ArticleThe international journal of behavioral nutrition and physical activity2022
Development of an objectively measured walkability index for the Netherlands.
Article in The international journal of behavioral nutrition and physical activity, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 3 of them syntheses that pooled it.
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Who cites it
22 citing papers in PubMed, 3 syntheses or guidelines pooled it, 85 citations in OpenAlex.
- Systematic review of nonlinear associations between the built environment and walking in older adults.BMC public health · 2025Pooled it
- Exposome-Wide Association Study of Body Mass Index Using a Novel Meta-Analytical Approach for Random Forest Models.Environmental health perspectives · 2024Pooled it
- The impact of interventions in the built environment on physical activity levels: a systematic umbrella review.The international journal of behavioral nutrition and physical activity · 2022Pooled it
- Identifying co-occurring neighbourhood environmental patterns and their association with health behaviours in a Dutch urban population at high cardiometabolic risk.BMC public health · 2026Article
- Differences in built environmental exposures between three million older adults with and without cardiovascular diseases: a nationwide cross-sectional study in the Netherlands.BMC public health · 2026Article
- What neighbourhood factors support more transport walking as adults age? A five-wave longitudinal multilevel cohort study in Brisbane, Australia.BMJ public health · 2026Article
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- Linking walkability and pedestrian crossing safety using simulated urban environments.Scientific reports · 2025Article
- Association between the Dutch Obesogenic Built-environmental CharacterisTics (OBCT) index and 14-year cardiovascular disease incidence: a population-based cohort study of 4.4 million adults.The Lancet regional health. Europe · 2025Article
- Physical Activity Friendliness of Neighborhoods: Do Subjective and Objective Measures Correspond Within a Mid-Sized Dutch Town?International journal of environmental research and public health · 2025Article
- Is Walk Score a useful tool for measuring walkability in rural communities?The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025Article
- Interplay between genetic risk and built neighborhood conditions as predictor of BMI across the transition into adulthood.Obesity (Silver Spring, Md.) · 2025Article
- Investigating the relationship between public community landscape space and older adults' health using structural equation modeling.Frontiers in public health · 2025Article
- Associations of neighborhood social cohesion and changes in BMI-The Maastricht Study.European journal of public health · 2024Article
- Walking to work: The role of walkability around the workplace in a Dutch adult commuting population.SSM - population health · 2024Article
- Health equity in urban and rural settings: implementation of the place standard tool in Spain.Frontiers in public health · 2024Article
- A comprehensive walkability evaluation system for promoting environmental benefits.Scientific reports · 2023Article
- A positive neighborhood walkability is associated with a higher magnitude of leisure walking in adults upon COVID-19 restrictions: a longitudinal cohort study.The international journal of behavioral nutrition and physical activity · 2023Article
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Corrections and comments
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Authors and funding
12 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundWalkability indices have been developed and linked to behavioural and health outcomes elsewhere in the world, but not comprehensively for Europe. We aimed to 1) develop a theory-based and evidence-informed Dutch walkability index, 2) examine its cross-sectional associations with total and purpose-specific walking behaviours of adults across socioeconomic (SES) and urbanisation strata, 3) explore which walkability components drive these associations.
methodsComponents of the index included: population density, retail and service density, land use mix, street connectivity, green space, sidewalk density and public transport density. Each of the seven components was calculated for three Euclidean buffers: 150 m, 500 m and 1000 m around every 6-digit postal code location and for every administrative neighbourhood in GIS. Componential z-scores were averaged, and final indices normalized between 0 and 100. Data on self-reported demographic characteristics and walking behaviours of 16,055 adult respondents (aged 18-65) were extracted from the Dutch National Travel Survey 2017. Using Tobit regression modelling adjusted for individual- and household-level confounders, we assessed the associations between walkability and minutes walking in total, for non-discretionary and discretionary purposes. By assessing the attenuation in associations between partial indices and walking outcomes, we identified which of the seven components drive these associations. We also tested for effect modification by urbanization degree, SES, age and sex.
resultsIn fully adjusted models, a 10% increase in walkability was associated with a maximum increase of 8.5 min of total walking per day (95%CI: 7.1-9.9). This association was consistent across buffer sizes and purposes of walking. Public transport density was driving the index's association with walking outcomes. Stratified results showed that associations with minutes of non-discretionary walking were stronger in rural compared to very urban areas, in neighbourhoods with low SES compared to high SES, and in middle-aged (36-49 years) compared to young (18-35 years old) and older adults (50-65 years old).
conclusionsThe walkability index was cross-sectionally associated with Dutch adult's walking behaviours, indicating its validity for further use in research.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.