Chapter 4 evaluates the overall relationship between violence and election outcomes, finding that violence provides no benefit, on average, to the parties that use it. In some cases, it may even undermine the candidacies of the politicians associated with it. In particular, an analysis of the relationship between the incidence of violence prior to elections in Kenyas first two multiparty elections in the 1990s and constituency-level election outcomes for the ruling KANU party (the primary instigator of the violence) finds no relationship between the incidence of violence and KANU vote share or the likelihood that their parliamentary candidates won election. Second, an analysis of the subsequent electoral performance of candidates allegedly involved in the large outbreak of violence in 2007/08 finds that these candidates lost their reelection bids at a much higher rate than the average incumbent. Several lost in rather unusual ways, including by losing their party primaries, losing to minority ethnic group candidates, or losing the general election after securing the nomination of the locally dominant party.