Municipal liability insurers have often unrecognized incentives to discourage reforms aimed at reducing police misconduct. For insurers, the predictability of losses is more important than the level of losses. This means that they are likely to oppose democratic reforms that create uncertainty and make it difficult to price the risks of police misconduct.