One set of fund cash flows run against four plausible benchmarks, to show how much of a PME is the fund and how much is the choice of index.
Use a total return index that matches the fund's market, the size of company it buys and the investor's reporting currency, and fix it before the result is known. The choice is not cosmetic: on one illustrative euro buyout fund with an 11.73 per cent IRR, the Kaplan-Schoar PME is 1.396 against a European large-cap total return index, but anywhere from 1.231 to 1.574 against three other indices an analyst might pick, one of which should never be used.
Worked in full in Private Markets Performance by Julian R. Sterling, with every figure reproduced in a free workbook.See the book on Amazon →
A public market equivalent asks what the fund's own cash flows would have earned in a listed index on the same dates. The fund's side of that comparison is fixed. The index side is a choice, and most of the argument over whether a manager "beat the market" is really an argument over which market. The way to settle it is to run the same flows against each candidate and see what the choice is worth.
| Year | Fund net cash flow | European large cap | European small cap | Global, in euros |
|---|---|---|---|---|
| 0 | −20 | |||
| 1 | −25 | 12% | 20% | 15% |
| 2 | −20 | 8% | 10% | 10% |
| 3 | −15 | −4% | −8% | −5% |
| 4 | −10 | 18% | 25% | 23% |
| 5 | 15 | 10% | 14% | 10% |
| 6 | 25 | −12% | −16% | −8% |
| 7 | 30 | 15% | 20% | 17% |
| 8 | 35 | 9% | 10% | 10% |
| 9 | 30 | 6% | 7% | 9% |
| 10 | NAV 45 | 7% | 8% | 9% |
| Compound annual return | IRR 11.73% | 6.55% | 8.29% | 8.77% |
The fund called 90, distributed 135 and holds a NAV of 45 at year 10: TVPI 2.00x, DPI 1.50x. The fourth candidate is the price version of the large-cap index, which is the total return less an illustrative 2 per cent dividend yield each year: 4.54 per cent compound.
KS PME = (Σ distributions × IT/It + NAV) / Σ calls × IT/It
Against the European large-cap total return index: 208.20 / 149.11 = 1.396. In Excel, with flows in B, the index level in C and the final level in C12: =SUMPRODUCT((B2:B11>0)*B2:B11*$C$12/C2:C11) for the distributions, plus the NAV, and the same with <0 for the calls. Direct Alpha, the IRR of the flows compounded to year 10 at the index, is 5.52 per cent.
The full method is set out in how to calculate the Kaplan-Schoar PME. Here the interest is only in what happens when the index column changes and nothing else does.
| Index | FV of distributions + NAV | FV of calls | KS PME | Change | Direct Alpha |
|---|---|---|---|---|---|
| European large cap, total return | 208.20 | 149.11 | 1.396 | 5.52% | |
| European large cap, price only | 199.81 | 126.96 | 1.574 | +12.7% | 7.57% |
| European small cap, total return | 213.34 | 166.13 | 1.284 | −8.0% | 4.10% |
| Global, total return in euros | 218.60 | 177.51 | 1.231 | −11.8% | 3.42% |
Every row says the fund beat the listed market, but by how much ranges from 3.42 to 7.57 per cent a year of Direct Alpha. A gap of 4.14 points a year comes from the benchmark alone, with the fund's cash flows unchanged. The index is not a detail of the PME; it is half of it.
Two questions settle most disputes. What would this investor have bought with the money instead? And what market does the manager actually invest in? When they give different answers, report both PMEs and say which question each one answers.
The same cash flows produce a PME of 1.231, 1.284, 1.396 or 1.574 depending only on the benchmark. Use total return, match the market, size and currency, decide before you look, and show the alternatives where reasonable people would choose differently. Private Markets Performance runs all four public market equivalent methods on one fund, and the free workbook for this case includes a PME calculator into which you can paste any index series to repeat this test on your own fund.
Always total return. A fund's distributions include the income its companies earned, so the index must include dividends too. On the illustrative fund, swapping a total return index for its price version, 2 points a year lower, lifts the Kaplan-Schoar PME from 1.396 to 1.574, 12.7 per cent better for nothing the manager did, and Direct Alpha from 5.52 to 7.57 per cent.
Often, because buyout funds own companies closer in size to small and mid caps than to the largest listed groups. It is not automatically tougher: it depends on the period. Here the small-cap index compounded at 8.29 per cent against 6.55 for large caps, and the fund's PME fell from 1.396 to 1.284. In a decade when large caps led, the order reverses.
Yes. Cash flows and index must be in the same currency, the one the investor reports in. A global index converted into euros returned 8.77 per cent a year here against 6.55 for the European index, and cut the PME of a euro fund from 1.396 to 1.231. Mixing a euro fund with an index left in another currency builds a currency bet into the benchmark.
This article is one calculation from Private Markets Performance. The book takes the same case from first principles to the decision, chapter by chapter, and every figure it prints is a live formula in the free companion workbooks.
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