of planned behavior: predicting the use of public transportation. J. Appl. Soc. Psychol. 32(10), 2154–2189 (2002)
IBM Corporation: Multivariate Tests of Within-Subjects Effects. IBM Corp (2013). http://www.ibm.com/support/knowledgecenter/en/SSLVMB_22.0.0/com.ibm.spss.statistics.cs/spss/tutorials/glmr_testmarket_mult.htm. Accessed 6 Feb 2017
Kesten, J., Guell, C., Cohn, S., Ogilvie, D.: From the concrete to the intangible: understanding the diverse experiences and impacts of new transport infrastructure. Int. J. Behav. Nutr. Phys. Act. 12(1), 72 (2015)
Kim, S., Ulfarsson, G.F.: Commitment to light rail transit patronage: case study for St. Louis Metrolink. J. Urban Plan. Dev. 138(3), 227–234 (2012). doi:10.1061/(ASCE)UP.1943-5444.0000115
Klinger, T., Lanzendorf, M.: Moving between mobility cultures: what affects the travel behavior of new residents? Transportation 43(2), 243–271 (2016). doi:10.1007/s11116-014-9574-x
Klöckner, C.A., Blöbaum, A.: A comprehensive action determination model: toward a broader understanding of ecological behaviour using the example of travel mode choice. J. Environ. Psychol. 30(4), 574–586 (2010). doi:10.1016/j.jenvp.2010.03.001
Kollmuss, A., Agyeman, J.: Mind the gap: why do people act environmentally and what are the barriers to pro-environmental behavior? Environ. Educ. Res. 8(3), 239–260 (2002). doi:10.1080/13504620220145401
LaGrange, R.L., Ferraro, K.F., Supancic, M.: Perceived risk and fear of crime: role of social and physical incivilities. J. Res. Crime Delinq. 29(3), 311–334 (1992)
Lee, C., Ory, M.G., Yoon, J., Forjuoh, S.N.: Neighborhood walking among overweight and obese adults: age variations in barriers and motivators. J. Commun. Health 38(1), 12–22 (2013). doi:10.1007/s10900-012-9592-6
Levine, T.R., Hullett, C.R.: Eta squared, partial eta squared, and misreporting of effect size in communication research. Hum. Commun. Res. 28(4), 612–625 (2002). doi:10.1111/j.1468-2958.2002.tb00828.x
Lewis, P.G., Baldassare, M.: The complexity of public attitudes toward compact development. J. Am. Plan. Assoc. 76(2), 219–237 (2010). doi:10.1080/01944361003646471
Litman, T.: Transportation and public health. Annu. Rev. Public Health (2013). doi:10.1146/annurev-publhealth-031912-114502
Los Angeles County Metropolitan Transportation Authority: First Last Mile Strategic Plan and Planning Guidelines. Metro, Los Angeles, CA (2014)
Marshall, W.E.: An evaluation of livability in creating transit-enriched communities for improved regional benefits. Res. Transp. Bus. Manag. 7, 54–68 (2013). doi:10.1016/j.rtbm.2013.01.002
Miller, H.J., Tribby, C.P., Brown, B.B., Smith, K.R., Werner, C.M., Wolf, J., Wilson, L., Oliveira, M.G.S.: Public transit generates new physical activity: evidence from individual GPS and accelerometer data before and after light rail construction in a neighborhood of Salt Lake City, Utah, USA. Health Place 36, 8–17 (2015). doi:10.1016/j.healthplace.2015.08.005
Mokhtarian, P.L., Papon, F., Goulard, M., Diana, M.: What makes travel pleasant and/or tiring? An investigation based on the French National Travel Survey. Transportation 42(6), 1103–1128 (2015). doi:10.1007/s11116-014-9557-y
Moreland-Russell, S., Eyler, A., Barbero, C., Hipp, J.A., Walsh, H.: Diffusion of complete streets policies across US Communities. J. Public Health Manag. Pract. 19(3 E-SUPPL), S89–S96 (2013)
Olson, C.L.: Comparative robustness of six tests in multivariate analysis of variance. J. Am. Stat. Assoc. 69(348), 894–908 (1974)
Olson, C.L.: On choosing a test statistic in multivariate analysis of variance. Psychol. Bull. 83(4), 579–586 (1976). doi:10.1037/0033-2909.83.4.579
Owen, N., Humpel, N., Leslie, E., Bauman, A., Sallis, J.F.: Understanding environmental influences on walking: review and research agenda. Am. J. Prev. Med. 27(1), 67–76 (2004)
Pillai, K.S.: Upper percentage points of the largest root of a matrix in multivariate analysis. Biometrika 54, 189–194 (1967)
Preston, J.: Demand forecasting for new local rail stations and services. J. Transp. Econ. Policy 25(2), 183–202 (1991)
Richardson, J.T.E.: Eta squared and partial eta squared as measures of effect size in educational research. Educ. Res. Rev. 6(2), 135–147 (2011). doi:10.1016/j.edurev.2010.12.001
Rose, G.: E-bikes and urban transportation: emerging issues and unresolved questions. Transportation 39(1), 81–96 (2012)
Shaheen, S., Rodier, C.J.: Easyconnect: Low-Speed Modes Linked to Transit Planning Project. Institute of Transportation Studies, Berkeley (2008)
Skogan, W.G.: Disorder and Decline: Crime and the Spiral of Decay in American Neighbourhoods. University of California Press, California (1990)
Smart Growth America: National Complete Streets Coalition. Policy Atlas, Ontario (2016)
Springer, N.: Listen up! Planning 73(5), 30–33 (2007)
Suminski, R.R., Heinrich, K.M., Poston, W.S.C., Hyder, M., Pyle, S.: Characteristics of urban sidewalks/streets and objectively measured physical activity. J. Urban Health Bull. N. Y. Acad. Med. 85(2), 178–190 (2008)
Thøgersen, J., Møller, B.: Breaking car use habits: the effectiveness of a free one-month travelcard. Transportation 35(3), 329–345 (2008). doi:10.1007/s11116-008-9160-1
Troiano, R.P., Berrigan, D., Dodd, K.W., Mâsse, L.C., Tilert, T., McDowell, M.: Physical activity in the United States measured by accelerometer. Med. Sci. Sports Exerc. 40(1), 181–188 (2008)
UCLA: Statistical Consulting Group: Statistical Computing Seminars: Repeated Measures Analysis with SPSS (2017). http://www.ats.ucla.edu/stat/spss/seminars/Repeated_Measures/. Accessed 6 Feb 2017
Zainal, N.R., Mohamad, S.: Sustainable mobility through public transport initiatives: the case of Johor Bahru consumers. Malays. J. Consum. Family Econ. 16(1), 67–77 (2013)
Zimmerman, R.: Mass transit infrastructure and urban health. J. Urban Health 82(1), 21–32 (2005). doi:10.1093/jurban/jti005
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The project described was supported (in part) by Grant Number CA157509 from the National Cancer Institute at the National Institutes of Health and the Robert Wood Johnson Foundation.
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BBB: conceptualization, writing, data analysis; WAJ and DT: review and revision and data support.
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Brown, B.B., Jensen, W.A. & Tharp, D. Residents’ expectations for new rail stops: optimistic neighborhood perceptions relate to subsequent transit ridership. Transportation 46, 125–146 (2019). https://doi.org/10.1007/s11116-017-9793-z
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DOI: https://doi.org/10.1007/s11116-017-9793-z

