Via Peter Martin, unfortunately the research paper itself is behind a paywall; "We find that unemployment has a strong impact on election outcomes, with each additional percentage point of unemployment reducing the incumbent's re-election probability by 3-5 per cent. ... We also find evidence that unemployment driven by a clearly exogenous source - the US economy - has a non-trivial impact on re-election probability"