Subjective variables in travel behavior models: a critical review and Standardized Transport Attitude Measurement Protocol (STAMP)
Understanding people’s travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of clean-fuel vehicles. To understand underlying motivations, researchers increasingly are adding subjective variables to models of travel behav...
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| Veröffentlicht in: | Transportation (Dordrecht) Jg. 51; H. 1; S. 155 - 191 |
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01.02.2024
Springer Nature B.V |
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| ISSN: | 0049-4488, 1572-9435 |
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| Abstract | Understanding people’s travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of clean-fuel vehicles. To understand underlying motivations, researchers increasingly are adding subjective variables to models of travel behavior. This article presents a systematic review of 158 such studies. Nearly every reviewed article finds subjective variables to be predictive of transport outcomes. However, the 158 reviewed studies include 2864 distinct subjective survey questions. This heterogeneity makes it difficult to reach definitive conclusions about which subjective variables are most important for which transport outcomes. In addition to heterogeneity, challenges of this literature also include an unclear direction of causality and tautological relationships between some subjective variables and behavior. Within the constraints imposed by these challenges, we attempt to evaluate the explanatory power of subjective variables, which subjective variables matter most for which transport choices, and whether the answers to these questions vary between continents. To reduce heterogeneity in future studies, we introduce the Standardized Transport Attitude Measurement Protocol, which identifies a curated set of subjective questions. We have also developed an open-access database of the reviewed studies, including all subjective survey questions and models, with an interactive, searchable interface. |
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| AbstractList | Understanding people's travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of clean-fuel vehicles. To understand underlying motivations, researchers increasingly are adding subjective variables to models of travel behavior. This article presents a systematic review of 158 such studies. Nearly every reviewed article finds subjective variables to be predictive of transport outcomes. However, the 158 reviewed studies include 2864 distinct subjective survey questions. This heterogeneity makes it difficult to reach definitive conclusions about which subjective variables are most important for which transport outcomes. In addition to heterogeneity, challenges of this literature also include an unclear direction of causality and tautological relationships between some subjective variables and behavior. Within the constraints imposed by these challenges, we attempt to evaluate the explanatory power of subjective variables, which subjective variables matter most for which transport choices, and whether the answers to these questions vary between continents. To reduce heterogeneity in future studies, we introduce the Standardized Transport Attitude Measurement Protocol, which identifies a curated set of subjective questions. We have also developed an open-access database of the reviewed studies, including all subjective survey questions and models, with an interactive, searchable interface. Understanding people's travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of clean-fuel vehicles. To understand underlying motivations, researchers increasingly are adding subjective variables to models of travel behavior. This article presents a systematic review of 158 such studies. Nearly every reviewed article finds subjective variables to be predictive of transport outcomes. However, the 158 reviewed studies include 2864 distinct subjective survey questions. This heterogeneity makes it difficult to reach definitive conclusions about which subjective variables are most important for which transport outcomes. In addition to heterogeneity, challenges of this literature also include an unclear direction of causality and tautological relationships between some subjective variables and behavior. Within the constraints imposed by these challenges, we attempt to evaluate the explanatory power of subjective variables, which subjective variables matter most for which transport choices, and whether the answers to these questions vary between continents. To reduce heterogeneity in future studies, we introduce the Standardized Transport Attitude Measurement Protocol, which identifies a curated set of subjective questions. We have also developed an open-access database of the reviewed studies, including all subjective survey questions and models, with an interactive, searchable interface.Understanding people's travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of clean-fuel vehicles. To understand underlying motivations, researchers increasingly are adding subjective variables to models of travel behavior. This article presents a systematic review of 158 such studies. Nearly every reviewed article finds subjective variables to be predictive of transport outcomes. However, the 158 reviewed studies include 2864 distinct subjective survey questions. This heterogeneity makes it difficult to reach definitive conclusions about which subjective variables are most important for which transport outcomes. In addition to heterogeneity, challenges of this literature also include an unclear direction of causality and tautological relationships between some subjective variables and behavior. Within the constraints imposed by these challenges, we attempt to evaluate the explanatory power of subjective variables, which subjective variables matter most for which transport choices, and whether the answers to these questions vary between continents. To reduce heterogeneity in future studies, we introduce the Standardized Transport Attitude Measurement Protocol, which identifies a curated set of subjective questions. We have also developed an open-access database of the reviewed studies, including all subjective survey questions and models, with an interactive, searchable interface. |
| Author | Salon, Deborah Consalvo, Alexis Mirtich, Laura Harness, Nathan Bhagat-Conway, Matthew Wigginton Hong, Shuyao |
| Author_xml | – sequence: 1 givenname: Matthew Wigginton orcidid: 0000-0002-1210-2982 surname: Bhagat-Conway fullname: Bhagat-Conway, Matthew Wigginton email: mwbc@unc.edu organization: Department of City and Regional Planning, University of North Carolina at Chapel Hill, School of Geographical Sciences and Urban Planning, Arizona State University – sequence: 2 givenname: Laura surname: Mirtich fullname: Mirtich, Laura organization: School of Geographical Sciences and Urban Planning, Arizona State University – sequence: 3 givenname: Deborah surname: Salon fullname: Salon, Deborah organization: School of Geographical Sciences and Urban Planning, Arizona State University – sequence: 4 givenname: Nathan surname: Harness fullname: Harness, Nathan organization: School of Sustainable Engineering and the Built Environment, Arizona State University – sequence: 5 givenname: Alexis surname: Consalvo fullname: Consalvo, Alexis organization: School of Geographical Sciences and Urban Planning, Arizona State University – sequence: 6 givenname: Shuyao surname: Hong fullname: Hong, Shuyao organization: School of Geographical Sciences and Urban Planning, Arizona State University |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36196062$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1016_j_tra_2025_104628 crossref_primary_10_1080_01441647_2023_2278445 crossref_primary_10_1186_s12913_024_11249_9 crossref_primary_10_1007_s11116_024_10487_4 crossref_primary_10_1007_s11116_025_10652_3 crossref_primary_10_1007_s11135_025_02232_5 crossref_primary_10_1007_s11116_024_10514_4 crossref_primary_10_1007_s12061_025_09662_6 crossref_primary_10_1016_j_tra_2024_104254 crossref_primary_10_1016_j_sftr_2025_101119 crossref_primary_10_3390_su17062589 crossref_primary_10_3390_su151411266 crossref_primary_10_1016_j_trpro_2025_04_094 crossref_primary_10_1016_j_jth_2024_101965 crossref_primary_10_1016_j_tbs_2024_100902 crossref_primary_10_1016_j_jtrangeo_2024_103943 crossref_primary_10_1080_02697459_2025_2533292 crossref_primary_10_1016_j_trpro_2025_06_060 |
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| Snippet | Understanding people’s travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of... Understanding people's travel behavior is necessary for achieving goals such as increased bicycling and walking, decreased traffic congestion, and adoption of... |
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| Title | Subjective variables in travel behavior models: a critical review and Standardized Transport Attitude Measurement Protocol (STAMP) |
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