How Neighborhood Effect Averaging Might Affect Assessment of Individual Exposures to Air Pollution: A Study of Ozone Exposures in Los Angeles

Junghwan Kim, Mei Po Kwan

Research output: Contribution to journalArticlepeer-review

Abstract

The neighborhood effect averaging problem (NEAP) can be a serious methodological problem that leads to erroneous assessments when studying mobility-dependent exposures (e.g., air or noise pollution) because people’s daily mobility could amplify or attenuate the exposures they experienced in their residential neighborhoods. Specifically, the NEAP suggests that individuals’ mobility-based exposures tend toward the mean level of the participants or population of a study area when compared to their residence-based exposures. This research provides an in-depth examination of the NEAP and how the NEAP is associated with people’s daily mobility through an assessment of individual exposures to ground-level ozone using the activity-travel diary data of 2,737 individuals collected in the Los Angeles metropolitan statistical area. The results obtained with exploratory analysis (e.g., a scatterplot and histograms) and spatial regression models indicate that the NEAP exists when assessing individual exposures to ozone in the study area. Further, high-income, employed, younger, and male participants (when compared to low-income, nonworking, older, and female participants) are associated with higher levels of neighborhood effect averaging because of their higher levels of daily mobility. Finally, three-dimensional interactive geovisualizations of the space-time paths and hourly ozone exposures of seventy-one selected participants who live in the same neighborhood corroborate the findings obtained from the spatial regression analysis.

Original languageEnglish (US)
Pages (from-to)121-140
Number of pages20
JournalAnnals of the American Association of Geographers
Volume111
Issue number1
DOIs
StatePublished - 2021
Externally publishedYes

Keywords

  • air pollution
  • human mobility
  • neighborhood effect
  • neighborhood effect averaging problem (NEAP)
  • uncertain geographic context problem (UGCoP)

ASJC Scopus subject areas

  • Geography, Planning and Development
  • Earth-Surface Processes

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