Earnings Analysis
Cash conversion and beat quality signals that accounting quality affects directly
THE FIELD GUIDE · ACCOUNTING TRACK
Accounting Quality for Stock Investors
Audit the adjustments management asks you to ignore, bridge EBITDA to real cash economics, and flag the patterns that precede blowups. Nineteen chapters and four free calculators — from the earnings-quality checklist to reading a 10-K line by line.
The insight most investors miss
Cash either exists or it doesn't — the income statement is negotiable.
Reported net income is the product of hundreds of accounting choices: when revenue is recognized, how aggressively receivables are booked, which costs are labeled "one-time." Operating cash flow is far harder to manufacture.
When cash flow consistently trails reported earnings — the Sloan accrual anomaly — that gap tends to resolve through earnings disappointments, not a cash flow rebound. Accounting-quality analysis is the discipline of checking, before you trust any earnings number, whether the cash is actually there.
By the numbers
Accounting-quality calibration benchmarks
Cash conversion ratio (OCF ÷ net income): above 1.0 is high quality; below 0.6 is a red flag that earnings are running ahead of cash.
Accrual ratio: net income minus operating cash flow, over average total assets. Above 0.10 signals earnings funded by accruals rather than cash.
GAAP-to-adjusted gap: gaps above 20% warrant scrutiny — especially when the same "one-time" charges are excluded every quarter.
Days Sales Outstanding trend: a rising DSO means revenue is being recognized faster than cash is collected — the earliest sign of aggressive revenue recognition.
Accounting-quality tools
Test these concepts on any public company — free, instant, no login.
Return on Assets Calculator →See how efficiently a company turns its asset base into profit — the first quality read before you trust any earnings number.Cash Conversion Cycle →Measure how many days cash is trapped in receivables and inventory. A lengthening cycle is where aggressive revenue recognition shows up first.Earnings Quality Score →Score cash conversion, accrual quality, DSO trend, and the GAAP-to-adjusted gap in one shareable output — six numbers from any annual report.DCF Calculator →Anchor intrinsic value to real operating cash flow, not reported EPS — the discipline that protects you when accounting quality is low.
All chapters
19 chapters on reading the numbers management hopes you skim
Part II — Earnings Quality
11 minWhat a serious analyst checks before quoting any earnings number.Learn what analysts check before quoting any earnings number →14 minFifteen red flags that tell you the earnings number is lying — before the restatement.Learn the 15 red flags that precede earnings restatements →10 minWhere adjusted earnings legitimately help and where they let management hide.Learn how goodwill impairments signal acquisition regret →
Part III — Reading Statements
18 minWhere the truth lives in a 10-K, and which sections most investors skip.Learn where the truth lives in a 10-K →12 minWhat Part 1 and Part 1A reveal — and the diff method for finding risk factors that are new.Read chapter →14 minIncome statement, balance sheet, cash flow, and the footnotes where the real story hides.Read chapter →12 minMD&A is the only section management writes. Reading its silences matters as much as its words.Read chapter →11 minTen signals that appeared in the 10-K before almost every major accounting scandal.Read chapter →14 minWhat an income statement actually tells you — and the line items where most investors stop reading too soon.Learn which income statement lines most investors stop reading too soon →12 minWhat the balance sheet says about staying power, in the order you should read it.Learn what the balance sheet says about a company's staying power →14 minThe filing you see four times a year — and the quarterly red flags it reveals before the 10-K confirms them.Read chapter →13 minThe filing that moves stocks overnight — and most investors have never opened one directly.Learn to read the filing that moves stocks overnight →15 minThe document every company writes once to sell you its stock. Read it like the underwriter, not the buyer.Learn to read an S-1 like the underwriter, not the buyer →14 minWhat Wall Street sees in 30 seconds that takes most investors 30 minutes — and how to close the gap.Read chapter →15 minWhat the proxy tells you about governance that no other filing will — and the red flags most investors miss.Read chapter →12 minWhy the cash flow statement is where you check whether the income statement is real.Learn why the cash flow statement is the hardest to manipulate →11 minFour margins, four different questions about a business. Know which one answers yours.Read chapter →12 minThe hidden force that makes one company's earnings explode while another's barely move — and how to read it in the filings.Read chapter →15 minWhat the debt stack tells you about survival odds that the income statement never will.Learn what the debt stack reveals about survival odds →
Common questions
Accounting quality — answered.
What is accounting quality in stocks?
Accounting quality in stocks measures how accurately a company's reported earnings reflect its true economic performance. High accounting quality means profits are backed by operating cash flow, revenue is recognized conservatively, and adjustments to GAAP numbers are transparent and non-recurring. Low accounting quality features a wide GAAP-to-adjusted earnings gap, accruals consistently above cash flow, and accounting choices that flatter short-term results at the expense of long-term accuracy. Investors use the Basis Report Earnings Quality Scorer to quantify accounting quality across four dimensions for any public company.
How do you analyze accounting quality?
Accounting quality analysis starts with three comparisons: (1) Operating cash flow vs. net income — the accrual ratio (net income minus operating cash flow divided by total assets) above 0.05 signals aggressive accounting. (2) GAAP vs. adjusted earnings — gaps above 20% warrant scrutiny, especially when the same 'one-time' costs are excluded every quarter. (3) Days Sales Outstanding trend — rising DSO means revenue is being recognized faster than cash is being collected. The Basis Report Earnings Quality Score tool automates this analysis: enter six numbers from any annual report and get a 0–100 score across all four dimensions.
What are signs of poor accounting quality?
The five most reliable signs of poor accounting quality are: (1) Operating cash flow consistently below net income for two or more years — the Sloan accrual anomaly that predicts future earnings disappointments. (2) Recurring 'non-recurring' charges — restructuring or impairment items appearing every quarter effectively become operating costs management hides from adjusted EPS. (3) Accounts receivable growing faster than revenue, signaling aggressive revenue recognition or channel stuffing. (4) A widening GAAP-to-adjusted gap with no clear economic justification. (5) Auditor changes, especially from a Big Four firm, which often precede accounting restatements.
How does accounting quality affect stock valuation?
Poor accounting quality inflates the earnings inputs used in valuation models, leading investors to pay higher multiples for profits that will not recur. If a company reports $500M in net income but generates only $200M in operating cash flow, applying a 20x P/E to the reported number produces a $10B valuation — but a DCF anchored to real cash flow may yield half that. The Sloan accrual research showed high-accrual firms underperform low-accrual firms by roughly 10% annually as inflated earnings mean-revert. Use the Basis Report DCF Calculator with operating cash flow, not EPS, when accounting quality is below 60.
What metrics measure earnings quality?
The four key metrics for measuring earnings quality are: (1) Cash conversion ratio — operating cash flow divided by net income; above 1.0 is high quality, below 0.6 is a red flag. (2) Accrual ratio — net income minus operating cash flow divided by average total assets; above 0.10 signals earnings funded by accruals rather than cash. (3) Days Sales Outstanding trend — rising DSO indicates revenue recognized before cash arrives. (4) GAAP-to-adjusted earnings gap — the percentage difference between reported GAAP earnings and management's preferred adjusted figure. Basis Report's Earnings Quality Score combines all four into a single 0–100 score for any public company.
Related research areas
Accounting quality is the foundation for everything else.
Bad accounting creates bad earnings signals, which break valuations and make management scorecards meaningless. Start here, then apply the cleaner numbers downstream.
Valuation
Accounting quality determines which earnings power is safe to capitalize
Capital Allocation
Management credibility starts with the integrity of the numbers they report
Earnings Red Flags
15 specific patterns in financial statements that precede blowups
How to Read a 10-K
Where to find accounting red flags in the actual SEC filing
Cash Flow Statement
The statement that reveals whether reported earnings are backed by cash
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Basis Report audits GAAP vs. adjusted spreads, SBC trends, EBITDA-to-FCF conversion, and recurring adjustment patterns on any ticker — in one document.
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