IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v93y2021ics0966692321001149.html
   My bibliography  Save this article

A methodology to develop a geospatial transportation typology

Author

Listed:
  • Popovich, Natalie
  • Spurlock, C. Anna
  • Needell, Zachary
  • Jin, Ling
  • Wenzel, Tom
  • Sheppard, Colin
  • Asudegi, Mona

Abstract

We introduce a methodology to develop a geo-typology (geotype) that categorizes each location in the United States in terms of their main drivers of transportation demand and supply. We develop the first comprehensive set of geotypes for both urban and rural areas across the entire United States. This typology is designed to facilitate national level modeling of multi-modal transportation system's response to alternative investment strategies differentiated across different types of locations. We develop a two-stage clustering procedure to systematically and quantitatively characterize the ways in which locations across the nation are similar or different with respect to their potential response to investment strategies of interest. First, we cluster all 73,057 census tracts, using factor analysis and the CLARA clustering algorithm into “microtypes” based on their street network and economic characteristics. Then we cluster regions (core-basic statistical areas and counties) into “geotypes” using PAM clustering according to their commute configurations, polycentricity and density. The resulting set captures both local and regional variation. These microtypes and geotypes are comparable across all locations, enabling a national level perspective, while maintaining sufficient heterogeneity to support a variety of transportation analyses capturing critical geographic variation.

Suggested Citation

  • Popovich, Natalie & Spurlock, C. Anna & Needell, Zachary & Jin, Ling & Wenzel, Tom & Sheppard, Colin & Asudegi, Mona, 2021. "A methodology to develop a geospatial transportation typology," Journal of Transport Geography, Elsevier, vol. 93(C).
    • Handle: RePEc:eee:jotrge:v:93:y:2021:i:c:s0966692321001149
    DOI: 10.1016/j.jtrangeo.2021.103061
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692321001149
    Download Restriction: no
    File URL: https://libkey.io/10.1016/j.jtrangeo.2021.103061?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Alex Anas & Richard Arnott & Kenneth A. Small, 1998. "Urban Spatial Structure," Journal of Economic Literature, American Economic Association, vol. 36(3), pages 1426-1464, September.
    2. Patricia L. Mokhtarian & Michael N. Bagley, 2002. "The impact of residential neighborhood type on travel behavior: A structural equations modeling approach," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 36(2), pages 279-297.
    3. Lowe, Chris & Stanley, John & Stanley, Janet, 2018. "A broader perspective on social outcomes in transport," Research in Transportation Economics, Elsevier, vol. 69(C), pages 482-488.
    4. Bagley, Michael N. & Mokhtarian, Patricia L. & Kitamura, Ryuichi, 2002. "A Methodology for the Disaggregate, Multidimensional Measurement of Residential Neighbourhood Type," University of California Transportation Center, Working Papers qt4g44z01p, University of California Transportation Center.
    5. Bagley, Michael N & Mokhtarian, Patricia L & Kitamura, Ryuichi, 2001. "A Methodology for the Disaggregate, Multidimensional Measurement of Residential Neighbourhood Type," University of California Transportation Center, Working Papers qt2n28929q, University of California Transportation Center.
    6. Elizabeth C. Delmelle, 2016. "Mapping the DNA of Urban Neighborhoods: Clustering Longitudinal Sequences of Neighborhood Socioeconomic Change," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 106(1), pages 36-56, January.
    7. Giuliano, Genevieve & Small, Kenneth A., 1999. "The Determinants of Growth of Employment Subcenters," University of California Transportation Center, Working Papers qt06n534j0, University of California Transportation Center.
    8. Somwrita Sarkar & Hao Wu & David M Levinson, 2020. "Measuring polycentricity via network flows, spatial interaction and percolation," Urban Studies, Urban Studies Journal Limited, vol. 57(12), pages 2402-2422, September.
    9. Boarnet, Marlon G. & Hsu, Hsin-Ping, 2015. "The gender gap in non-work travel: The relative roles of income earning potential and land use," Journal of Urban Economics, Elsevier, vol. 86(C), pages 111-127.
    10. Titan Alon & Matthias Doepke & Jane Olmstead-Rumsey & Michèle Tertilt, 2020. "The Impact of COVID-19 on Gender Equality," CRC TR 224 Discussion Paper Series crctr224_2020_163, University of Bonn and University of Mannheim, Germany.
    11. Craig, Steven G. & Ng, Pin T., 2001. "Using Quantile Smoothing Splines to Identify Employment Subcenters in a Multicentric Urban Area," Journal of Urban Economics, Elsevier, vol. 49(1), pages 100-120, January.
    12. Lambert van der Laan, 1998. "Changing Urban Systems: An Empirical Analysis at Two Spatial Levels," Regional Studies, Taylor & Francis Journals, vol. 32(3), pages 235-247.
    13. Michael N. Bagley & Patricia L. Mokhtarian & Ryuichi Kitamura, 2002. "A Methodology for the Disaggregate, Multidimensional Measurement of Residential Neighbourhood Type," Urban Studies, Urban Studies Journal Limited, vol. 39(4), pages 689-704, April.
    14. Nilsson, Isabelle & Delmelle, Elizabeth, 2018. "Transit investments and neighborhood change: On the likelihood of change," Journal of Transport Geography, Elsevier, vol. 66(C), pages 167-179.
    15. Andrés Fielbaum & Sergio Jara-Diaz & Antonio Gschwender, 2017. "A Parametric Description of Cities for the Normative Analysis of Transport Systems," Networks and Spatial Economics, Springer, vol. 17(2), pages 343-365, June.
    16. Erick Guerra & Robert Cervero, 2011. "Cost of a Ride," Journal of the American Planning Association, Taylor & Francis Journals, vol. 77(3), pages 267-290.
    17. McDonald, John F., 1987. "The identification of urban employment subcenters," Journal of Urban Economics, Elsevier, vol. 21(2), pages 242-258, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kuo, Pei-Fen & Brawiswa Putra, I Gede & Setiawan, Faizal Azmi & Wen, Tzai-Hung & Chiu, Chui-Sheng & Sulistyah, Umroh Dian, 2022. "The impact of the COVID-19 pandemic on O-D flow and airport networks in the origin country and in Northeast Asia," Journal of Air Transport Management, Elsevier, vol. 100(C).
    2. Kabirigi, Michel & Hermans, Frans & Sun, Zhanli & Gaidashova, Svetlana V. & McCampbell, Mariette & Adewopo, Julius B. & Schut, Marc, 2024. "Using farm typology to understand banana Xanthomonas wilt management in Rwanda," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 96(1).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Boarnet, Marlon G. & Hong, Andy & Santiago-Bartolomei, Raul, 2017. "Urban spatial structure, employment subcenters, and freight travel," Journal of Transport Geography, Elsevier, vol. 60(C), pages 267-276.
    2. Kees Maat & Paul de Vries, 2006. "The Influence of the Residential Environment on Green-Space Travel: Testing the Compensation Hypothesis," Environment and Planning A, , vol. 38(11), pages 2111-2127, November.
    3. Jacques, Cynthia & Ahmed M. El-Geneidy, Ahmed M. El-Geneidy, 2014. "Does travel behavior matter in defining urban form? A quantitative analysis characterizing distinct areas within a region," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 7(1), pages 1-14.
    4. Schwanen, Tim & Mokhtarian, Patricia L., 1998. "Does Dissonance Between Desired and Current Residential Neighbourhood Type Affect Individual Travel Behaviour? An Empirical Assessment From the San Francisco Bay Area," University of California Transportation Center, Working Papers qt26k8w6xf, University of California Transportation Center.
    5. Frederic Gilli, 2009. "Sprawl or Reagglomeration? The Dynamics of Employment Deconcentration and Industrial Transformation in Greater Paris," Urban Studies, Urban Studies Journal Limited, vol. 46(7), pages 1385-1420, June.
    6. McMillen, Daniel P. & Smith, Stefani C., 2003. "The number of subcenters in large urban areas," Journal of Urban Economics, Elsevier, vol. 53(3), pages 321-338, May.
    7. Vicente Romero de à vila Serrano, 2019. "The Intrametropolitan Geography of Knowledge-Intensive Business Services (KIBS): A Comparative Analysis of Six European and U.S. City-Regions," Economic Development Quarterly, , vol. 33(4), pages 279-295, November.
    8. Miguel Angel Garcia Lopez & Ivan Muñiz Olivera, 2005. "Employment descentralisation: polycentric compaction or sprawl? The case of the Barcelona Metropolitan Region 1986-1996," Working Papers wpdea0511, Department of Applied Economics at Universitat Autonoma of Barcelona.
    9. Ajay Agarwal & Genevieve Giuliano & Christian Redfearn, 2012. "Strangers in our midst: the usefulness of exploring polycentricity," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 48(2), pages 433-450, April.
    10. Paolo Veneri, 2010. "Urban Polycentricity and the Costs of Commuting: Evidence from Italian Metropolitan Areas," Growth and Change, Wiley Blackwell, vol. 41(3), pages 403-429, September.
    11. Zhen Liu & Shenghe Liu, 2018. "Polycentric Development and the Role of Urban Polycentric Planning in China’s Mega Cities: An Examination of Beijing’s Metropolitan Area," Sustainability, MDPI, vol. 10(5), pages 1-14, May.
    12. Robert Manduca, 2021. "The spatial structure of US metropolitan employment: New insights from administrative data," Environment and Planning B, , vol. 48(5), pages 1357-1372, June.
    13. Cho, Eun Joo & Rodriguez, Daniel & Song, Yan, 2008. "The Role of Employment Subcenters in Residential Location Decisions," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 1(2), pages 121-151.
    14. Circella, Giovanni & Alemi, Farzad & Tiedeman, Kate & Berliner, Rosaria M & Lee, Yongsung & Fulton, Lew & Mokhtarian, Patricia L & Handy , Susan, 2017. "What Affects Millennials’ Mobility? PART II: The Impact of Residential Location, Individual Preferences and Lifestyles on Young Adults’ Travel Behavior in California," Institute of Transportation Studies, Working Paper Series qt5kc117kj, Institute of Transportation Studies, UC Davis.
    15. Bumsoo Lee, 2006. "'Edge' or 'Edgeless Cities'? Urban Spatial Structure in US Metropolitan Areas, 1980 to 2000," Working Paper 8574, USC Lusk Center for Real Estate.
    16. Jia Guo & Tao Feng & Harry J. P. Timmermans, 2020. "Modeling co-dependent choice of workplace, residence and commuting mode using an error component mixed logit model," Transportation, Springer, vol. 47(2), pages 911-933, April.
    17. Garcia-López, Miquel-Àngel & Hémet, Camille & Viladecans-Marsal, Elisabet, 2017. "Next train to the polycentric city: The effect of railroads on subcenter formation," Regional Science and Urban Economics, Elsevier, vol. 67(C), pages 50-63.
    18. Cats, Oded & Wang, Qian & Zhao, Yu, 2015. "Identification and classification of public transport activity centres in Stockholm using passenger flows data," Journal of Transport Geography, Elsevier, vol. 48(C), pages 10-22.
    19. Timothy F. Leslie, 2010. "Identification and Differentiation of Urban Centers in Phoenix Through a Multi-Criteria Kernel-Density Approach," International Regional Science Review, , vol. 33(2), pages 205-235, April.
    20. Blanca Arellano & Montserrat Moix & Josep Roca, 2011. "Towards a New Methodology to evaluate the Urban structure of the Metropolitan Systems; Chicago and Barcelona Metropolitan Areas as Examples," ERSA conference papers ersa11p1779, European Regional Science Association.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:93:y:2021:i:c:s0966692321001149. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.