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The 24th edition of our Fair Valuation Pricing Survey (FV survey) explores how fund groups are adapting their valuation operating models amid increasing complexity, including the challenges that come with growth in private markets, heightened regulatory attention, and rapid technological change. Across the topics covered, a consistent theme is emerging: Valuation practices must become more dynamic, but strong governance, human oversight, and transparent reporting remain essential to maintaining trust in fair valuations.
The industry’s strategic drive to provide options for retail investors shows no signs of slowing, and this will continue to put stress on the valuation operating model. In addition, private credit is increasingly subject to more frequent pricing and enhanced reliance on third-party valuation providers. Although daily updates to observable market inputs are becoming more common, many fund groups continue to perform a comprehensive revaluation of underlying assumptions less frequently. This distinction underscores the importance of understanding whether more frequent pricing reflects a full reassessment of fair value or primarily an update to market-based inputs.
Complexity in governance and valuation operating models is also being impacted by technology advances with AI leading the way. While spreadsheets, data analytics, data management tools, visualization, and workflow platforms remain foundational components of the valuation operating model, AI and AI use cases are emerging as an important new capability. The FV survey indicates that organizations generally view AI as an enhancement to existing processes rather than a replacement for professional judgment (i.e., digital-driven and human-led).
From a governance perspective, the requirements of Rule 2a-5 have now largely been memorialized in established frameworks. Today the focus has shifted to targeted refinements. Consistent with the requirement for active oversight, boards of directors/trustees (Boards) will continue to encounter both industry and organizational developments that may prompt changes—with regard to risk assessment, conflicts of interest, or certain aspects of Board reporting. It remains to be seen how governance practices will evolve as fund groups consider valuation risks, portfolio complexity, and regulatory expectations.
Finally, the FV survey provides practical insights into governance and pricing practices across equities, fixed-income investments, derivatives, and more. Together, these findings illustrate an industry balancing operational efficiency and innovation with the need for consistency, transparency, independent challenge, and effective Board-level oversight.
This year’s FV survey has made it clear that complexity is here to stay. The convergence of private-market hard-to-value fund holdings (including the launch of alternative funds), implementation of AI use cases, and the regulatory focus on both of these maturing trends will have fund groups needing to plan ahead to manage this complexity and the risks that arise.
While each year’s survey report highlights significant year-to-year changes, readers can make their own comparisons by reviewing past surveys in full.
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