Spatial Access of America: Multiple indicators of accessibility to opportunities

Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people’s access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset con...

Full description

Saved in:
Bibliographic Details
Published in:Scientific data Vol. 12; no. 1; pp. 1223 - 13
Main Authors: Verma, Rajat, Mittal, Shagun, Ukkusuri, Satish V.
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 15.07.2025
Nature Publishing Group
Nature Portfolio
Subjects:
ISSN:2052-4463, 2052-4463
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people’s access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset containing values of spatial accessibility measured by combinations of multiple metrics, travel modes, types of opportunity (including jobs and amenities like schools, hospitals, and electric vehicle charging stations), and travel time thresholds. This includes both cumulative opportunities types of measures as well as competition metrics. A total of 600 accessibility values are computed for each zone at three administrative levels for the 50 most populous urban areas of the United States. Additionally, the dataset also includes the travel time matrix files for each of these urban areas by three travel modes – driving, walking, and bicycling – to facilitate self-validation. Further, comparisons with similar travel time and accessibility datasets show a high degree of similarity with our dataset.
AbstractList Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people’s access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset containing values of spatial accessibility measured by combinations of multiple metrics, travel modes, types of opportunity (including jobs and amenities like schools, hospitals, and electric vehicle charging stations), and travel time thresholds. This includes both cumulative opportunities types of measures as well as competition metrics. A total of 600 accessibility values are computed for each zone at three administrative levels for the 50 most populous urban areas of the United States. Additionally, the dataset also includes the travel time matrix files for each of these urban areas by three travel modes – driving, walking, and bicycling – to facilitate self-validation. Further, comparisons with similar travel time and accessibility datasets show a high degree of similarity with our dataset.
Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people's access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset containing values of spatial accessibility measured by combinations of multiple metrics, travel modes, types of opportunity (including jobs and amenities like schools, hospitals, and electric vehicle charging stations), and travel time thresholds. This includes both cumulative opportunities types of measures as well as competition metrics. A total of 600 accessibility values are computed for each zone at three administrative levels for the 50 most populous urban areas of the United States. Additionally, the dataset also includes the travel time matrix files for each of these urban areas by three travel modes - driving, walking, and bicycling - to facilitate self-validation. Further, comparisons with similar travel time and accessibility datasets show a high degree of similarity with our dataset.Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people's access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset containing values of spatial accessibility measured by combinations of multiple metrics, travel modes, types of opportunity (including jobs and amenities like schools, hospitals, and electric vehicle charging stations), and travel time thresholds. This includes both cumulative opportunities types of measures as well as competition metrics. A total of 600 accessibility values are computed for each zone at three administrative levels for the 50 most populous urban areas of the United States. Additionally, the dataset also includes the travel time matrix files for each of these urban areas by three travel modes - driving, walking, and bicycling - to facilitate self-validation. Further, comparisons with similar travel time and accessibility datasets show a high degree of similarity with our dataset.
Abstract Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people’s access to places, but publicly available large-scale datasets are rare and limited. This paper presents a highly parametric dataset containing values of spatial accessibility measured by combinations of multiple metrics, travel modes, types of opportunity (including jobs and amenities like schools, hospitals, and electric vehicle charging stations), and travel time thresholds. This includes both cumulative opportunities types of measures as well as competition metrics. A total of 600 accessibility values are computed for each zone at three administrative levels for the 50 most populous urban areas of the United States. Additionally, the dataset also includes the travel time matrix files for each of these urban areas by three travel modes – driving, walking, and bicycling – to facilitate self-validation. Further, comparisons with similar travel time and accessibility datasets show a high degree of similarity with our dataset.
ArticleNumber 1223
Author Mittal, Shagun
Verma, Rajat
Ukkusuri, Satish V.
Author_xml – sequence: 1
  givenname: Rajat
  orcidid: 0000-0002-2273-8706
  surname: Verma
  fullname: Verma, Rajat
  organization: Lyles School of Civil and Construction Engineering, Purdue University
– sequence: 2
  givenname: Shagun
  orcidid: 0000-0003-2195-7197
  surname: Mittal
  fullname: Mittal, Shagun
  organization: Lyles School of Civil and Construction Engineering, Purdue University
– sequence: 3
  givenname: Satish V.
  surname: Ukkusuri
  fullname: Ukkusuri, Satish V.
  email: sukkusur@purdue.edu
  organization: Lyles School of Civil and Construction Engineering, Purdue University
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40659661$$D View this record in MEDLINE/PubMed
BookMark eNp9kstu1TAQhi1URC_0BVigSGzYBMaXJA4bdFRBqVTUSsDacpzxwUc5cbCdSn173KSUlgUrWzPf_DMe_8fkYPQjEvKKwjsKXL6PglZtUwKrSqiEgFI-I0cMKlYKUfODR_dDchrjDgAoF1A18IIcCqirtq7pEbn-Nunk9FBsjMEYC2-LzR6DM_pD8XUekpsGLNzY50DyYcnrhXSdG1y6LZIv_DT5kObRJYfxJXlu9RDx9P48IT8-f_p-9qW8vDq_ONtclka0IpWsF52mPYLpewONtk0lm6ZjTFpeWa5B2LprBRiKXHBgXErWcSPAtjWCtfyEXKy6vdc7NQW31-FWee3UEvBhq3RIzgyoeK01b1nNLcuynZaaWYkGEWlHq05krY-r1jR3e-wNjino4Yno08zofqqtv1GUsTov9k7h7b1C8L9mjEntXTQ4DHpEP0fFWX4D5axpM_rmH3Tn5zDmXS0UUCEFy9TrxyM9zPLn5zLAVsAEH2NA-4BQUHcOUatDVHaIWhyiZC7ia1HM8LjF8Lf3f6p-A7jbvaY
Cites_doi 10.13020/am7b-3n80
10.1016/j.healthplace.2009.06.002
10.1016/j.jtrangeo.2012.03.016
10.1016/j.jtrangeo.2003.10.005
10.1016/j.progress.2010.05.001
10.1016/j.jtrangeo.2017.08.009
10.2307/213456
10.3390/ijerph15092051
10.1038/s43588-021-00160-6
10.1016/j.trip.2024.101072
10.1016/j.jtrangeo.2013.03.005
10.1038/s41597-023-02890-w
10.1080/13658816.2011.624987
10.1016/j.jtrangeo.2023.103530
10.3390/app14177713
10.3390/ijgi12070288
10.1007/s11116-014-9557-y
10.1371/journal.pone.0159148
10.5334/bbf.c
10.48088/ejg.a.bar.13.2.127.138
10.1016/j.healthplace.2013.07.012
10.1068/b3602ed
10.1016/B978-0-12-814818-1.00002-0
10.1287/trsc.2014.0579
10.1016/j.jtrangeo.2012.06.014
10.1016/j.trd.2021.102813
10.1038/s41597-020-00619-7
10.1016/j.jtrangeo.2023.103711
10.1016/S1353-8292(02)00067-9
10.1049/itr2.12564
10.1038/s41597-024-03689-z
10.1068/b29120
10.3141/2653-06
10.1016/j.jtrangeo.2014.12.006
10.1177/0309133307083294
10.1016/j.urbmob.2022.100019
10.1080/13658816.2019.1591415
10.1016/j.jtrangeo.2014.02.001
10.6084/m9.figshare.28330463
10.1080/13658816.2011.574140
10.1016/j.jtrangeo.2022.103500
10.1145/2093973.2094062
10.1016/j.jtrangeo.2019.06.003
10.1177/0160017610387296
10.1371/journal.pone.0180698
10.1016/j.jtrangeo.2016.03.004
10.1016/j.rser.2024.114825
10.1016/j.scs.2020.102680
10.1016/j.jtrangeo.2024.104061
10.1016/j.jtrangeo.2022.103508
10.1007/s10109-022-00382-w
10.1068/a291175
10.1016/j.jtrangeo.2023.103552
10.1080/00045608.2012.657146
10.5281/zenodo.7060438
10.11648/j.ajhr.20241205.11
ContentType Journal Article
Copyright The Author(s) 2025
2025. The Author(s).
The Author(s) 2025. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
The Author(s) 2025 2025
Copyright_xml – notice: The Author(s) 2025
– notice: 2025. The Author(s).
– notice: The Author(s) 2025. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: The Author(s) 2025 2025
DBID C6C
AAYXX
CITATION
NPM
3V.
7X7
7XB
88E
8FE
8FH
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BBNVY
BENPR
BHPHI
CCPQU
DWQXO
FYUFA
GHDGH
GNUQQ
HCIFZ
K9.
LK8
M0S
M1P
M7P
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.1038/s41597-025-05440-8
DatabaseName Springer Nature OA Free Journals
CrossRef
PubMed
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Natural Science Collection
ProQuest Hospital Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Natural Science Collection
ProQuest One Community College
ProQuest Central Korea
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Biological Sciences
ProQuest Health & Medical Collection
Medical Database
Biological Science Database
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
PubMed
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
Natural Science Collection
ProQuest Central Korea
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
Biological Science Database
ProQuest SciTech Collection
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList
PubMed

MEDLINE - Academic

Publicly Available Content Database
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
EISSN 2052-4463
EndPage 13
ExternalDocumentID oai_doaj_org_article_36aa39263f204fba8a2f8eceee1b15b4
PMC12260004
40659661
10_1038_s41597_025_05440_8
Genre Journal Article
GeographicLocations United States--US
GeographicLocations_xml – name: United States--US
GrantInformation_xml – fundername: Joint Transportation Research Program, West Lafayette, IN
GroupedDBID 0R~
53G
5VS
7X7
88E
8FE
8FH
8FI
8FJ
AAJSJ
AASML
ABUWG
ACGFS
ACSFO
ADBBV
ADRAZ
AFKRA
AGHDO
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BBNVY
BCNDV
BENPR
BHPHI
BPHCQ
BVXVI
C6C
CCPQU
DIK
EBLON
EBS
EJD
FYUFA
GROUPED_DOAJ
HCIFZ
HMCUK
HYE
KQ8
LK8
M1P
M7P
M~E
NAO
OK1
PGMZT
PHGZM
PHGZT
PIMPY
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
RNT
RNTTT
RPM
SNYQT
UKHRP
AAYXX
AFFHD
CITATION
PJZUB
NPM
3V.
7XB
8FK
AZQEC
DWQXO
GNUQQ
K9.
M48
PKEHL
PQEST
PQUKI
PRINS
7X8
PUEGO
5PM
ID FETCH-LOGICAL-c494t-2d4ba1de0cddc07af75877b228f35f3a04f6b940c1e343023882b3c40f96e0ff3
IEDL.DBID DOA
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001528621600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2052-4463
IngestDate Fri Oct 03 12:36:12 EDT 2025
Tue Nov 04 02:04:01 EST 2025
Tue Aug 26 08:54:07 EDT 2025
Sat Nov 29 14:35:16 EST 2025
Fri Jul 18 01:41:24 EDT 2025
Sat Nov 29 07:34:29 EST 2025
Tue Jul 15 01:10:26 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License 2025. The Author(s).
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c494t-2d4ba1de0cddc07af75877b228f35f3a04f6b940c1e343023882b3c40f96e0ff3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ORCID 0000-0002-2273-8706
0000-0003-2195-7197
OpenAccessLink https://doaj.org/article/36aa39263f204fba8a2f8eceee1b15b4
PMID 40659661
PQID 3230014842
PQPubID 2041912
PageCount 13
ParticipantIDs doaj_primary_oai_doaj_org_article_36aa39263f204fba8a2f8eceee1b15b4
pubmedcentral_primary_oai_pubmedcentral_nih_gov_12260004
proquest_miscellaneous_3230213279
proquest_journals_3230014842
pubmed_primary_40659661
crossref_primary_10_1038_s41597_025_05440_8
springer_journals_10_1038_s41597_025_05440_8
PublicationCentury 2000
PublicationDate 2025-07-15
PublicationDateYYYYMMDD 2025-07-15
PublicationDate_xml – month: 07
  year: 2025
  text: 2025-07-15
  day: 15
PublicationDecade 2020
PublicationPlace London
PublicationPlace_xml – name: London
– name: England
PublicationTitle Scientific data
PublicationTitleAbbrev Sci Data
PublicationTitleAlternate Sci Data
PublicationYear 2025
Publisher Nature Publishing Group UK
Nature Publishing Group
Nature Portfolio
Publisher_xml – name: Nature Publishing Group UK
– name: Nature Publishing Group
– name: Nature Portfolio
References JR Verduzco Torres (5440_CR28) 2024; 11
A Reggiani (5440_CR41) 2011; 34
KT Geurs (5440_CR2) 2004; 12
C Fink (5440_CR34) 2024; 11
B Kapatsila (5440_CR5) 2023; 107
F Wang (5440_CR48) 2012; 102
G Falchetta (5440_CR32) 2021; 94
5440_CR38
D Delling (5440_CR59) 2017; 51
F Soltani Mandolakani (5440_CR14) 2024; 24
J Lucas Albuquerque-Oliveira (5440_CR15) 2024; 179
T Neutens (5440_CR17) 2015; 43
5440_CR35
W Luo (5440_CR45) 2003; 30
A Bartzokas-Tsiompras (5440_CR57) 2022; 13
5440_CR62
5440_CR60
LA Merlin (5440_CR47) 2017; 64
GJ Carlton (5440_CR31) 2022; 2
W Luo (5440_CR49) 2009; 15
R Hosseini (5440_CR63) 2023; 12
5440_CR3
5440_CR4
M Langford (5440_CR8) 2012; 26
N Wan (5440_CR52) 2012; 26
5440_CR29
F Xu (5440_CR42) 2021; 1
AJ Yeganeh (5440_CR27) 2018; 11
C Fink (5440_CR64) 2022
5440_CR23
C Barrington-Leigh (5440_CR56) 2017; 12
MW Conway (5440_CR65) 2017; 2653
5440_CR20
G Boisjoly (5440_CR24) 2016; 52
R Javanmard (5440_CR67) 2023; 106
5440_CR51
R Verma (5440_CR61) 2025; 122
AD Slovic (5440_CR26) 2019; 78
M Batty (5440_CR22) 2009; 36
M Halás (5440_CR39) 2014; 35
C Curtis (5440_CR11) 2010; 74
J Cheng (5440_CR25) 2013; 30
PL Mokhtarian (5440_CR36) 2015; 42
M Langford (5440_CR9) 2012; 25
RB Nsiah (5440_CR18) 2024; 12
5440_CR58
5440_CR13
5440_CR55
5440_CR54
M Šveda (5440_CR37) 2023; 107
B Arslangulova (5440_CR19) 2024; 18
F Orsi (5440_CR30) 2021; 66
L Liu (5440_CR16) 2023; 25
H Suprayitno (5440_CR43) 2018; 4
SJ Dark (5440_CR66) 2007; 31
A Páez (5440_CR1) 2012; 25
X Chen (5440_CR7) 2019; 33
AM Varghese (5440_CR33) 2024; 206
5440_CR46
PL Delamater (5440_CR50) 2013; 24
BE Newling (5440_CR40) 1969; 59
SL Handy (5440_CR21) 1997; 29
LEAde Melo (5440_CR44) 2023; 112
S Sun (5440_CR53) 2024; 14
W Luo (5440_CR10) 2004; 10
B Klar (5440_CR6) 2023; 106
E Papa (5440_CR12) 2016; 9
References_xml – ident: 5440_CR29
  doi: 10.13020/am7b-3n80
– volume: 15
  start-page: 1100
  year: 2009
  ident: 5440_CR49
  publication-title: Health and Place
  doi: 10.1016/j.healthplace.2009.06.002
– volume: 25
  start-page: 141
  year: 2012
  ident: 5440_CR1
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2012.03.016
– volume: 9
  start-page: 57
  year: 2016
  ident: 5440_CR12
  publication-title: Journal of Transport and Land Use
– volume: 12
  start-page: 127
  year: 2004
  ident: 5440_CR2
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2003.10.005
– volume: 74
  start-page: 53
  year: 2010
  ident: 5440_CR11
  publication-title: Progress in Planning
  doi: 10.1016/j.progress.2010.05.001
– volume: 64
  start-page: 77
  year: 2017
  ident: 5440_CR47
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2017.08.009
– volume: 59
  start-page: 242
  year: 1969
  ident: 5440_CR40
  publication-title: Geographical Review
  doi: 10.2307/213456
– ident: 5440_CR38
  doi: 10.3390/ijerph15092051
– volume: 1
  start-page: 791
  year: 2021
  ident: 5440_CR42
  publication-title: Nature Computational Science
  doi: 10.1038/s43588-021-00160-6
– volume: 24
  start-page: 101072
  year: 2024
  ident: 5440_CR14
  publication-title: Transportation Research Interdisciplinary Perspectives
  doi: 10.1016/j.trip.2024.101072
– volume: 30
  start-page: 100
  year: 2013
  ident: 5440_CR25
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2013.03.005
– volume: 11
  year: 2024
  ident: 5440_CR28
  publication-title: Sci Data
  doi: 10.1038/s41597-023-02890-w
– volume: 26
  start-page: 1073
  year: 2012
  ident: 5440_CR52
  publication-title: International Journal of Geographical Information Science
  doi: 10.1080/13658816.2011.624987
– volume: 107
  start-page: 103530
  year: 2023
  ident: 5440_CR5
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2023.103530
– volume: 14
  start-page: 7713
  year: 2024
  ident: 5440_CR53
  publication-title: Applied Sciences
  doi: 10.3390/app14177713
– volume: 12
  start-page: 288
  year: 2023
  ident: 5440_CR63
  publication-title: ISPRS International Journal of Geo-Information
  doi: 10.3390/ijgi12070288
– volume: 42
  start-page: 1103
  year: 2015
  ident: 5440_CR36
  publication-title: Transportation
  doi: 10.1007/s11116-014-9557-y
– ident: 5440_CR51
  doi: 10.1371/journal.pone.0159148
– ident: 5440_CR58
  doi: 10.5334/bbf.c
– volume: 13
  start-page: 127
  year: 2022
  ident: 5440_CR57
  publication-title: European Journal of Geography
  doi: 10.48088/ejg.a.bar.13.2.127.138
– volume: 24
  start-page: 30
  year: 2013
  ident: 5440_CR50
  publication-title: Health and Place
  doi: 10.1016/j.healthplace.2013.07.012
– volume: 36
  start-page: 191
  year: 2009
  ident: 5440_CR22
  publication-title: Environ Plann B Plann Des
  doi: 10.1068/b3602ed
– ident: 5440_CR13
  doi: 10.1016/B978-0-12-814818-1.00002-0
– volume: 51
  start-page: 566
  year: 2017
  ident: 5440_CR59
  publication-title: Transportation Science
  doi: 10.1287/trsc.2014.0579
– volume: 25
  start-page: 1
  year: 2012
  ident: 5440_CR9
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2012.06.014
– volume: 94
  start-page: 102813
  year: 2021
  ident: 5440_CR32
  publication-title: Transportation Research Part D: Transport and Environment
  doi: 10.1016/j.trd.2021.102813
– ident: 5440_CR23
– ident: 5440_CR20
  doi: 10.1038/s41597-020-00619-7
– ident: 5440_CR4
– volume: 11
  start-page: 1039
  year: 2018
  ident: 5440_CR27
  publication-title: Journal of Transport and Land Use
– ident: 5440_CR54
– volume: 179
  start-page: 103916
  year: 2024
  ident: 5440_CR15
  publication-title: Transportation Research Part A: Policy and Practice
– ident: 5440_CR35
– ident: 5440_CR60
– volume: 112
  start-page: 103711
  year: 2023
  ident: 5440_CR44
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2023.103711
– volume: 10
  start-page: 1
  year: 2004
  ident: 5440_CR10
  publication-title: Health and Place
  doi: 10.1016/S1353-8292(02)00067-9
– volume: 18
  start-page: 3058
  year: 2024
  ident: 5440_CR19
  publication-title: IET Intelligent Transport Systems
  doi: 10.1049/itr2.12564
– volume: 11
  year: 2024
  ident: 5440_CR34
  publication-title: Sci Data
  doi: 10.1038/s41597-024-03689-z
– volume: 30
  start-page: 865
  year: 2003
  ident: 5440_CR45
  publication-title: Environment and Planning B: Planning and Design
  doi: 10.1068/b29120
– volume: 2653
  start-page: 45
  year: 2017
  ident: 5440_CR65
  publication-title: Transportation Research Record
  doi: 10.3141/2653-06
– volume: 43
  start-page: 14
  year: 2015
  ident: 5440_CR17
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2014.12.006
– volume: 31
  start-page: 471
  year: 2007
  ident: 5440_CR66
  publication-title: Progress in physical geography
  doi: 10.1177/0309133307083294
– volume: 2
  start-page: 100019
  year: 2022
  ident: 5440_CR31
  publication-title: Journal of Urban Mobility
  doi: 10.1016/j.urbmob.2022.100019
– volume: 33
  start-page: 1739
  year: 2019
  ident: 5440_CR7
  publication-title: International Journal of Geographical Information Science
  doi: 10.1080/13658816.2019.1591415
– volume: 35
  start-page: 107
  year: 2014
  ident: 5440_CR39
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2014.02.001
– ident: 5440_CR62
  doi: 10.6084/m9.figshare.28330463
– ident: 5440_CR3
– volume: 26
  start-page: 193
  year: 2012
  ident: 5440_CR8
  publication-title: International Journal of Geographical Information Science
  doi: 10.1080/13658816.2011.574140
– volume: 106
  start-page: 103500
  year: 2023
  ident: 5440_CR67
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2022.103500
– ident: 5440_CR55
  doi: 10.1145/2093973.2094062
– volume: 78
  start-page: 181
  year: 2019
  ident: 5440_CR26
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2019.06.003
– volume: 4
  start-page: 2337
  year: 2018
  ident: 5440_CR43
  publication-title: IPTEK The Journal of Engineering
– volume: 34
  start-page: 230
  year: 2011
  ident: 5440_CR41
  publication-title: International Regional Science Review
  doi: 10.1177/0160017610387296
– volume: 12
  start-page: e0180698
  year: 2017
  ident: 5440_CR56
  publication-title: PloS one
  doi: 10.1371/journal.pone.0180698
– volume: 52
  start-page: 73
  year: 2016
  ident: 5440_CR24
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2016.03.004
– volume: 206
  start-page: 114825
  year: 2024
  ident: 5440_CR33
  publication-title: Renewable and Sustainable Energy Reviews
  doi: 10.1016/j.rser.2024.114825
– volume: 66
  year: 2021
  ident: 5440_CR30
  publication-title: Sustainable Cities and Society
  doi: 10.1016/j.scs.2020.102680
– volume: 122
  start-page: 104061
  year: 2025
  ident: 5440_CR61
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2024.104061
– volume: 106
  start-page: 103508
  year: 2023
  ident: 5440_CR6
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2022.103508
– ident: 5440_CR46
– volume: 25
  start-page: 429
  year: 2023
  ident: 5440_CR16
  publication-title: J Geogr Syst
  doi: 10.1007/s10109-022-00382-w
– volume: 29
  start-page: 1175
  year: 1997
  ident: 5440_CR21
  publication-title: Environment and Planning A
  doi: 10.1068/a291175
– volume: 107
  start-page: 103552
  year: 2023
  ident: 5440_CR37
  publication-title: Journal of Transport Geography
  doi: 10.1016/j.jtrangeo.2023.103552
– volume: 102
  start-page: 1104
  year: 2012
  ident: 5440_CR48
  publication-title: Annals of the Association of American Geographers
  doi: 10.1080/00045608.2012.657146
– year: 2022
  ident: 5440_CR64
  doi: 10.5281/zenodo.7060438
– volume: 12
  start-page: 110
  year: 2024
  ident: 5440_CR18
  publication-title: Am. J. Health Res.
  doi: 10.11648/j.ajhr.20241205.11
SSID ssj0001340570
Score 2.3402557
Snippet Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing...
Abstract Spatial measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
springer
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Publisher
StartPage 1223
SubjectTerms 639/166/986
706/2808
706/689/159
Censuses
Competition
Data Descriptor
Datasets
Humanities and Social Sciences
Infrastructure
multidisciplinary
Science
Science (multidisciplinary)
Urban areas
Urban planning
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lj9MwELagy4ELsDwDCzISBxBY6_iROFwQi3bFAaoKgbQ3y3bspZek27Qr8e_xOG6r8rpwjUfKODNjf_ZMvkHoRRUqakN0XicbToQ0gZjSSMKrqm0sd16GxDP7qZ5O1fl5M8sXbkMuq9ysiWmhbnsHd-THPGJluP0S7N3ikkDXKMiu5hYa19EBMJWJCTo4OZ3OvuxuWTgAEpr_lqFcHQ9xxwICUiZJRCuCErW3IyXi_j-hzd-LJn_JnKYN6ez2_07lDrqVoSh-P_rOIbrmu7voMAf7gF9mRupX99AMGhfPQTa1V8R9wDnT8xZ_zhWJGJLfDo7wadwkybH09gde9bhfANJfd4nB9T76dnb69cNHklsxECcasSKsFdaUraeubR2tTYjHjLq2jKnAZeCGilDZRlBXei6gD1EE7tHSgoam8jQE_gBNur7zjxBWLaUuop7GQqsTqZRzlIbWOkZlaIUo0OuNOfRiZNzQKVPOlR6Np6PxdDKeVgU6AYttJYEtOz3olxc6B5_mlTERB1Y8sKioNcqwoHyEB760pbTxlUcbQ-kcwoPeWalAz7fDMfggo2I6369HGRbP83VToIeje2w1EZCxjuinQGrPcfZU3R_p5t8TwXfJoG0AjXq92fjYTq-_f4vH_57GE3STJbevSSmP0GS1XPun6Ia7Ws2H5bMcOT8BtZ8hdg
  priority: 102
  providerName: ProQuest
Title Spatial Access of America: Multiple indicators of accessibility to opportunities
URI https://link.springer.com/article/10.1038/s41597-025-05440-8
https://www.ncbi.nlm.nih.gov/pubmed/40659661
https://www.proquest.com/docview/3230014842
https://www.proquest.com/docview/3230213279
https://pubmed.ncbi.nlm.nih.gov/PMC12260004
https://doaj.org/article/36aa39263f204fba8a2f8eceee1b15b4
Volume 12
WOSCitedRecordID wos001528621600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: DOA
  dateStart: 20140101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: M~E
  dateStart: 20140101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Biological Science Database
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: M7P
  dateStart: 20230101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/biologicalscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: 7X7
  dateStart: 20230101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: BENPR
  dateStart: 20230101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 2052-4463
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001340570
  issn: 2052-4463
  databaseCode: PIMPY
  dateStart: 20230101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB5B4cClorwaKKsgcQBBVMePxOmtRa1AoqsIgbScLNux1b0kVXcXqf--Y8e7dHmIC5ccbB9G39jxN5nJNwCvK18R43HzWtGwggvtC11qUbCq6hrDrBM-6sx-rqdTOZs17a1WX6EmbJQHHoE7ZJXWeIdXzFPCvdFSUy8dvtpdaUphohIosp5bwVT8usICESHpLxnC5OECb6ogPEpFgSyFk0Ju3URRsP9PLPP3YslfMqbxIjp7CLuJQebHo-V7cMf1j2AvndFF_iYJSb99DG3oNzwPa2NXxHzweUrQHOXnqZAwDzlrGyLvOK_jyrFi9jpfDvlwGQj6qo_Cq0_g29np1w8fi9RBobC84cuCdtzosnPEdp0ltfYYHdS1oVR6JjzTiGhlGk5s6RgP7YOQb6ODOPFN5Yj37Cns9EPv9iGXHSEWyUpjQocSIaW1hPjOWEqE7zjP4N0aTXU5CmWomOBmUo3YK8ReReyVzOAkAL5ZGUSu4wC6XiXXq3-5PoODtbtUOnkLxTCmCl9JOc3g1WYaz0xIhOjeDatxDcUwvG4yeDZ6d2MJD4lmJC0ZyC2_b5m6PdPPL6Iud0mD2j9Bu96vt8hPu_6OxfP_gcULeEDj3q6LUhzAzvJq5V7CfftjOV9cTeBuPavjU07g3snptP0yiQdmEmpdWxxrP523328AHkcZaw
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VgkQvQHkuFDASSKBi1bGdxEFCiFfVqttVD0Xam7Edu-wlWTa7oP4pfiO2k-xqed164BpbyST-PP7smcwH8DRzGdHOg9ekBcM8VQ6rRKWYZVlZaGZs6mKd2WE-GonxuDjZgB_9vzAhrbL3idFRl7UJZ-R7zHPlcPrF6ZvpVxxUo0J0tZfQaGFxZM-_-y1b8_rwgx_fZ5Tufzx9f4A7VQFseMHnmJZcq6S0xJSlIblynjHnuaZUOJY6pgh3mS44MYllPEjqeA7qjebEFZklzjF_30tw2fvxPKSQ5eN8dabDAv0h3b85hIm9xq-PodwpTbHnRpxgsbb-RZmAP3Hb31M0f4nTxuVv__r_9uFuwLWOaKO37czYhg1b3YTtzpU16HlXb_vFLTgJssyT0DeKR6LaoS6O9Qodd_mWKIT2TTigiO0q9mwTi8_RvEb1NOxjFlWsT3sbPl3Im92Bzaqu7D1AoiTEeE5X6CDkkgphDCGu1IaS1JWcD2C3H345beuJyJgHwIRswSI9WGQEixQDeBcQsuwZaoHHC_XsTHauRbJMKc9yM-aoN1QroagT1pMfm-gk1f6ROz0wZOegGrlCxQCeLJu9awnxIlXZetH2oQmjeTGAuy0cl5bwEI_33G4AYg2oa6aut1STL7F8eUKDKALxdr3sMb2y6-_f4v6_X-MxXD04PR7K4eHo6AFs0TjlcpykO7A5ny3sQ7hivs0nzexRnLMIPl801n8C7tZ9KA
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VFqFegPIoCwWCBBIIonVsJ3GQEKK0K6qW1QpRqTfjODbsJVn2Aepf49cxdpxdLa9bD1xjKxk7n8dfPJP5AB5nNiOlRfDqtGAxT5WNVaLSmGVZVZRMm9T6OrMn-XAozs6K0Qb86P6FcWmVnU_0jrpqtDsj7zPkyu70i9O-DWkRo4PB68nX2ClIuUhrJ6fRQuTYnH_Hz7fZq6MDfNdPKB0cfnz7Lg4KA7HmBZ_HtOKlSipDdFVpkiuL7DnPS0qFZallinCblQUnOjGMO3kd5KM4AE5skRliLcP7XoKtHEkGrq6t_cPh6MPqhIc5MkTCnzqEif4Md0tX_JSmMTIlTmKxtht60YA_Md3fEzZ_idr6zXBw7X-exutwNVDw6E27ZnZgw9Q3YCc4uVn0NFTifnYTRk6weez6elnJqLFRiHC9jN6HTMzIBf21O7rw7cr3bFOOz6N5EzUT94WzqH3l2ltweiEjuw2bdVObOxCJihCNbK8oncRLKoTWhNiq1JSktuK8B887KMhJW2lE-gwBJmQLHInAkR44UvRg36Fl2dNVCfcXmulnGZyOZJlSDprMUjS0VEJRKwzSIpOUSVriI_c6kMjgumZyhZAePFo2o9NxkSRVm2bR9qEJo3nRg90WmktLuIvUI-vrgVgD7Zqp6y31-IsvbJ5QJ5dA0K4XHb5Xdv19Lu7-exgP4QpCXJ4cDY_vwTb1qy-Pk3QPNufThbkPl_W3-Xg2fRAWcASfLhrsPwHd-IdJ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Spatial+Access+of+America%3A+Multiple+indicators+of+accessibility+to+opportunities&rft.jtitle=Scientific+data&rft.au=Verma%2C+Rajat&rft.au=Mittal%2C+Shagun&rft.au=Ukkusuri%2C+Satish+V&rft.date=2025-07-15&rft.issn=2052-4463&rft.eissn=2052-4463&rft.volume=12&rft.issue=1&rft.spage=1223&rft_id=info:doi/10.1038%2Fs41597-025-05440-8&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2052-4463&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2052-4463&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2052-4463&client=summon