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The utility of Zip4 codes in spatial epidemiological analysis.
Jayakrishnan Ajayakumar1, Andrew Curtis1, Jacqueline Curtis1
1GIS Health & Hazards Lab, Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, Ohio, United States of America.
Zip4 codes offer a way to share precise spatial health data while preserving privacy. However, their use poses significant risks to spatial anonymity, requiring careful consideration for public health applications.
Area of Science:
- Public Health
- Geospatial Analysis
- Data Privacy
Background:
- Effective public health interventions require fine-scale geographical data.
- Spatial privacy and confidentiality are critical barriers to data sharing among institutions holding health data.
Purpose of the Study:
- To evaluate the utility and risks of using Zip4 codes for sharing fine-scale spatial health data.
- To assess the balance between privacy preservation and analytical precision using Zip4 codes.
Main Methods:
- Utilized Zip4 codes in the context of a near-real-time spatial response to an emerging health threat.
- Conducted spatial analysis experiments comparing Zip4 data with other aggregation units (street lines, census block groups).
- Assessed spatial anonymity using the k-anonymity metric.
Main Results:
- Zip4 centroids are located within 150 meters of the actual address 99% of the time in urban areas.
- Zip4 data provide more insightful geographic output compared to street lines and census block groups.
- Zip4 centroids present a higher risk to spatial anonymity, with 73% of addresses having a k-anonymity value less than 5.
Conclusions:
- Zip4 codes enable data sharing for spatial analysis with enhanced precision.
- The use of Zip4 codes carries a significant risk of compromising spatial anonymity.
- Researchers and analysts must be aware of these confidentiality risks when using Zip4 data.
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