counterfactuals are usually established to facilitate the impact evaluation of an intervention by comparing the treatment group with a control group that closely resembles the treatment group but that did not benefit from the intervention gaarder and annan when focusing on a national approach to adaptation however it is not possible to distinguish between treatment and control groups similarly the proposed monitoring and evaluation framework for adaptation in kenya s climate change action plan kccap examines climate vulnerability and institutional adaptive capacity republic of kenya a