Issue No. 39Week ending Sunday, September 27, 2026799 episodes · 3,495 write-ups
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Diminishing Returns to Scale in Private Equity (w/ Andrew Akers, PitchBook)

With Devin Mathews, Andrew Akers · Thursday, September 24, 2026

PitchBook's Andrew Akers joins Devin Mathews to discuss the quantitative research behind 'Diminishing Returns to Scale' in private equity buyout funds. They explore how structural capital consolidation, career risk, volatility laundering, and excessive leverage drive mega-fund growth despite degrading returns relative to the middle market.

Key takeaways

  • Institutional allocators routinely favor marquee buyout brands over higher-returning middle market funds to shield themselves from career risk. Read more →
  • In a study of nearly 10,000 private equity transactions, zero buyout deals returning 10x cash-on-cash came from funds larger than $1 billion. Read more →
  • PitchBook forecasts global private equity assets under management to reach nearly $9 trillion by 2030. Read more →
  • PitchBook quantitative modeling shows that buyout outperformance is explained by sector selection, multiple expansion, and debt loads rather than operational value creation. Read more →
  • PitchBook data shows that marquee mega-buyout managers have degraded in performance relative to the fund universe, with recent vintages slipping below the neutral score of 50. Read more →
  • PitchBook quantitative analyst Andrew Akers argues that private equity indexing is a structural misnomer because buyout returns depend on active operational intervention by dealmakers, not passive exposure. Read more →

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