Policymakers can take actions to prevent local conflict before it begins, if such violence can be accurately predicted …. We examine the two countries with the richest available sub-national data: Colombia and Indonesia. We assemble two … decades of fine-grained violence data by type, alongside hundreds of annual risk factors. We predict violence one year ahead …