Executive summary
Key takeaways
- The paper describes dispersion as the spread between 5th- and 95th-percentile portfolio returns in the OCIO Analytics universe.
- Underperformance when peer returns are widely dispersed can leave a smaller capital base for later compounding.
- The dollar illustrations assume steady returns and are scenarios, not observed institution outcomes.
- A later improvement in peer rank does not necessarily recover an earlier dollar gap.
01
Why the timing of underperformance matters
Investment committees often review performance through a policy benchmark and a peer ranking. Brad Alford’s April 2026 paper adds the width of the peer return distribution: how far apart comparable institutions’ observed outcomes were during a period.
The paper calls the combination of underperformance during wide dispersion and difficulty recovering when dispersion narrows the Dispersion Trap. Its practical governance implication is to examine when a gap developed and what it means for the institution’s long-term capital base.
02
Compounding puts differences into dollars
The source illustrates a $500 million starting portfolio over ten years. At a steady 8% annual return, the ending value is approximately $1.08 billion. At 7%, it is approximately $984 million, about $96 million below the baseline; at 9%, it is approximately $1.18 billion, about $104 million above it.
These rounded examples isolate the arithmetic of compounding. They do not include spending, contributions, fees, or a varying return sequence, and they are not forecasts or records of actual portfolios.
03
A stronger context for committee review
A percentage return difference can mean more when the observed peer range is wide. Once a portfolio has a smaller capital base, later gains of the same percentage produce fewer dollars than they would on the larger base.
That arithmetic does not make every earlier gap permanent or every upper-percentile return achievable. Recovery depends on future returns and cash flows. The useful question is whether the committee understands the source, timing, and mission-level significance of its performance differences.
- Review policy-relative returns and peer dispersion over the same periods.
- Examine intended allocation, manager exposure, liquidity, valuation timing, and implementation together.
- Distinguish a change in relative ranking from recovery of a cumulative dollar shortfall.
04
Use the research within its limits
The paper’s observations concern the OCIO Analytics contributor universe. Dispersion establishes that outcomes differ; it does not on its own establish why they differ or how another institution should invest.
For OCIO oversight, the findings support a more complete discussion of performance history and institutional goals alongside risk, fees, benchmark relevance, and the terms of the mandate.

