What might climate-related risk analysis look like for pension schemes? Neil Mitchell, Claire Jones and Lisa Eichler investigate

Although the pandemic has our immediate attention, we must not lose sight of the fact that carbon dioxide concentrations in the atmosphere continue to rise. When we consider climate change, only one thing is certain – the consequences will be with us for many generations to come, impacting the long-term financial future at the core of actuarial science. How do we build such uncertainty into our modelling and client advice?
Large UK pension schemes will soon be required to disclose their approach to managing climate-related risks and opportunities, with a specific requirement for climate-related scenario analysis. In 2023, the government will review whether this should be extended to smaller schemes. In the face of considerable uncertainty, scenario analysis is likely to be the best way for pensions actuaries to explain the systemic risks of climate change to trustees and sponsors.
Climate-aware modelling
The IFoA and Ortec Finance have produced a case study (bit.ly/3aRg9D0) illustrating what climate scenario analysis might look like for a typical UK pension scheme. (Note: Although the modelling reflects a pre-pandemic world, allowing for more recent conditions would not materially alter the conclusions.) Using Cambridge Econometrics’ macro-econometric model (E3ME) and Ortec Finance’s ClimateMAPS modelling tool, the process starts with three possible climate pathways, as set out in Figure 1. The target under the Paris Agreement is to restrict global temperatures to well below 2°C above pre-industrial levels. The three pathways revolve around that target – described as an Orderly Transition, a Disorderly Transition and Failed Transition.

Climate-aware modelling techniques are used to integrate climate science, macro-economic and financial modelling to paint a picture of the development of the economy under the three scenarios. The outputs can be plugged into pension scheme funding models so that funding risks can be explained and managed. Importantly, the latest climate science is factored in, leaving actuaries to reserve their judgment for the financial implications.
From a macro-economic perspective, the transition and physical impacts play out through projections of economic variables relative to a ‘climate-uninformed’ baseline. For example, the impact on future equity returns is illustrated in Figure 2.

This shows that, in Paris-aligned pathways, the annualised decline in equity returns is expected to be material but moderate, with cumulative returns being 15% and 25% lower by 2060 (equating to 0.4% per annum and 0.7% per annum) respectively. In the Failed Transition pathway, there is a significant 50% decline by 2060.
Figure 3 shows that the initial impacts on GDP in the Paris pathways are fairly limited, but the longer-term impacts are more severe. The Failed Transition pathway is initially similar to the Paris pathways; however, from around 2050, the physical impacts on GDP accelerate, eventually overwhelming GDP growth and leading to nominal GDP decline.

The modelling is designed to enable significant granular analysis, from the contribution of physical, extreme weather, transition and pricing shock effects to the impact on expected yields and returns of specific asset classes, as well as other economic variables such as inflation. Its systemic top-down approach allows consistent modelling of the impacts on assets and liabilities.
Case study
The case study considers a closed UK defined benefit pension scheme, with a 50% growth-50% bond asset split and around 50% of the liabilities hedged against interest rate and inflation risk. It is currently 75% funded and has a funding plan projected to achieve 100% funding in 10 years’ time in the median baseline case.
From a societal perspective even the Paris Disorderly Transition is far preferable to a Failed Transition
The funding position of the scheme can be projected forwards using the various transition pathways, as illustrated in Figure 4. This chart assumes that trustees change their investment strategy in 2030, ‘de-risking’ gradually to 100% bonds and 100% hedging by 2040. The funding projections are worse in all three climate scenarios, implying that the median (climate-uninformed) baseline is too optimistic and underestimates the funding risks. Furthermore, the funding objective is met much later in the Paris Disorderly Transition pathway than in the other pathways. The probability that the pension scheme will be fully funded on this basis at the originally expected date of 2030 is less than 50% unless additional deficit contributions are paid.

The differences in funding level development between the three pathways are mainly due to differences in investment returns up to 2030, after which the exposure to growth assets decreases. However:
- If the funding were to be below target in 2030, the trustees may decide not to de-risk. In this case, the situation is likely to look worse for the Failed Transition pathway as the growth asset markets suffer more losses after 2030.
- If the company has to divert cash to deal with impacts from climate change, it may look to reduce its cash contributions into the pension scheme. This could be the case in any scenario and particularly under either Paris Transition pathway.
- The Paris Orderly Transition pathway shows the most favourable funding level projection in the medium-to-long term. This pathway is also far preferable for the economy, as it is the least disruptive.
This type of modelling helps trustees and sponsors to understand how climate-related risks might unfold, and to identify mitigating actions they could take. For example, they might explore alternative asset allocations, alter the prudence margin in their funding basis, or incorporate climate-related triggers into their contingency plans.
Modelling limitations
Climate-economy modelling tools are widespread and should be an invaluable tool in the pensions actuary’s armoury. As with all long-term projection modelling, it is important to recognise that there will be limitations. In the ClimateMAPS tool, as in most tools of this type, the implications of climate change on biodiversity loss, mass migration, food shortages and conflicts are not considered. Neither are the non-linearities associated with the tipping-point effects expected if temperatures continue to rise. It is therefore important to consider the relative, rather than absolute, outcomes, recognising that future pathways are a function of the policy choices of national governments, technological developments and societal behaviour, and that political factors will be dominant in determining which pathway is taken.
It is quite likely that the modelling is biased to underestimate the potential impacts of climate-related risks, especially for the Failed Transition pathway. Under this pathway, catastrophic physical impacts would be expected in the second half of this century. Therefore, while the case study suggests that outcomes under the Paris Orderly Transition and Failed Transition pathways are similar from the scheme’s perspective, from a societal perspective even the Paris Disorderly Transition is far preferable to a Failed Transition.
The rise of the climate-aware actuary
As the profession looks towards the future, it now recognises the significant role of actuaries in modelling the impact of climate risks in financial matters. A core goal for the IFoA should be that “climate related risk is understood and considered by our members in the same way as other major risks such as interest rate risk and mortality risk”, as the report Climate related risk at the IFoA (bit.ly/3byKZkv) puts it. We use the phrase ‘climate-related risk’ here, but there is an opportunity for actuaries to become more involved in climate-aware financial modelling. Indeed, given the financially material nature of climate change and the increasing expectation that scenario analysis should be used to understand its impacts, it is clear that actuaries have an important role to play in developing and using the type of modelling illustrated here. We encourage you to investigate the tools available, and even to consider developing tools of your own.
Neil Mitchell is a climate change policy researcher at the University of Manchester and a member of the IFoA’s Sustainability Board
Claire Jones is head of responsible investment at LCP and a former chair of the IFoA’s Resource and Environment Research and CPD Committee
Lisa Eichler is co-head for climate and ESG solutions at Ortec Finance
Image credit | Alek Williamson | Ikon