An Integrated Framework for Robust Credit Risk Assessment and Management in Private Credit

The private credit market, which has grown to exceed USD 2.1 trillion in assets, faces mounting pressure from macroeconomic headwinds despite its historical resilience relative to public debt markets. S&P Global has developed an integrated framework for assessing credit risk in private credit that centers on Loss Given Default (LGD) methodology—an asset-based assessment measuring the proportion of exposure at default not expected to be recovered post-default. This approach enables investors to differentiate debt instruments based on their position within a company's capital structure and associated recoverability prospects.

Regional expansion dynamics underscore the market's growth trajectory, with Europe and Asia recording annual expansion rates of 17% and 20% respectively. North America remains the dominant region. This expansion reflects investors' persistent search for higher yields and alternative financing mechanisms, yet occurs against a backdrop of macroeconomic uncertainty that increasingly demands robust risk assessment protocols. The primary macro risks affecting private credit default and recovery outcomes include rising interest rates and inflation—particularly for highly leveraged borrowers facing refinancing pressure—economic and industry slowdowns that compress earnings, liquidity constraints impacting middle-market companies, fluctuations in investor sentiment that constrain capital raising for private credit funds, and geopolitical disruptions affecting supply chains and collateral valuations.

According to S&P Global Ratings analysis, stress testing reveals a critical vulnerability: less than half of issuers within its credit estimates universe are expected to generate positive free operating cash flow under mild stress scenarios. This finding suggests material credit deterioration risk across the private credit landscape should macroeconomic conditions materially weaken. The framework developed by S&P Global Market Intelligence addresses the historical challenge of limited transparency in private credit credit risk assessment through linkages between macro risks and credit outcomes, enabling sophisticated investors to conduct comprehensive surveillance of portfolio exposures at scale. Michelle P. Cheong, Head of Thought Leadership at S&P Global Credit Solutions, emphasizes that a comprehensive approach to macro surveillance is essential for effective private credit risk management in an era of elevated economic uncertainty.