Score free-cash-flow-to-net-income conversion and operating cash flow level
Answers whether reported profits are backed by real cash. It reads free cash flow, net income, and operating cash flow, then computes free-cash-flow-to-net-income conversion and scores it, producing a 0-100 quality score rated strong to high-risk. Strong conversion means earnings that translate into cash; weak or negative conversion warns of aggressive accounting or heavy reinvestment. Use it to validate that a company's income statement is supported by its cash generation.
Cash conversion - the single most useful cross-check on an income statement, and a ratio that is misread in both directions.
THE MEASUREMENT. Free cash flow divided by net income. Net income is produced under accrual accounting, where revenue is recognised when earned rather than when cash arrives and costs are matched against it. Cash flow records money actually moving. A company reporting healthy profit that never turns into cash is doing something worth understanding.
WHY THE GAP IS DIAGNOSTIC. Accruals require judgement - revenue recognition timing, provisions, capitalisation choices, depreciation schedules - and judgement is where reporting can be shaped. Cash involves fewer estimates. Sloan (1996) is the academic anchor: he split earnings into accrual and cash-flow components and found the accrual component LESS PERSISTENT, with high-accrual firms subsequently earning negative abnormal returns and low-accrual firms positive ones - the accrual anomaly.
BE PRECISE ABOUT WHICH CASH FLOW. Sloan's decomposition compares earnings against OPERATING cash flow. FREE cash flow is usually operating cash flow less capital expenditure, and its definition varies between sources. That difference is not pedantry: it determines what the ratio means.
BOTH DIRECTIONS ARE MISREAD, and this is what a student should take away.
CASH IS NOT MANIPULATION-PROOF EITHER. Stretching payables, factoring receivables, supplier-finance arrangements, classification between operating and investing, and the timing of capital expenditure all move reported cash flow. It is harder to shape than accruals; it is not immune.
A STRUCTURAL NOTE. The ratio is unstable when net income is near zero and meaningless when net income is negative - a negative denominator inverts the sign, so a company with positive cash flow and a loss can produce a large negative ratio that reads as terrible and describes the opposite.
The 0-100 score and the strong-to-high-risk bands are our own convention.
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