Environmental policy stringency in nine European countries (1990-2012) hinges on green parties' expected inclusion probabilities, not polling data for governing parties. Changes in these probability forecasts significantly predict shifts in environmental policies of sitting governments. This finding underscores that parties outside government can exert substantial influence through their perceived coalition potential.