Reading the Early Warning Signs in Credit Markets

The discussion brought together perspectives from public credit, private credit, BDC filings, bankruptcy data, and AI-driven pricing to examine how investors can identify signs of stress before they become fully visible in the market.

Theme 1: Stress is building, but it is not evenly distributed

One of the clearest takeaways from the discussion is that credit stress is not appearing uniformly across the market. Jim Hammond noted that bankruptcy activity has been trending higher, particularly among smaller businesses, with familiar pressure points in sectors such as real estate, transportation, and healthcare. He also pointed out that large, name-brand bankruptcies have remained relatively subdued, which may reflect the growing use of liability management exercises and out-of-court restructurings.

That distinction matters. A lack of major headline bankruptcies does not mean the market is free of stress. It may simply mean stress is showing up in smaller companies, less visible parts of the market, or in restructurings that never reach the courthouse. For investors, that makes early detection harder, and more important.

Theme 2: Market data can reveal stress before filings do

Michael Pellerito emphasized the importance of using market-based signals to identify distress earlier. SOLVE’s data across loans, high yield bonds, CDS, quotes, composite pricing, and AI-powered predictive pricing gives users a broader view into where pressure is beginning to form. 

In the discussion, Michael noted that lower-rated loans, particularly CCC-rated loan tranches, are showing more visible signs of distress than high yield bonds. He also highlighted how CDS data can expose sector-level pressure that may not be obvious from broad categories alone. For example, “technology” may appear relatively stable as a broad sector, while software tells a more nuanced story. 

That level of granularity is critical. In stressed markets, the signal is often hidden beneath the headline. Broad categories can obscure the real risk. Subsector trends, pricing dispersion, widening spreads, and relative value shifts can help investors understand not only where risk is rising, but where it may be mispriced.

Theme 3: Private credit requires a more nuanced conversation 

Nicholas Marshi pushed back on the idea that “private credit” can be treated as one single market. Public BDCs, private BDCs, non-traded vehicles, and private funds all have different structures, liquidity profiles, disclosure requirements, and investor dynamics. As a result, the risks are not the same across every corner of the asset class. 

For BDCs specifically, Nicholas argued that there is a meaningful amount of transparency available through quarterly filings. Marks, non-accruals, PIK exposure, maturities, loan structures, and footnotes can provide a rich view into borrower health. In many cases, stress does not appear overnight. It may show up as a gradual mark from par to 90, then 80, then lower. That slow deterioration can be a valuable early warning system.