Visualizing Change in Thematic Maps: Influence of Spatial Discretization and Interactive Comparison Modes on Usability

Abstract Map comparison is a fundamental step to geographic inquiry, enabling users to detect spatiotemporal changes and identify spatial correlations. Several comparative layouts exist, but their effectiveness is limited by visual change blindness and data presentation formats. This study examines the interplay between two comparative layouts (i.e. side-by-side juxtaposition and slider-based transition) and spatial discretization geometries (hexagonal and square grids, and irregular administrative polygons) over three levels of complexity. We conducted a user experiment with 39 participants (N = 344 trials) logging response times and error rates. Results show that slider-based transition significantly improves efficiency in high-complexity visual search tasks. However, performance varied across task complexity: side-by-side juxtaposition showed better accuracy in low-complexity tasks. Spatial discretization geometry has acted as an essential mediator: hexagonal grids outperformed irregular polygons both in response time and error reduction. Hence, comparative layout efficacy cannot be evaluated in isolation, but is bound to the underlying spatial aggregation geometry.

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Publication Details

Journal
KN - Journal of Cartography and Geographic Information
Published
2026-11-03
DOI
https://doi.org/10.1007/s42489-026-00229-0
Primary Topic
Data Visualization and Analytics
Type
article
Field-Weighted Citation Impact
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Visualizing Change in Thematic Maps: Influence of Spatial Discretization and Interactive Comparison Modes on Usability

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Visualizing Change in Thematic Maps: Influence of Spatial Discretization and Interactive Comparison Modes on Usability

Florian Hruby, Ivonne Giske, Nora König, David Lube, Jonas Löwe, Helin Omar, Kirill Namestnik
article en

Abstract

Abstract Map comparison is a fundamental step to geographic inquiry, enabling users to detect spatiotemporal changes and identify spatial correlations. Several comparative layouts exist, but their effectiveness is limited by visual change blindness and data presentation formats. This study examines the interplay between two comparative layouts (i.e. side-by-side juxtaposition and slider-based transition) and spatial discretization geometries (hexagonal and square grids, and irregular administrative polygons) over three levels of complexity. We conducted a user experiment with 39 participants (N = 344 trials) logging response times and error rates. Results show that slider-based transition significantly improves efficiency in high-complexity visual search tasks. However, performance varied across task complexity: side-by-side juxtaposition showed better accuracy in low-complexity tasks. Spatial discretization geometry has acted as an essential mediator: hexagonal grids outperformed irregular polygons both in response time and error reduction. Hence, comparative layout efficacy cannot be evaluated in isolation, but is bound to the underlying spatial aggregation geometry.

KN - Journal of Cartography and Geographic Information
Berliner Hochschule für Technik (DE)
Openalex Percentile: Top 39%
Data Visualization and Analytics
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