Spatial clustering and pharmacy service performance in Seoul : evidence from card transaction data
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초록

The spatial distribution of community pharmacies in Seoul significantly influences both access to medicine and the financial viability of pharmacy operations. Using anonymized card transaction data from 2019 to 2022 across 3125 spatial blocks, this study measures clustering intensity via the Getis - Ord Gi statistic and evaluates spatial autocorrelation with Global Moran's I. A panel random-effects regression model is applied to examine the relationship between spatial clustering and pharmacy performance, controlling for demographic, economic, and healthcare infrastructure variables. Results indicate that higher clustering intensity is significantly associated with reduced pharmacy performance, including a 1.71% decline in average daily sales and a 2.02% decrease in visit volume. Pharmacies located near tertiary hospitals and in high-income areas performed better, whereas those in clinic-dense zones exhibited demand dilution. These findings highlight that excessive spatial concentration may lead to market saturation and reduced service equity, suggesting that spatially informed policies are needed to support sustainable and equitable pharmaceutical care in dense urban markets.

키워드

Spatial clusteringcommunity pharmacyurban healthcare accessspatial econometricscredit card dataI11I14LOCAL INDICATORSASSOCIATIONACCESS
제목
Spatial clustering and pharmacy service performance in Seoul : evidence from card transaction data
저자
Koh, JaehyunLee, Jinhyung
DOI
10.1080/00036846.2026.2615420
발행일
2026-01-14
유형
Article; Early Access
저널명
Applied Economics