In all areas of life, to test whether an action is effective, we need to have an idea of what would have happened in the absence of that action. In science, controlled experiments are done to show what works and what doesn't work. In the absence of such experiments, we simply opine.
In social sciences and in politics, we cannot do controlled experiments, so we really do not know anything for sure. Rather, certain beliefs can be shown to be more likely to be true, other beliefs less likely, and some beliefs are so implausible to be practically impossible.
To show that an action is likely to have been effective, you have to be able to argue convincingly that a different outcome would have occurred had the action not taken place. Thus the logical principles of argument are very important in establishing likely truths.
In economic history this is obviously very important. To establish whether the 1989 Reserve Bank Act made any difference to subsequent inflation we have to be able to argue that inflation rates in New Zealand would otherwise have been higher. By looking at what happened in the 1990s in other countries, we can argue that New Zealand inflation rates probably were little affected by the introduction of inflation targeting in 1989.
In politics, the Maori Party has been in a state of descent since 2011; a popularity decline most recently revealed in the Ikaroa-Rawhiti byelection. The commonly held assumption, by journalists and apparently by Maori voters, has been that this decline has been due to the Maori Party's participation in the National-led Government. If we can establish - or at least convincingly argue - that the Maori Party would have been thriving today had it not been for that fateful 2008 decision, then we can claim that "getting into bed with National" has been the principal cause of this decline.