Private Markets at Scale: How Alternatives Managers Build an Operating Edge

¹Cameron Joyce, CFA, CAIA “Private Markets in 2030,” Preqin, October 16, 2025, https://pro.preqin.com/insights/research/reports/private-markets-2030

² Fabrizio Dell’Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon, Karim R. Lakhani, “Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality,” Institute for Operations Research and the Management Sciences, March 11, 2026 

³ BNY

⁴ Cameron Joyce, CFA, CAIA “Private Markets in 2030,” Preqin, October 16, 2025, https://pro.preqin.com/insights/research/reports/private-markets-2030

⁵ Brigid Connor, CFA, CAIA “The terms that matter for LPs,” Preqin, January 16, 2024, https://pro.preqin.com/insights/research/research-notes/the-terms-that-matter-for-lps

⁶ Fabrizio Dell’Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon, Karim R. Lakhani, “Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality,” Institute for Operations Research and the Management Sciences, March 11, 2026

 ⁷ Yuval Rooz, “How tokenization is transforming global finance and investment” World Economic Forum, December 10, 2024 https://www.weforum.org/stories/2024/12/tokenization-blockchain-assets-finance/

⁸ Madeline Shi, “Global Private Market Funds’ Dry Powder Dashboard” Pitchbook, January 16, 2026 https://pitchbook.com/news/articles/global-private-market-funds-dry-powder-dashboard-2026