Understanding PME Benchmarking

By: Paymun Saket

Managing Director - LP Products
December 2, 2021

What is PME benchmarking?

PME, or public markets equivalent, benchmarking is a benchmarking methodology often used to evaluate private asset performance. PME benchmarking allows private assets to be compared with public markets, taking into account the restrictions associated with private assets (for example, liquidity) and factoring in the expectation of a higher return.

What is PME and how is it used to benchmark private asset performance?

Investors in private capital know all too well the challenge of trying to evaluate the performance of their investments. While public assets can be measured second-to-second against a litany of indices, benchmarking alternative investments is more difficult. The longer investment timelines, lock-up periods, and illiquidity of alternative investments can make it much more challenging to analyze and benchmark their performance.

The range of potential benchmarks and methods levied by investors is expansive – from internal rate of return (IRR), to modified IRR (MIRR), to cash multiples (which compare fund value to capital that has already been called). PME, or public market equivalent, benchmarking is another of these methods, one often favored for assessing private assets.

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Is PME a valuable benchmark?

PME can be a valuable benchmark for a number of reasons. First, PME can be used as a way to compare the performance of private and public markets by comparing the two against the same data set. Second, funds that are being allocated to private assets might often have been reallocated from public markets. That makes it all the more important to understand the extent of any performance premium offered by private assets.

How is PME calculated?

Ordinarily, to build a PME benchmark, the public market index most appropriate to the investor or group of investments is chosen, often based on industry and geography. As an example, a global private equity portfolio might be compared to the MSCI World index. Or, as another example, a venture capital fund might be benchmarked against a tech index.

Crucially, the calculation of PME takes into account the timing and flow of funds, rather than simply comparing private and public market performance. This is part of what makes PME both so powerful as a benchmark and so challenging to calculate. PME benchmarking involves complex calculations based on the assumption that money invested in a particular fund (including both at inception and as a result of subsequent capital calls) is instead invested in the chosen index on the same date (based on end of day pricing). Distributions are also then similarly assumed to match sales from the same index on a specific day. The IRR of the fund over a certain period is compared to the IRR of the public market equivalent over that same period, taking into account the inflows and outflows for each, in order to calculate the IRR spread between the two.

Calculating a PME benchmark

PME+, KS PME, and other variations

There are a variety of approaches to calculating PME outside of the standard approach we’ve been discussing, also traditionally known as the Long-Nickels PME (LN PME) measure, after Austin Long and Craig Nickels, who proposed the first PME measure back in 1996. A handful of the more common variations are listed below:


PME+, as one would assume, is similar to the standard LN PME method but involves further complex calculations in an attempt to avoid some of the anomalies that arise from LN PME – specifically, the issue in LN PME that an investment outperforming the index will create a negative value in the index theoretical investment. To resolve this, PME+ adjusts the cash flow to avoid big discrepancies – solving the issue but also creating a mismatch between the cash flows of the PME vehicle and the PE fund.

Both PME and PME+ add a premium to public market performance that reflects compensation for the additional risk (including illiquidity) of the private asset class. There is no standardized premium for alternative assets: typically, each investor sets their own level.


KS PME, or Kaplan Schoar PME, differs from both LN PME and PME+ in that, rather than returning an IRR as those calculations do, it returns a market multiple. So rather than needing to compare the benchmark to the fund’s IRR, as with LN PME and PME, KS PME gives a direct indication of whether the fund outperformed the index – with a KS PME score of above 1 – or underperformed – noted by a score of below 1.

Direct Alpha

Direct alpha is the most recently created method for comparing private capital returns against a public market equivalent. It uses the same methodology as KS PME but, rather than returning a market multiple, returns an IRR calculation as does LN PME and PME+, but with greater consideration for inflows and outflows of the fund. It is the only method to calculate the exact rate of outperformance or underperformance for a fund, rather than an approximation.

What’s wrong with PME benchmarking

The value of PME benchmarking – and benchmarking in general – is indisputable. It is the foundational method for how investors evaluate their investments and gauge future commitments. The issue, though, is with how that benchmarking is performed.

For many investors, benchmarking is a manual process, usually tracked through Excel spreadsheets of similar templates. As alternative assets have taken up a larger and larger portion of investors’ portfolios, this exercise has become significantly more difficult as the amount of data that has to be manually handled has grown exponentially.

PME benchmarking, and its variations, only compounds this problem. Investors must first source index information before then calculating the PME and comparing it to fund performance. While some providers can calculate PMEs, they require investors to upload their data every quarter for this purpose: there is still considerable manual effort required to amalgamate investors’ data with the PME.

This creates not just resourcing issues but real operational challenges and blind spots that open investors up to greater levels of risk. The added time and lack of timely insight into performance that manual benchmarking creates can make it harder for investors to ask salient questions of their GPs at the best time because they simply may not have the right information.

How Allvue simplifies PME benchmarking

Allvue’s LP Portfolio Management solution can drastically simplify the benchmarking process for fund of funds, endowments, pensions, family offices, and limited partners of all kinds. Allvue allows you to automate manual processes, thereby reducing the risk of errors and improving data quality.

With Allvue, investors are able to evaluate performance on a continuous basis without having to manually load in data from vast, unwieldy Excel spreadsheets. Allvue can easily pull in public market data feeds in order to automatically calculate PME and PME+ using the appropriate index and a predefined risk premium.

By making it simple to compare risk and performance to public markets or private peers, our robust automated benchmarking capability makes it possible to more quickly and accurately determine whether to participate in upcoming fundraising rounds or make additional investments in new asset classes.

Learn how Allvue can help you better benchmark your private capital portfolio.

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