Verisk Maplecroft ESG data informs innovative Amundi study into sovereign bonds and credit ratings
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A recent study by Amundi Quantitative Research, using Verisk Maplecroft's sovereign Environmental, Social and Governance (ESG) analytics, has shown that independent sovereign ESG data is an essential complement to credit ratings.
Amundi researchers used 183 proprietary sovereign ESG indicators from Verisk Maplecroft's Global Risk Analytics Dataset, alongside a further 86 indicators from other sources, to create 26 ESG themes. These were then tested for their impact on the sovereign bond spreads of 67 countries between 2015 and 2020, both directly and indirectly via credit ratings. Critically, the study used our highly granular data to assess factors at indicator level, without relying solely on aggregate ESG scores.
Indicator-level ESG data key to sovereign risk analysis
The findings of the study reinforce Verisk Maplecroft's position that granular, indicator-level ESG factors form a critical and material complement to traditional sovereign credit risk analysis. To reach their conclusions, Amundi undertook a detailed and comprehensive analysis of their assembled dataset. The researchers used two separate, but similar, approaches to isolate the indicators with the most predictive power for modelling sovereigns’ spreads and credit ratings respectively. The results showed that each of the 26 ESG themes contained indicators that had statistically significant impact on a country’s creditworthiness.
To analyse sovereign spreads, the authors used the selected ESG indicator set and other fundamental factors, such as GDP and inflation, to build a multivariate model. They found 83.5% of the variation in sovereign spreads could be explained by the model, compared to only 70% with traditional fundamental factors alone. This greater accuracy clearly supports the inclusion of granular, indicator-level ESG factors in sovereign risk analysis. Together with the finding that not all ESG pillars are equal, these results also echo the high-level conclusions of our own past research. However, the report notably ascribes greater importance to environmental (E) factors.
Credit ratings insufficient on their own
Amundi's strong result for E on sovereign yields is a clear contrast to their findings for credit ratings. They conclude that the governance and social pillars are the most critical, while E lags conspicuously behind – this suggests credit ratings significantly underweight or even fail to capture environmental issues. For investors who see the E pillar to be of material importance, this means credit ratings simply cannot be the sole basis for comprehensive sovereign risk analysis. Even when agencies claim to bake environmental, social and governance factors into their ratings, prudent investors must also use statistically independent ESG factors in their investment process.
Overall, the report confirms that integrating granular, indicator-level ESG factors into sovereign bond issuer analysis both complements and adds value to traditional credit risk analysis, investment decision making and the assessment of country risk premia.
"We were very pleased to see the team at Amundi release this innovative study, which makes extensive use of our data to investigate key aspects of sovereign ESG with a rigorous approach", said James Lockhart Smith, VP Markets at Verisk Maplecroft. "It is encouraging that Amundi have found that better environmental performance lowers government borrowing costs globally. With the world awaiting the outcomes of COP26 in Glasgow, this should be a powerful incentive for world leaders to increase their ambition to deliver on the climate action the world, and particularly the developing world, sorely needs".
The full report can be accessed here: Full report download