Machine learning on ESG & corporate valuation
Academic research into sustainability drivers of corporate valuation is increasingly moving into the field of machine learning.A recent paper by Turkish researcher Murat Doğan and colleagues is a good example. It concludes that: The authors’ preferred approach, the Random Forest Model, produces predictions on the relative importance of different factors, illustrated in the accompanying pie […]
Carbon data & bankability: Why financial institutions are getting serious about CO₂ intelligence
Over the past years, the finance community has become a growing consumer of companies’ carbon information – both at the corporate level and, increasingly, at the level of products and services. Why is such CO2 data relevant to investors and banks? The immediate answer is to point out that “They have to consider it”. Indeed, financial regulation […]
Leaders & Laggards: ESG & valuations
We are often asked around the importance of ESG data in company valuations. When does sustainability come out most prominently in valuation assignments? It is typically one of two types of companies: There are likely also firms that are middle of the pack, in between 1 and 2. For them ESG data points are helpful […]