Journal
TRANSPORTATION
Volume 48, Issue 2, Pages 809-829Publisher
SPRINGER
DOI: 10.1007/s11116-019-10078-8
Keywords
Car ownership; Life events; Latent class competing risks model; Heterogeneity
Funding
- research project DESENT (Smart Decision Support System for Urban Energy and Transportation) - JPI Urban Europe under the scheme of ERA-NET Cofund Smart Cities and Communities joint research program (ENSCC) [5637396]
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This study introduces a latent class competing risks model to analyze the impact of socio-demographics and life events on car transaction behavior, revealing significant heterogeneity in household car ownership decisions. Different households display varied sensitivity to life events based on their classification.
This study presents a latent class competing risks model to examine the influence of socio-demographics and life course events on car transaction behaviour. The types of car transaction and interval times between car transactions events are incorporated in a competing risk model. To capture unobserved behavioural heterogeneity across the population, the model classifies households into different segments. Results estimated based on retrospective survey data show significant heterogeneity exist in household car ownership decisions. The covariates are found to have different effects on car ownership decisions between different classes. Households in the class labelled Young households without a car are more sensitive to life course events related to household composition. Households labelled as middle-aged and aged households with car(s) are more sensitive to life course events related to job and house locations.
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