¹In any study, even a randomised control trial, the counterfactual – in our case what would have happened to subjective wellbeing in the absence of fiscal policy change – is unobserved and hence the parallel trends assumption can never be directly tested. For a formal treatment of this issue see chapter 2 of Angrist, Pischke (2008).