Technical Papers
Jun 25, 2020

Walkability, Safety, and Housing Values in Shrinking Cities: Spatial Hedonic Study in Buffalo, Pittsburgh, and Detroit

Publication: Journal of Urban Planning and Development
Volume 146, Issue 3

Abstract

The growing market demand for pedestrian and transit-oriented communities can be capitalized into higher housing values and can generate much-needed revenue for shrinking cities. Few studies, however, have examined sufficiently walkability and its economic outcomes, especially for shrinking cities. Using geographically weighted regression (GWR) models, this study examines the impact of neighborhood walkability, measured by Walk Score and an accessibility–walkability index constructed for shrinking cities on property values of single-family and duplex homes in three rust belt shrinking cities—Buffalo (New York), Pittsburgh, and Detroit. The results suggest that, controlling for spatial autocorrelation effects, GWR models perform more robustly than the traditional ordinary least-squares models. The findings showed that the impact of walkability on single and two-family housing sales in these three cities is significant. Our findings highlight the economic premium of safe and pedestrian-oriented communities in the housing market of shrinking cities and provide validated and empirical evidence for policy implications and approaches that help promote more walkable communities for the redevelopment of shrinking cities.

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References

Alonso, W. 1964. Location and land use. Toward a general theory of land rent. Cambridge, MA: Harvard University Press.
Anselin, L. 2013. Vol. 4 of Spatial econometrics: Methods and models. Dordrecht, Netherlands: Springer.
Bajari, P., and C. L. Benkard. 2005. “Demand estimation with heterogeneous consumers and unobserved product characteristics: A hedonic approach.” J. Polit. Econ. 113 (6): 1239–1276. https://doi.org/10.1086/498586.
Bereitschaft, B. 2019. “Neighborhood walkability and housing affordability among US urban areas.” Urban Sci. 3 (1): 11. https://doi.org/10.3390/urbansci3010011.
Breheny, M. J. 1992. Vol. 2 of Sustainable development and urban form. London: Pion.
Brown, B. B., and V. L. Cropper. 2001. “New urban and standard suburban subdivisions: Evaluating psychological and social goals.” J. Am. Plann. Assoc. 67 (4): 402–419. https://doi.org/10.1080/01944360108976249.
Brunsdon, C., A. S. Fotheringham, and M. E. Charlton. 1996. “Geographically weighted regression: A method for exploring spatial nonstationarity.” Geogr. Anal. 28 (4): 281–298. https://doi.org/10.1111/j.1538-4632.1996.tb00936.x.
Burnham, K., and D. Anderson. 2002. Model selection and multimodel inference: A practical information-theoretic approach. Ecological modelling. New York: Springer.
Case, A. C. 1991. “Spatial patterns in household demand.” Econometrica 59 (4): 953–965. https://doi.org/10.2307/2938168.
Chaskin, R. J., and M. L. Joseph. 2013. “‘Positive’ gentrification, social control and the ‘right to the city’ in mixed-income communities: Uses and expectations of space and place.” Int. J. Urban Reg. Res. 37 (2): 480–502. https://doi.org/10.1111/j.1468-2427.2012.01158.x.
City of Detroit. 2018. “GIS Services.” Accessed May 16, 2018. http://www.detroitmi.gov/.
Clemente, O., R. Ewing, S. Handy, R. Brownson, and E. Winston. 2005. Measuring urban design qualities—An illustrated field manual. Princeton, NJ: Robert Wood Johnson Foundation.
Cortright, J. 2009. Walking the walk: How walkability raises home values in US cities. Washington, DC: CEOs for Cities.
Crespo, R., and A. Grêt-Regamey. 2013. “Local hedonic house-price modelling for urban planners: Advantages of using local regression techniques.” Environ. Plann. B 40 (4): 664–682. https://doi.org/10.1068/b38093.
Ewing, R., T. Schmid, R. Killingsworth, A. Zlot, and S. Raudenbush. 2003. “Relationship between urban sprawl and physical activity, obesity, and morbidity.” Am. J. Health Promotion 18 (1): 47–57. https://doi.org/10.4278/0890-1171-18.1.47.
Farr, D. 2011. Sustainable urbanism: Urban design with nature. London: Wiley.
Ferreira, J., Jr., M. Diao, Y. Zhu, W. Li, and S. Jiang. 2010. “Information infrastructure for research collaboration in land use, transportation, and environmental planning.” Transp. Res. Rec. 2183 (1): 85–93. https://doi.org/10.3141/2183-10.
Fotheringham, A. S., C. Brunsdon, and M. Charlton. 2003a. Geographically weighted regression: The analysis of spatially varying relationships. London: Wiley.
Fotheringham, A. S., C. Brunsdon, and M. Charlton. 2003b. GWR 3.0: Software for geographically weighted regression. GWR manual. Maynooth, Ireland: National Centre for Geocomputation, National Univ. of Ireland.
Frank, L. D., J. F. Sallis, T. L. Conway, J. E. Chapman, B. E. Saelens, and W. Bachman. 2006. “Many pathways from land use to health: Associations between neighborhood walkability and active transportation, body mass index, and air quality.” J. Am. Plann. Assoc. 72 (1): 75–87. https://doi.org/10.1080/01944360608976725.
Frey, H. 2003. Designing the city: Towards a more sustainable urban form. London: Taylor & Francis.
Gilderbloom, J. 2014. “Rebel cities: From the right to the city to the urban revolution.” J. Urban Affairs 36 (5): 945–947. https://doi.org/10.1111/juaf.12081.
Gilderbloom, J. I., W. W. Riggs, and W. L. Meares. 2015. “Does walkability matter? An examination of walkability’s impact on housing values, foreclosures and crime.” Cities 42: 13–24. https://doi.org/10.1016/j.cities.2014.08.001.
Habibian, M., and A. Hosseinzadeh. 2018. “Walkability index across trip purposes.” Sustainable Cities Soc. 42: 216–225. https://doi.org/10.1016/j.scs.2018.07.005.
Haig, R. M. 1927. Major economic factors in metropolitan growth and arrangement Regional Survey of New York. New York: Arno Press.
Hollander, J. B. 2011. “Can a city successfully shrink? Evidence from survey data on neighborhood quality.” Urban Affairs Rev. 47 (1): 129–141. https://doi.org/10.1177/1078087410379099.
Hollander, J. B., and J. Németh. 2011. “The bounds of smart decline: A foundational theory for planning shrinking cities.” Hous. Policy Debate 21 (3): 349–367. https://doi.org/10.1080/10511482.2011.585164.
Jenks, M., and N. Dempsey. 2005. Future forms and design for sustainable cities. London: Routledge.
Kim, J., and R. Kaplan. 2004. “Physical and psychological factors in sense of community: New urbanist Kentlands and nearby Orchard Village.” Environ. Behav. 36 (3): 313–340. https://doi.org/10.1177/0013916503260236.
Koschinsky, J., and E. Talen. 2015. “Affordable housing and walkable neighborhoods: A national urban analysis.” Cityscape 17 (2): 13–56.
Lee, C., and A. V. Moudon. 2006. “Correlates of walking for transportation or recreation purposes.” J. Phys. Act. Health 3 (s1): S77–S98. https://doi.org/10.1123/jpah.3.s1.s77.
Leinberger, C. B. 2007. Back to the future: The need for patient equity in real estate development finance. Washington, DC: Brookings Institution.
Leinberger, C. B. 2010. The option of urbanism: Investing in a new American dream. Washington, DC: Island Press.
Levine, J., and Y. Garb. 2002. “Congestion pricing’s conditional promise: Promotion of accessibility or mobility?” Transp. Policy 9 (3): 179–188. https://doi.org/10.1016/S0967-070X(02)00007-0.
Levine, J., A. Inam, and G. W. Torng. 2005. “A choice-based rationale for land use and transportation alternatives: Evidence from Boston and Atlanta.” J. Plann. Educ. Res. 24 (3): 317–330. https://doi.org/10.1177/0739456X04267714.
Levine, J., A. Inam, R. Werbel, and W. Torng. 2002. Land use and transportation alternatives: Constraint or expansion of household choice. MTI Rep. 01-19. San Jose, CA: Mineta Transportation Institute.
Leyden, K. M. 2003. “Social capital and the built environment: The importance of walkable neighborhoods.” Am. J. Public Health 93 (9): 1546–1551. https://doi.org/10.2105/AJPH.93.9.1546.
Li, W., K. Joh, C. Lee, J. H. Kim, H. Park, and A. Woo. 2015. “Assessing benefits of neighborhood walkability to single-family property values: A spatial hedonic study in Austin, Texas.” J. Plann. Educ. Res. 35 (4): 471–488. https://doi.org/10.1177/0739456X15591055.
Litman, T. A. 2003. “Economic value of walkability.” Transp. Res. Rec. 1828 (1): 3–11. https://doi.org/10.3141/1828-01.
Maclennan, D. 1977. “Some thoughts on the nature and purpose of house price studies.” Urban Stud. 14 (1): 59–71. https://doi.org/10.1080/00420987720080061.
Miles, R., and Y. Song. 2009. “‘Good’ neighborhoods in Portland, Oregon: Focus on both social and physical environments.” J. Urban Affairs 31 (4): 491–509. https://doi.org/10.1111/j.1467-9906.2009.00457.x.
Myers, D., and E. Gearin. 2001. “Current preferences and future demand for denser residential environments.” Hous. Policy Debate 12 (4): 633–659. https://doi.org/10.1080/10511482.2001.9521422.
Nakaya, T., S. Fotheringham, M. Charlton, and C. Brunsdon. 2009. “Semiparametric geographically weighted generalised linear modelling in GWR 4.0.” In Proc., 10th Int. Conf. on GeoComputation. Sydney: UNSW.
Owen, N., E. Cerin, E. Leslie, N. Coffee, L. D. Frank, A. E. Bauman, and J. F. Sallis. 2007. “Neighborhood walkability and the walking behavior of Australian adults.” Am. J. Preventive Med. 33 (5): 387–395. https://doi.org/10.1016/j.amepre.2007.07.025.
Pivo, G., and J. D. Fisher. 2011. “The walkability premium in commercial real estate investments.” Real Estate Econ. 39 (2): 185–219. https://doi.org/10.1111/j.1540-6229.2010.00296.x.
Rauterkus, S. Y., and N. Miller. 2011. “Residential land values and walkability.” J. Sustainable Real Estate 3 (1): 23–43.
Rhodes, J., and J. Russo. 2013. “Shrinking ‘smart’?: Urban redevelopment and shrinkage in Youngstown, Ohio.” Urban Geogr. 34 (3): 305–326. https://doi.org/10.1080/02723638.2013.778672.
Rodríguez, D. A., and C. H. Mojica. 2009. “Capitalization of BRT network expansions effects into prices of non-expansion areas.” Transp. Res. Part A 43 (5): 560–571. https://doi.org/10.1016/j.tra.2009.02.003.
Rogers, S. H., J. M. Halstead, K. H. Gardner, and C. H. Carlson. 2011. “Examining walkability and social capital as indicators of quality of life at the municipal and neighborhood scales.” Appl. Res. Qual. Life 6 (2): 201–213. https://doi.org/10.1007/s11482-010-9132-4.
Rosen, S. 1974. “Hedonic prices and implicit markets: Product differentiation in pure competition.” J. Polit. Econ. 82 (1): 34–55. https://doi.org/10.1086/260169.
Sallis, J. F., and K. Glanz. 2006. “The role of built environments in physical activity, eating, and obesity in childhood.” Future Children 16 (1): 89–108. https://doi.org/10.1353/foc.2006.0009.
Schett, S. 2011. “An analysis of shrinking cities.” Urban Ecol. 12: 1–15.
Silverman, R. M., L. Yin, and K. L. Patterson. 2013. “Dawn of the dead city: An exploratory analysis of vacant addresses in Buffalo, NY 2008–2010.” J. Urban Affairs 35 (2): 131–152. https://doi.org/10.1111/j.1467-9906.2012.00627.x.
Sirmans, S., D. Macpherson, and E. Zietz. 2005. “The composition of hedonic pricing models.” J. Real Estate Lit. 13 (1): 1–44.
Sohn, D. W., A. V. Moudon, and J. Lee. 2012. “The economic value of walkable neighborhoods.” Urban Des. Int. 17 (2): 115–128. https://doi.org/10.1057/udi.2012.1.
Song, Y., and G. J. Knaap. 2003. “New urbanism and housing values: A disaggregate assessment.” J. Urban Econ. 54 (2): 218–238. https://doi.org/10.1016/S0094-1190(03)00059-7.
Speck, J. 2013. Walkable city: How downtown can save America, one step at a time. New York: Macmillan.
Talen, E. 2011. “Sprawl retrofit: Sustainable urban form in unsustainable places.” Environ. Plann. B 38 (6): 952–978. https://doi.org/10.1068/b37048.
Talen, E., and J. Koschinsky. 2013. “The walkable neighborhood: A literature review.” Int. J. Sustainable Land Use Urban Plann. 1 (1): 42–63. https://doi.org/10.24102/ijslup.v1i1.211.
Tu, C. C., and M. J. Eppli. 1999. “Valuing new urbanism: The case of Kentlands.” Real Estate Econ. 27 (3): 425–451. https://doi.org/10.1111/1540-6229.00779.
Tu, C. C., and M. J. Eppli. 2001. “An empirical examination of traditional neighborhood development.” Real Estate Econ. 29 (3): 485–501. https://doi.org/10.1111/1080-8620.00019.
Wallace, N. E., and R. A. Meese. 1997. “The construction of residential housing price indices: A comparison of repeat-sales, hedonic-regression, and hybrid approaches.” J. Real Estate Finance Econ. 14 (1–2): 51–73. https://doi.org/10.1023/A:1007715917198.
Wheeler, S. M. 2013. Planning for sustainability: Creating livable, equitable and ecological communities. London: Routledge.
Wood, L., T. Shannon, M. Bulsara, T. Pikora, G. McCormack, and B. Giles-Corti. 2008. “The anatomy of the safe and social suburb: An exploratory study of the built environment, social capital and residents’ perceptions of safety.” Health Place 14 (1): 15–31. https://doi.org/10.1016/j.healthplace.2007.04.004.
Yin, L. 2013. “Assessing walkability in the city of Buffalo: Application of agent-based simulation.” J. Urban Plann. Dev. 139 (3): 166–175. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000147.
Yin, L., K. Patterson, and R. Silverman. 2015. “Walkability and subsidized housing in shrinking U.S. cities: Assessing neighborhood accessibility of subsidized housing.” In Proc., 55th Annual Conf., the Association of Collegiate School of Planning: Examining the Past to Create the Future. Houston: N.p.

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Journal of Urban Planning and Development
Volume 146Issue 3September 2020

History

Received: Sep 27, 2019
Accepted: Mar 24, 2020
Published online: Jun 25, 2020
Published in print: Sep 1, 2020
Discussion open until: Nov 25, 2020

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Associate Professor, School of Architecture and Planning, Univ. at Buffalo, State Univ. of New York, 3435 Main St., Hayes Hall, Buffalo, NY 14214 (corresponding author). Email: [email protected]
Ph.D. Student, School of Architecture and Planning, Univ. at Buffalo, State Univ. of New York, 3435 Main St., Hayes Hall, Buffalo, NY 14214. ORCID: https://orcid.org/0000-0003-2891-0455. Email: [email protected]
Kelly Patterson [email protected]
Associate Professor, School of Social Work, Univ. at Buffalo, State Univ. of New York, 685 Baldy Hall, Buffalo, NY 14260. Email: [email protected]
Professor, School of Architecture and Planning, Univ. at Buffalo, State Univ. of New York, 3435 Main St., Hayes Hall, Buffalo, NY 14214. ORCID: https://orcid.org/0000-0003-2155-7871. Email: [email protected]
Professor, Faculty of Information Engineering, China Univ. of Geosciences, Wuhan 430074, China. Email: [email protected]

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