코로나19 중기ㆍ이후 도시 물류 결정요인 분석: 서울시 사례 기반의 포아송 및 음이항 회귀 모형 적용 연구

Urban Logistics Demand Determinants During and After COVID-19: Poisson and Negative Binomial Regression Analysis in Seoul

초록

The COVID-19 pandemic brought significant changes to the structure of urban logistics demand, thereby increasing the need for quantitative research on the actual determinants of urban logistics. This study analyzes and compares the changes in urban logistics demand and its key influencing factors in Seoul at the administrative-dong level during the mid-pandemic period (2022) and the post-pandemic period (2023). Given the count data structure, Poisson regression and Negative Binomial regression models were employed, and due to the issue of overdispersion, the interpretation focused primarily on the results of the Negative Binomial model, which showed better model fitness. The analysis revealed that during the pandemic, the female population aged 20?39 and over 60 had significant negative effects on logistics demand, while the proportion of single-person households and fashion consumption indicators showed stronger positive effects. This study quantitatively identifies various socio-economic factors affecting urban logistics demand and provides empirical evidence to support policy design in preparation for future crises such as another pandemic. Furthermore, future research will apply geographically weighted regression models (GWPR, GWNBR) to analyze the spatial heterogeneity of explanatory power across regions in greater detail and extend the findings toward the development of locally tailored logistics strategies.

키워드

생활물류 수요; 코로나19; 포아송 회귀모형; 음이항 회귀모형; 결정요인; Urban Logistics demand; COVID-19; Poisson Regression; Negative Binomial Regression; Key Influencing Factors
제목
코로나19 중기ㆍ이후 도시 물류 결정요인 분석: 서울시 사례 기반의 포아송 및 음이항 회귀 모형 적용 연구
제목 (타언어)
Urban Logistics Demand Determinants During and After COVID-19: Poisson and Negative Binomial Regression Analysis in Seoul
저자
정선화; 민진홍; 엄진기
DOI
10.23178/jlst.7.3.202608.002
발행일
2026-08
유형
Y
저널명
물류과학기술연구
권
7
호
3
페이지
23 ~ 38