Electoral accountability refers to the mechanism that people are able to use their votes to award or punish incumbent governments based on their policy outcomes and political performance. Conventional studies focusing on electoral accountability in Latin America mainly address the relations between governments’ economic performance and incumbents’ vote share. However, their conclusions are diverse. We argue that this problem might be due to mistaking levels of analyses, incomplete datasets, mistakes in model selection, and ignoring the influence from political contexts.