Methodology: Capital-Markets Operating Metrics
What these figures are
The Operating Metrics card on a capital-markets firm’s stock page shows the operating statistics an asset manager, alternative-asset manager, exchange, or broker reports in its own quarterly earnings release — the SEC Form 8-K exhibit filed alongside the results. These are the numbers the industry uses to describe how much money it manages, how fast it is winning or losing client assets, and what it earns on them. Oxford Ledge reads them directly from the as-filed exhibit and normalizes the labels so you can compare a firm to itself over time.
They are an Oxford Ledge Signal: our reading of a public filing, not a re-audit of the company’s books and not a licensed data-vendor feed. Every value on the card carries its filing as-of date and links back to the SEC source.
The metrics, in plain English
| Metric | What it measures |
|---|---|
| Assets under management (AUM) | The total value of investments a firm manages for clients — the base that management fees are charged on. The largest firms run into the trillions. |
| Fee-earning AUM | The slice of AUM that actually pays a fee right now, excluding committed-but-undeployed capital and fee holidays — a truer driver of near-term fee revenue than headline AUM. |
| Net flows | New client money in minus withdrawals — organic growth, stripping out market moves. Persistent outflows are the central risk for a traditional manager. |
| Organic AUM growth | Net flows as a percentage of beginning AUM — an annualized rate that compares a small firm and a giant on the same footing. |
| Effective fee rate | Average fee earned across all assets (fee revenue over average AUM). Falling fee rates — fee compression — are the structural headwind for active managers. |
| Fee-related earnings (FRE) | Profit from steady management fees, before volatile performance fees. The durable, annuity-like earnings the market rewards. A firm-defined non-GAAP measure. |
| Distributable earnings (DE) | The cash actually generated in the period (fee earnings plus realized carry) — the basis for the dividend. Also firm-defined non-GAAP. |
Why the peer table is scoped by firm type
“Capital markets” spans very different businesses. An exchange earns transaction and data fees; a traditional asset manager earns a thin fee on huge AUM; an alternative manager earns rich fees plus carried interest on illiquid funds; a broker earns on trading and advice. Their operating metrics are not comparable across those types — an exchange has no AUM, and pooling a passive manager’s fee rate with an alternative manager’s would be meaningless. So the peer table is split by firm type (Exchanges, Data & ratings, Asset managers, Alternative managers, Brokers), and you pick a lane. Each lane is its own comparable series; a blank cell inside a lane is an honest coverage gap, never a value pooled in from a different firm type.
Why FRE and distributable earnings are shown only on a firm’s own page
Fee-related earnings and distributable earnings are the alternative-asset industry’s preferred profitability measures — but they are non-GAAP and firm-defined, with no industry-standard construction. One manager’s FRE adds back different items than another’s, so a cross-firm ranking of the raw levels would be comparing things that are not the same. We show them on a firm’s own stock-page card, clearly badged non-GAAP, so you can track a firm against itself — but they never appear as a column in the cross-firm peer table. This is a deliberate honesty boundary: the peer table only ranks metrics that mean the same thing across firms.
How we read and normalize it
For each firm we fetch the most recent quarterly earnings 8-K exhibit from SEC EDGAR, locate the operating table, and read each value verbatim from the reported column — never a prior-year or year-to-date column standing in for the quarter. AUM figures span a huge range, so we resolve the dollar scale (millions vs billions vs trillions) from the table caption rather than guessing, and withhold a value whose scale we cannot confirm. We record each figure’s basis (the AUM scope, the fee basis) and whether it is a firm-defined non-GAAP measure.
The reading is checked against a hand-verified golden set for each firm before any figure is allowed to publish; a value the checker cannot confirm is withheld rather than shown.
What we deliberately do not do
- We do not re-audit. The figures are as reported by the issuer under regulatory convention. We normalize labels; we do not restate the company’s numbers.
- We do not pool across firm types or rank firm-defined non-GAAP levels. The peer table compares only within one firm type, and never ranks FRE or distributable earnings across firms.
- We do not guess an AUM scale. A dollar figure whose millions/billions/trillions scale we cannot confirm from its own caption is withheld, never shown at a guessed magnitude.
- We do not treat these as forecasts, ratings, or advice. They are historical operating results a company disclosed, presented for study.
Freshness
The stock page is cached at the edge, so a brand-new filing’s figures can lag up to a day on the cached page. Each value is stamped with the filing it came from, so the as-of date always tells you exactly how current the number is.