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This tutorial demonstrates an integrated workflow for spatial panel data modeling with the SDPDmod R package (Simonovska, 2025), spanning Bayesian model comparison, maximum likelihood estimation of spatial autoregressive (SAR) and spatial Durbin (SDM) models with Lee-Yu bias correction, and decomposition of effects into direct, indirect, and total components

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Access options Access Nature and 54 other Nature Portfolio journals Get Nature+, our best-value online-access subscription $32.99 / 30 days cancel any time Subscribe to this journal Receive 52 print issues and online access $199.00 per year only $3.83 per issue Rent or buy this article Prices vary by article type from$1.95 to$39.95 Prices may be subject to local taxes which are calculated during checkout Nature 626 , 724-725 (2024) doi: References Saint-Andr, V