Abstract International relations scholarship concerns dyads, yet standard modeling approaches fail to adequately capture the data generating process behind dyadic events and processes. As a result, they suffer from biased coefficients poorly calibrated errors. We show how regression-based approach, Additive Multiplicative Effects (AME) model, can be used account for inherent dependencies in gle...