Bayesian Analysis of NPI and Vaccination Effects on SARS-CoV-2 Transmission in South Korea 2020–2022
Year: 2026
Type: article
Abstract: The relative and combined effects of non-pharmaceutical interventions (NPIs) and vaccination on SARS-CoV-2 transmission remain incompletely quantified, particularly in East Asian settings characterized by high policy compliance.We analyzed the epidemic trajectory in South Korea from May 2020 to July 2022 using a Bayesian hierarchical framework that incorporated variant-weighted transmissibility, NPI stringency indices, vaccine efficacy-adjusted coverage, and humidity as a control variable.Time-varying reproduction numbers were estimated and compared with EpiEstim-derived values for validation.Variant-specific weights were applied to account for shifts from the ancestral strain to Delta and Omicron lineages.Vaccination impact was modeled using product-specific efficacy and coverage proportions to reflect practical transmission reduction.Prior to vaccine rollout, NPIs accounted for a 55.5-77.8%reduction in transmission.Following vaccination initiation in early 2021, NPI effectiveness remained stable (68.6-77.8%),while vaccination effects increased progressively, reaching 54.5% by July 2022.The combined effect of NPIs and vaccination reached 91.7%, substantially exceeding their isolated contributions.Unlike observations in several European countries, NPI effectiveness in South Korea did not markedly decline after vaccine deployment.Humidity exerted a modest seasonal influence, and residual factors showed high uncertainty.Model robustness was confirmed through MCMC convergence diagnostics and PSIS-LOO validation.These findings demonstrate that sustained NPIs and vaccination functioned complementarily rather than competitively in reducing SARS-CoV-2 transmission.The results highlight the importance of integrated public health strategies and suggest that premature relaxation of NPIs following vaccine introduction may compromise epidemic control.
Authors: Chaeyeon Yang, Yong Seok Jeong
Institution: Kyung Hee University
Language: English
Subfield: Modeling and Simulation
Field: Mathematics
Domain: Physical Sciences
Open Access status: diamond
OpenAlex ID: W7154723007