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Diminishing Returns to Scale in Private Equity (w/ Andrew Akers, PitchBook)

Reported by Pefuncast
Sep 23, 2026· 3 min read
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Key Takeaways
  • • PitchBook's quantitative research challenges the conventional assumption that larger private equity funds deliver superior risk-adjusted returns, finding that mega buyout funds do not consistently outperform smaller competitors.
  • • Larger PE funds tend to pay higher acquisition prices, increase leverage more aggressively, and fail to generate commensurate operational improvements in portfolio companies, suggesting diminishing returns as fund size scales.
  • • The analysis questions whether "manager selection skill" is a meaningful predictor of PE fund performance, implying that allocators may be overestimating the alpha-generation capacity of top-tier managers.
  • • Downside protection—historically marketed as a cornerstone benefit of mega fund investments—cannot be reliably assured based on historical performance data across fund size cohorts.
  • • Andrew Akers, Associate Director of Quantitative Research at PitchBook, brings dual expertise as both a quantitative researcher and former PE allocator, providing institutional credibility to findings that directly challenge LP allocation assumptions.
Summary
PitchBook's latest research on private equity fund performance fundamentally challenges prevailing assumptions about scale and manager skill in the buyout space. According to the "Diminishing Returns to Scale" report released in Q3 2026, larger private equity funds do not reliably outperform their smaller counterparts, upending a core thesis that has driven significant capital concentration in mega funds over the past decade.

Andrew Akers, Associate Director of Quantitative Research at PitchBook, led the analysis that examined how fund size correlates with returns, leverage profiles, acquisition pricing, and portfolio company improvement. The research finds that larger funds systematically pay higher acquisition multiples, deploy greater financial leverage, and do not generate proportionally stronger operational enhancements in their portfolio companies. This dynamic suggests that size-driven capital accumulation may actually create friction that erodes risk-adjusted returns rather than enhance them.

A critical finding targets the durability of downside protection in mega funds—a feature traditionally marketed to institutional investors as a primary benefit of allocating to top-quartile managers. The PitchBook data indicates that this protection cannot be assumed based on historical performance patterns across different fund size categories. This has direct implications for LPs whose allocation frameworks depend on size-correlated safety premiums.

The research also questions whether "manager selection skill" functions as a reliable performance differentiator in private equity. If larger funds do not systematically outperform, the implication is that manager skill may be less predictive than allocators have historically believed, or that skill erosion occurs as organizations scale. This finding carries significant consequences for the institutional capital allocation process, which has increasingly concentrated dry powder in fewer, larger franchises.

Akers brings distinctive institutional perspective to these findings, having previously worked as a PE allocator before joining PitchBook's quantitative research team. His experience on both sides of the investment decision—as both a capital deployer and a performance analyst—lends analytical credibility to conclusions that directly challenge current LP allocation orthodoxy in the mega fund space.

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Sources

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Pefuncast Diminishing Returns to Scale in Private Equity (w/ Andrew Akers, PitchBook)