A new method for estimating how much decisions under uncertainty matter suggests that, when the goals of decision-making are set, taking the best decisions (for those goals, under moderate uncertainty) still pays off when the probability of success becomes very low.
Nicola Botta of PIK Potsdam, Germany, and colleagues have developed a new method for assessing how much decisions matter in situations in which the consequences of such decisions are highly uncertain. Applying the method to a stylized greenhouse-gas emission problem reveals that opting for an early transition to a decarbonized society is rational even when the probability of actually realizing such a transition is very low. The work “Responsibility under uncertainty: which climate decisions matter most?”, is published in Environmental Modeling & Assessment.
”We have discovered that it is almost always the case that best decisions are still best, even when the probability that they are actually implemented becomes very, very small,” says Nicola Botta.
Decisions under uncertainty
In the study, the group applied a verified theory of policy advice which makes it possible to compute “best” policies for problems in which decisions have to be taken step-by-step and under uncertainty.
These policies are then compared, at a given decision step, with the remaining options to evaluate how important it is to avoid a mistake when taking a decision at that step.
The method was then applied to a stylized greenhouse-gas emission problem in which the goal of decision-making is twofold: 1) avoid unmanageable impacts from climate change and 2) avoid hurting the economy. The program now evaluated the consequences of two options: immediately start a transition to a green economy or postpone such a transition to avoid economical damage.
Transition pays off
The analysis indicates that best decisions pay off even when the probability that such decisions are actually implemented becomes very low, for example, because of political uncertainty or because of the inertia of legislation.
”At the first glance this seems surprising, as the common wisdom is that it’s not worth betting on something that is not likely to happen”, says Nicola Botta.
”But, if you think twice, the result makes sense. It also provides a guideline to the discussion on whether it is worth to pursue climate targets (like the 1.5°C target) that are unlikely to actually be met: the answer is yes.”
”More generally, the paper is a methodological contribution towards understanding which decisions under uncertainty matter most. Realizing that certain decisions are less important than others (or less important than expected) can be very helpful, for example in climate negotiations” explains Nicola Botta.
- Botta, N., Brede, N., Crucifix, M. et al. Responsibility Under Uncertainty: Which Climate Decisions Matter Most?, Environmental Modeling & Assessment (2023). Link.