E310: The DPI Problem Plaguing Venture Capital & PE
Digest
The podcast discusses the significant challenges Limited Partners (LPs) face in private markets, primarily the decline in Distribution Yield (DPI) from historical averages to 9-12%, leading to a growing proportion of illiquid private assets in portfolios and the "denominator effect." This is exacerbated by companies staying private longer ("private is the new public"), with many recent vintage funds showing minimal distributions. Continuation Vehicles (CVs) and secondary sales are explored as liquidity solutions, though they come with complexities and potential downsides for LPs. The discussion also touches on the importance of reputation and long-term relationships in the LP-GP dynamic, the limitations of AI in investment decision-making, and the underutilization of comprehensive factor model analysis, which can lead to misattributed alpha. The prolonged illiquidity is presented as a potential "new normal," necessitating adjustments in allocator models, though it may also bring back the illiquidity premium for those who can hold assets longer.
Outlines

LP Challenges: Distributions, AI, and Performance Assessment
The podcast begins by outlining the three major concerns for Limited Partners (LPs): the significant decrease in distributions from private assets, the growing impact of Artificial Intelligence (AI), and the need for robust factor model assessment of fund performance.

The Illiquidity Crisis: DPI Decline and Denominator Effect
Alex explains the concept of Distribution Yield (DPI) and its sharp decline from historical averages, causing private assets to form a larger portfolio share and triggering the "denominator effect." This lack of cash flow hinders future commitments and creates a cycle of illiquidity.

"Private is the New Public": Extended Illiquidity and Market Shifts
A critical statistic reveals that a substantial portion of recent vintage funds have minimal DPI, coupled with a decline in IPOs. This indicates a fundamental market shift where companies remain private longer, increasing illiquidity and altering traditional investment timelines.

Navigating Illiquidity: CVs, Secondary Sales, and LP-GP Dynamics
General Partners (GPs) utilize Continuation Vehicles (CVs), while LPs can opt for secondary sales, albeit with potential relationship damage and discounts. LPs have a complex view on CVs, often distrusting valuations, and reputation is paramount for access in private markets.

Strategic Decisions: CVs, Leverage, and the New Normal
Allocators must align CV investments with portfolio goals and assess illiquidity tolerance. Borrowing against private assets is rare due to policy restrictions and historical aversion to leverage. The prolonged illiquidity in private markets is likely a new normal, requiring model adjustments.

Incentives, Premiums, and Valuation Controversies
The trend of assets staying private is driven by various incentives, and relying on IPOs for liquidity is ill-advised. Extended illiquidity may lead to a higher illiquidity premium. Private marks are controversial, with established funds marking more conservatively.

LP Hesitancy, Career Management, and AI's Role
LPs are reluctant to pressure GPs for markdowns due to performance impacts. Short investor tenures and incentive structures can create principal-agent problems. AI tools enhance operational efficiency but cannot replace critical thinking in investment decisions.

Factor Model Analysis: Overlooked Opportunities
Many investors neglect comprehensive factor model analysis beyond beta and CAPM, leading to misattributed alpha. While tools exist for advanced models, their adoption is limited, highlighting a missed opportunity for accurate performance assessment.
Keywords
Distribution Yield (DPI)
Distribution Yield, or DPI (Distributions to Paid-In Capital), measures the cash distributions an investor has received from a private asset fund relative to their total paid-in capital. A low DPI indicates that investors are not receiving cash back as expected, impacting portfolio liquidity and future investment capacity.
Denominator Effect
The denominator effect occurs when the value of public assets in a portfolio declines, causing the proportion of illiquid private assets to increase relative to the total portfolio value. This can force LPs to sell public assets or rebalance, potentially at unfavorable prices.
Continuation Vehicles (CVs)
Continuation Vehicles are structures used by private equity firms to hold onto assets that are nearing the end of their fund's life. This allows GPs to continue managing the asset, potentially realizing more value, while providing liquidity to existing LPs or offering new investors a stake.
Secondary Sales
Secondary sales involve the sale of existing limited partner (LP) interests in private funds to a third-party buyer. LPs may use secondary sales to gain liquidity before the fund's natural end, often at a discount to the Net Asset Value (NAV), and to manage portfolio concentration.
Private is the New Public
This phrase describes the trend of large, established private companies choosing to remain private for longer periods, delaying or avoiding Initial Public Offerings (IPOs). This is driven by factors like reduced regulatory burdens and access to private capital markets.
Illiquidity Premium
The illiquidity premium is the additional return investors expect for holding less liquid assets compared to more liquid ones. With private markets becoming more illiquid, there's a potential for this premium to increase, rewarding long-term investors.
Factor Model Analysis
Factor model analysis, such as the Fama-French five-factor model, breaks down investment returns into different risk factors (e.g., market risk, size, value, profitability, investment). It helps investors understand the drivers of performance and distinguish true alpha from factor exposure.
Principal-Agent Problem
A principal-agent problem arises when one party (the agent, e.g., a fund manager) acts on behalf of another party (the principal, e.g., an LP), but their interests may not be perfectly aligned. This can lead to decisions that benefit the agent more than the principal.
AlphaSense
AlphaSense is a platform offering continuously refreshed channel research through interviews, providing clean, comparable signals to help investors identify inflection points in the market.
Q&A
What is the primary issue LPs are facing regarding distributions from private asset funds?
The primary issue is the significant lack of distributions. Historically, the distribution yield (DPI) hovered around 25%, but in recent years, it has dropped to 9-12%. This means LPs are not receiving cash back as expected, impacting their ability to reinvest or meet spending needs.
How do Continuation Vehicles (CVs) impact LPs, and what are the concerns?
CVs allow GPs to hold assets longer, potentially realizing more value. However, LPs may distrust the valuations (marks) within CVs, fearing GPs might undervalue assets to manage expectations or benefit themselves. This can lead to LPs feeling they are leaving potential proceeds on the table.
Why is the trend of "private is the new public" a concern for LPs?
This trend means companies stay private longer, delaying IPOs and thus delaying cash distributions to LPs. It increases the illiquidity of portfolios, disrupts cash flow pacing models, and can lead to a downward spiral where LPs need to sell liquid assets to maintain their desired private asset allocation.
What are the main reasons LPs are hesitant to borrow against their private asset portfolios?
LPs are often legally prohibited by their investment policy statements from borrowing at the institutional level. Additionally, there's a historical aversion to leverage, as it's seen as a major contributor to market crises, making additional borrowing seem unnecessarily risky.
How can AI tools be beneficial for allocators, and what are their limitations?
AI tools can significantly improve operational efficiency by automating tasks like note-taking, drafting emails, and sorting files, allowing professionals to focus on higher-value work. However, AI cannot replace the critical thinking, analysis, and judgment required for making investment decisions.
Why do many investors focus only on beta and CAPM in factor analysis, neglecting other factors?
This is often due to a lack of awareness or effort. While tools exist to easily run more comprehensive factor models (like the Fama-French five-factor model), many investors rely solely on beta and CAPM, potentially misattributing factor exposures as alpha.
Show Notes
David Weisburd speaks with Alex Ambroz about collapsing distributions, the rise of continuation vehicles and secondaries, and why many allocators are facing a structural mismatch between models and reality. They explore whether “private is the new public,” how incentives shape GP behavior, and what LPs must change to adapt to a new normal of prolonged illiquidity.
Highlights:
- Why private market distribution yields have fallen from ~25% to single digits
- How declining DPI drives the denominator effect across portfolios
- Continuation vehicles: why LPs both rely on and resent them
- Secondary sales as a liquidity tool—and their political costs
- The growing gap between private marks and realizable value
- Why IPOs are no longer a reliable liquidity release valve
- How incentives keep large companies private far longer than before
- Why private credit remains the lone exception on distributions
- Career risk and principal–agent problems on the LP side
- Where AI tools help allocators—and where judgment still matters
- Using factor models to distinguish alpha from disguised beta
Guest Bio:
Alex Ambroz is the Founder and CEO of the Allocator Training Institute, the first structured education platform dedicated to developing the next generation of institutional allocators.
Before founding ATI, Alex spent two decades in senior investment roles at Morgan Creek Capital, J.P. Morgan, Cleveland Clinic, and Aberdeen Standard Investments, where he built and managed multi-asset portfolios across public and private markets.
He has trained hundreds of analysts and investment officers globally and holds deep expertise in portfolio construction, factor modeling, and operational due diligence.
Our Podcast now receives more than 300,000 downloads a month. Are you interested in sponsoring an episode? Please email David Weisburd at david@weisburdcapital.com.
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Sponsor:
AlphaSense is the AI-powered market intelligence platform trusted by 85% of the S&P 100, helping investment professionals make faster, more confident, data-driven decisions. Built for hedge funds, asset allocators, private venture capital firms, and investment bankers, AlphaSense uses advanced AI and powerful search across premium proprietary content to surface the insights that matter most—before the market moves. Elevate your research and stay ahead of the competition. Visit https://www.alpha-sense.com/howiinvest/ to learn more.
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Disclaimer:
This podcast is for informational purposes only and does not constitute investment, financial, legal, or tax advice. Nothing in this episode should be interpreted as an offer to buy or sell any securities or to participate in any investment strategy. All opinions expressed by the host and guests are their own and do not represent the views of Weisburd Capital. Participants may hold positions or have financial interests in the companies, funds, or investments discussed. Any references to specific investments are for illustrative purposes only. Investing involves risk, including the potential loss of capital. Past performance is not indicative of future results, and any forward-looking statements are subject to risks and uncertainties. Any third-party data or opinions have not been independently verified. Listeners should conduct their own research and consult their own advisors before making any investment decisions.
(0:00 ) Introduction
(1:25 ) DPI, distribution yields, and their historical context
(4:38 ) Impact of reduced distributions on allocators and DPI trends for 2025
(7:06 ) Illiquidity in private assets and GP strategies
(9:50 ) Role and challenges of secondary sales and CVs
(17:34 ) Borrowing against private book and liquidity concerns
(21:27 ) Preparing for the new normal in private asset distributions
(25:24 ) Private market valuations and LP pressure on GPs
(29:33 ) Principal-agent problem and the impact of AI on investment analysis
(33:12 ) Quick assessment of investment factors
(34:49 ) Closing remarks
























