Line-Item Red Flags: Receivables Outrunning Sales, and Their Cousins

Read this before the list. Every pattern below has ordinary explanations, and in the great majority of cases the ordinary explanation is the correct one. This article inherits the argument made in Pillar 23's earnings-quality article: applying a checklist of indicators to companies produces far more false alarms than findings, because serious accounting problems are rare and any test for a rare condition generates mostly false positives. These are patterns worth noticing and asking about. They are not evidence of anything. The worked example demonstrates exactly this.

— because almost every pattern worth noticing is a comparison rather than a level, and a single line in isolation is nearly silent.

The patterns, and their ordinary explanations

Receivables growing faster than revenue. Days sales outstanding is rising and the company is financing customers more heavily. Ordinarily: a shift to larger customers with longer terms, geographic mix, or sales concentrated late in the period.

Inventory growing faster than cost of goods sold. Goods are moving more slowly. Ordinarily: building ahead of a launch or season, lengthening supply chains, or a widening product range.

Payables growing much faster than costs. The company is paying suppliers more slowly, which flatters operating cash flow. Ordinarily: renegotiated terms, or a deliberate working-capital programme — and either way it is a one-off benefit that does not repeat.

Operating cash flow persistently below net income. Profit is not converting. Ordinarily: growth consuming working capital, which is normal in an expanding business — the word doing the work is persistently, since a single year is noise.

Capital spending persistently below depreciation. The asset base is shrinking in real terms. Ordinarily: a genuine shift to an asset-lighter model, or a completed investment cycle.

Recurring "one-time" items. An item excluded every year is not one-time in any ordinary sense. Ordinarily: a company in a genuinely long restructuring — though this is the pattern whose ordinary explanation is weakest.

Distributions persistently exceeding free cash flow. Returns are being funded from the balance sheet. Ordinarily: a heavy investment year, or a deliberate choice to maintain a dividend through a trough — and the funding sources are finite, which is the whole content of the observation.

Goodwill large relative to equity. Much of stated shareholder capital rests on past acquisition prices. Ordinarily: the company grew by acquisition, which is a strategy.

Net debt rising while gross debt falls. Borrowings came down and cash came down more. Ordinarily: investment or distributions funded from reserves.

Two habits matter more than the list. Patterns over years beat levels in a year — a single-period reading is mostly noise. And several independent patterns mean considerably more than one, because the false-positive rate compounds far more slowly than intuition suggests.