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Financial statements

How to read, build and interrogate the income statement, balance sheet, cash flow statement and statement of shareholders' equity: anatomy line by line, how one transaction flows through all three, EBITDA and non-GAAP measures, free cash flow, ratio and DuPont analysis, quality-of-earnings red flags, and where to find it all in a 10-K. The worked example is the invented Acme Analytics, Inc. whose FY2026 books are built entry by entry in accounting; every number below ties out. Using the numbers for decisions and pricing a company is in corporate finance and valuation; burn, runway and SaaS unit economics are in startup finance.

The statements at a glance

StatementQuestion it answersTime frameKey identity
Income statement (statement of operations, P&L)did the company make a profit?a period (quarter, year)revenue − expenses = net income
Balance sheet (statement of financial position)what does it own and owe?a point in timeassets = liabilities + equity
Cash flow statementwhere did cash come from and go?a periodoperating + investing + financing = change in cash
Statement of shareholders' equitywhy did equity change?a periodopening equity + net income + shares issued + SBC − dividends − buybacks ± OCI = closing equity
Noteswhat policies, estimates, commitments and risks sit behind the numbers?bothoften more informative than the statements

Around them in a public filing: MD&A (management's narrative of results, liquidity and known trends), the auditor's report (opinion, critical audit matters, any going-concern paragraph) and management's report on internal control.

The three connect: net income starts the cash flow statement and flows into retained earnings; the cash flow statement explains the change in the balance sheet's cash line. Profit is an opinion (built on accrual estimates); cash is a fact. Read all three together.

Income statement

LineWhat it isNotes
Revenue (net sales)value of goods and services delivered in the period, net of discounts, returns and creditsrecognized under ASC 606; see accounting
Cost of revenue (COGS)direct cost of delivering what was soldSaaS: hosting, support, payment fees, amortized capitalized software; hardware: product cost
Gross profitrevenue − COGSgross margin = gross profit ÷ revenue
Research and developmentengineering, product, design (net of capitalized software)
Sales and marketingsales pay and commissions, advertising, events
General and administrativefinance, legal, HR, executives, office, depreciation of shared assets, bad debt
Operating incomegross profit − operating expenses≈ EBIT when there are no non-operating items above the line
Interest and other income (expense)interest earned on cash, interest paid on debt, FX, gains/losses on investments
Pre-tax incomeoperating income ± other items
Provision for income taxescurrent + deferred tax expenseeffective tax rate = provision ÷ pre-tax income
Net incomethe bottom lineflows to retained earnings
EPSnet income per share, basic and dilutedrequired for public companies (ASC 260)
Other comprehensive income (OCI)unrealised gains/losses kept out of net income (FX translation, some securities, pension items)shown in a statement of comprehensive income
ACME ANALYTICS, INC. (invented)
STATEMENT OF OPERATIONS, YEARS ENDED 31 DECEMBER (US$)
                                        FY2026        FY2025
Revenue
  Subscription                       3,000,000     2,150,000
  Hardware                             200,000       150,000
Total revenue                        3,200,000     2,300,000
Cost of revenue                        700,000       540,000
Gross profit                         2,500,000     1,760,000
Operating expenses
  Research and development             850,000       700,000
  Sales and marketing                  600,000       450,000
  General and administrative           500,000       380,000
Total operating expenses             1,950,000     1,530,000
Operating income                       550,000       230,000
Interest income                         22,000        10,000
Interest expense                       (12,000)            -
Income before income taxes             560,000       240,000
Provision for income taxes (25%)       140,000        60,000
Net income                             420,000       180,000
 
Earnings per share   basic               0.042         0.020
                     diluted             0.040         0.019
Weighted shares      basic          10,000,000     9,000,000
                     diluted        10,480,000     9,480,000
 
Included above (FY2026): depreciation 25,000 (G&A);
amortization of capitalized software 20,000 (cost of revenue);
stock-based compensation 40,000 (R&D 20k, S&M 10k, G&A 10k).
FY2025 diluted shares assume the same 480,000 incremental
option shares as FY2026.

FY2026 cost of revenue is hosting $380,000 + support salaries $180,000 + hardware $120,000 + software amortization $20,000. The full ledger is in accounting.

Earnings per share

Basic EPS=Net income−Preferred dividendsWeighted-average common shares\text{Basic EPS} = \frac{\text{Net income} - \text{Preferred dividends}}{\text{Weighted-average common shares}}

Diluted EPS adds shares that would exist if dilutive securities converted: options and warrants by the treasury stock method (assume exercise, and assume the proceeds buy back shares at the average price), convertibles by the if-converted method. Anti-dilutive securities (those that would raise EPS) are excluded, so a loss-making company's diluted EPS equals its basic EPS.

Acme (private companies need not present EPS; shown for illustration): net income $420,000; 10,000,000 shares (treating the 2 January issue as outstanding all year); 800,000 options with a $0.20 strike; average share value $0.50.

Incremental shares=800,000−800,000×0.200.50=480,000Diluted EPS=420,00010,480,000=0.0401\text{Incremental shares} = 800{,}000 - \frac{800{,}000 \times 0.20}{0.50} = 480{,}000 \qquad \text{Diluted EPS} = \frac{420{,}000}{10{,}480{,}000} = 0.0401

Balance sheet

SectionLinesNotes
Current assets (cash or used up within 12 months / the operating cycle)cash and equivalents, short-term investments, accounts receivable (net of allowance), inventory, prepaid expenseslisted roughly in order of liquidity (US)
Non-current assetsproperty and equipment (net), right-of-use assets, capitalized software, intangibles, goodwill, deferred tax assets, long-term investmentsIFRS balance sheets often list non-current first
Current liabilities (due within 12 months)accounts payable, accrued expenses, deferred revenue, current portion of debt and leases, income tax payable
Non-current liabilitieslong-term debt, lease liabilities, deferred tax liabilities, long-term deferred revenue
Equitycommon and preferred stock at par, additional paid-in capital, retained earnings (accumulated deficit), accumulated OCI, treasury stockbook equity is not market value

Working capital = current assets − current liabilities. Operating working capital excludes cash and debt: (receivables + inventory + prepaids) − (payables + accruals + deferred revenue). Growth that consumes working capital consumes cash.

ACME ANALYTICS, INC. -- BALANCE SHEETS, 31 DECEMBER (US$)
                                          2026          2025
ASSETS
Cash and cash equivalents            1,776,000       600,000
Accounts receivable, net of allowance
  of 17,000 and 10,000                 363,000       240,000
Inventory                               35,000        20,000
Prepaid expenses                        30,000        24,000
Total current assets                 2,204,000       884,000
Property and equipment, net of
  accum. depreciation 45,000/20,000     45,000        40,000
Capitalized software, net of
  accum. amortization 20,000/0         100,000             -
TOTAL ASSETS                         2,349,000       924,000
 
LIABILITIES
Accounts payable                        45,000        30,000
Accrued expenses                        60,000        40,000
Deferred revenue                       520,000       400,000
Income tax payable                      30,000        20,000
Total current liabilities              655,000       490,000
Long-term debt (8%, due 2029)          300,000             -
TOTAL LIABILITIES                      955,000       490,000
 
SHAREHOLDERS' EQUITY
Common stock and paid-in capital
  (10,000,000 and 9,000,000 shares)    640,000       100,000
Retained earnings                      754,000       334,000
TOTAL EQUITY                         1,394,000       434,000
TOTAL LIABILITIES AND EQUITY         2,349,000       924,000
 
Working capital                      1,549,000       394,000
Operating working capital             (227,000)     (156,000)

Acme's operating working capital is negative: customers prepay (deferred revenue of $520,000) faster than Acme has to pay anyone. That is the SaaS "customer-funded growth" pattern, and it is why a growing subscription business can generate more operating cash than profit.

Cash flow statement

SectionIncludes (US GAAP, ASC 230)Acme FY2026
Operating (CFO)cash from customers, paid to suppliers and employees, interest paid and received, dividends received, income taxes526,000
Investing (CFI)capex, capitalized software, acquisitions, buying and selling investments(150,000)
Financing (CFF)issuing and buying back shares, borrowing and repaying debt, dividends paid, finance-lease principal800,000
Net change in cashCFO + CFI + CFF1,176,000

Under IFRS, interest and dividends have been a policy choice (IAS 7); the IFRS 18 amendments from 2027 put interest paid in financing and interest received in investing for most non-financial companies. Compare CFO across the two frameworks with care.

Indirect method

Almost every company uses the indirect method: start from net income, remove non-cash items, then adjust for changes in working capital.

AdjustmentSignWhy
depreciation, amortization, impairment+expense with no cash out this period
stock-based compensation+expense paid in shares
gains on asset sales−the cash is in investing
increase in an operating asset (AR, inventory, prepaids)−revenue booked or cost paid without matching cash
increase in an operating liability (AP, accruals, deferred revenue, taxes payable)+expense booked but not paid, or cash received before revenue
ACME -- STATEMENT OF CASH FLOWS, FY2026 (US$, indirect method)
OPERATING ACTIVITIES
Net income                                          420,000
Adjustments for non-cash items
  Depreciation                                       25,000
  Amortization of capitalized software               20,000
  Stock-based compensation                           40,000
Changes in operating assets and liabilities
  Accounts receivable, net                         (123,000)
  Inventory                                         (15,000)
  Prepaid expenses                                   (6,000)
  Accounts payable                                   15,000
  Accrued expenses                                   20,000
  Deferred revenue                                  120,000
  Income tax payable                                 10,000
Net cash from operating activities                  526,000
 
INVESTING ACTIVITIES
Purchases of property and equipment                 (30,000)
Capitalized software development                   (120,000)
Net cash used in investing activities              (150,000)
 
FINANCING ACTIVITIES
Proceeds from issuance of common stock              500,000
Proceeds from term loan                             300,000
Net cash from financing activities                  800,000
 
Net increase in cash                              1,176,000
Cash at beginning of year                           600,000
Cash at end of year                               1,776,000   = balance sheet
 
Supplemental: interest paid 10,000; income taxes paid 130,000

Each working-capital line is the balance-sheet change with the sign flipped for assets: AR net went from $240,000 to $363,000 (+$123,000), so cash is $123,000 lower than net income implies. Bad-debt expense needs no separate add-back here because the change is taken on AR net of the allowance.

Direct method

The direct method lists actual cash receipts and payments. The FASB encourages it but requires the indirect reconciliation as well, so few companies bother. For a founder it is the more intuitive view, and it is what a bank statement shows.

ACME -- OPERATING CASH FLOWS, FY2026 (direct method)
Cash received from customers  (3,188,000 - 6,000 refund)  3,182,000
Interest received                                             22,000
Cash paid to suppliers (AP 826,000 + rent 60,000
  + prepaids 60,000)                                        (946,000)
Cash paid to employees (1,712,000 total payroll
  - 120,000 capitalized into software)                    (1,592,000)
Interest paid                                                (10,000)
Income taxes paid                                           (130,000)
Net cash from operating activities                           526,000

Both methods give $526,000. Note the $120,000 of engineering payroll that appears in investing, not operating, because it was capitalized: an honest accounting choice here, and a classic lever for flattering CFO elsewhere.

Statement of shareholders' equity and the notes

ACME -- STATEMENT OF SHAREHOLDERS' EQUITY, FY2026 (US$)
                            Shares     Paid-in   Retained      Total
                                       capital   earnings     equity
Balance, 31 Dec 2025     9,000,000     100,000    334,000    434,000
Issuance of common       1,000,000     500,000          -    500,000
Stock-based compensation         -      40,000          -     40,000
Net income                       -           -    420,000    420,000
Balance, 31 Dec 2026    10,000,000     640,000    754,000  1,394,000

Notes to read first in any set of statements:

NoteWhy
significant accounting policiesrevenue recognition, capitalization, useful lives: the choices behind every number
revenue (disaggregation, contract balances, remaining performance obligations)growth quality, backlog, deferred revenue movement
debtrates, maturities, covenants, security
leases, commitments and contingenciesoff-income-statement obligations, lawsuits
stock-based compensation and equitydilution, option overhang
income taxeseffective rate, NOLs, valuation allowances, uncertain positions
related-party transactionsdeals with insiders
segments and concentrationsreliance on a few customers or suppliers
subsequent eventswhat happened after the balance-sheet date
going concern (if present)substantial doubt about surviving the next year

One transaction through all three statements

The classic finance-interview drill: change one line, then walk it through income statement → cash flow → balance sheet, and check the balance sheet still balances. Assume a 25% tax rate and that tax is paid in cash in the period.

Depreciation rises by $10.

StatementEffect
income statementoperating income −10; tax −2.5 (10 × 25%); net income −7.5
cash flownet income −7.5; add back depreciation +10; CFO +2.5 (the tax saving is the only real cash)
balance sheetcash +2.5; PP&E (net) −10 → assets −7.5; retained earnings −7.5 → equity −7.5. Balances

Acme buys $100 of inventory for cash, then sells it for $150 on credit.

StatementEffect
income statementrevenue +150; COGS −100; pre-tax +50; tax −12.5; net income +37.5
cash flownet income +37.5; AR increase −150; inventory unchanged (bought and sold in the period); CFO −112.5, which is simply the −100 paid for stock and −12.5 of tax
balance sheetcash −112.5; AR +150; inventory 0 net → assets +37.5; retained earnings +37.5. Balances

Acme borrows $100 at 10% and pays a year's interest.

StatementEffect
income statementinterest −10; tax +2.5; net income −7.5
cash flowCFO −7.5 (interest is operating under US GAAP); CFF +100; cash +92.5
balance sheetcash +92.5 = debt +100 and retained earnings −7.5. Balances

Acme bills and collects a $120,000 annual contract on 1 October (ignore tax).

StatementEffect by 31 December
income statementrevenue +30,000 (3 of 12 months)
cash flownet income +30,000; deferred revenue +90,000; CFO +120,000
balance sheetcash +120,000 = deferred revenue +90,000 + retained earnings +30,000

If you can do these four in your head, you can read any statement.

EBITDA, adjusted EBITDA and non-GAAP measures

EBITDA=Net income+Interest+Taxes+Depreciation+Amortization=EBIT+D&A\text{EBITDA} = \text{Net income} + \text{Interest} + \text{Taxes} + \text{Depreciation} + \text{Amortization} = \text{EBIT} + \text{D\&A}

Acme FY2026: EBIT $550,000 + D&A $45,000 = EBITDA $595,000 (18.6% margin). "Adjusted EBITDA" adding back stock-based compensation: $635,000.

MeasureWhy people use itWhat it hides
EBITDArough proxy for operating cash before capital structure and taxes; comparable across financing choices; used in debt covenants and M&A multiplescapex (the cost of the assets being depreciated), working capital, taxes, interest; treats capitalized costs as free
Adjusted EBITDA"normalized" earnings excluding items management calls non-recurringwhatever management chooses: SBC, restructuring every year, "one-time" costs that recur
Non-GAAP net income / EPSexcludes amortization of acquired intangibles, SBC, one-offsSBC is a real cost paid in dilution
Contribution margin, "community-adjusted EBITDA"segment or unit economicscan exclude core operating costs: WeWork's "community-adjusted EBITDA" in its April 2018 bond offering also stripped out sales and marketing, new-market development, pre-opening and G&A costs, and was widely derided

SEC rules on non-GAAP measures

RuleApplies toKey requirements
Regulation G (2003)any public disclosure of a non-GAAP measure by an SEC registrant (press releases, calls, websites)present the most directly comparable GAAP measure and a quantitative reconciliation; the measure, with its surrounding context, must not be misleading
Item 10(e) of Regulation S-Knon-GAAP measures in SEC filings (and earnings releases furnished on Form 8-K)GAAP measure with equal or greater prominence; reconciliation; statement of why the measure is useful; no excluding charges requiring cash settlement from liquidity measures (EBIT and EBITDA excepted); no labeling an item non-recurring, infrequent or unusual if a similar item is reasonably likely within two years or occurred within the prior two years; no non-GAAP measures on the face of the GAAP statements
SEC staff C&DIs (last updated December 2022)interpretationsexcluding normal, recurring, cash operating expenses can be misleading; "individually tailored" accounting (e.g. accelerating deferred revenue, cash-basis revenue) can be misleading; no per-share non-GAAP liquidity measures; a full non-GAAP income statement gives undue prominence

Under IFRS 18 (from 2027), "management-defined performance measures" used in public communications must be reconciled and disclosed in an audited note.

The critique

Warren Buffett, Berkshire Hathaway 2000 shareholder letter: "References to EBITDA make us shudder — does management think the tooth fairy pays for capital expenditures?" Charlie Munger went further at the 2003 Berkshire annual meeting; as widely reported, he said that whenever you see "EBITDA" you should substitute "bullshit earnings" (paraphrased; wording varies between accounts).

The point: depreciation is the income statement's record of capital already spent and that must be spent again. For an asset-light SaaS company D&A is small and EBITDA is close to EBIT; for a telecom, airline or data-center business EBITDA can be enormously larger than any cash the owners will ever see. Always reconcile adjusted numbers back to GAAP net income and CFO, and ask which "one-time" items appeared last year too.

Free cash flow

MeasureFormulaAcme FY2026Use
Free cash flow (FCF), common definitionCFO − capital expenditures (include capitalized software)526,000 − 150,000 = 376,000cash the business generated after reinvestment; FCF margin 11.8%
FCF excluding capitalized softwareCFO − PP&E capex only496,000overstated: why you must check the investing section
FCF after SBCFCF − stock-based compensation336,000treats dilution as the cost it is
FCFF (free cash flow to the firm, unlevered)CFO+Int(1−t)−Capex\text{CFO} + \text{Int}(1-t) - \text{Capex}, or EBIT(1−t)+D&A−Capex−ΔNWC\text{EBIT}(1-t) + \text{D\&A} - \text{Capex} - \Delta\text{NWC}526,000 + 12,000 × 0.75 − 150,000 = 385,000cash available to all capital providers; discounted at WACC in a DCF
FCFE (free cash flow to equity, levered)CFO−Capex+Net borrowing\text{CFO} - \text{Capex} + \text{Net borrowing}, or FCFF−Int(1−t)+Net borrowing\text{FCFF} - \text{Int}(1-t) + \text{Net borrowing}526,000 − 150,000 + 300,000 = 676,000cash available to shareholders; discounted at the cost of equity
  • "Free cash flow" has no GAAP definition; every company and data provider defines it slightly differently. Read the reconciliation. Under SEC rules it is a non-GAAP liquidity measure and may not be shown per share.
  • FCFE here is inflated by a one-off $300,000 loan: borrowing is not a recurring source of value. Use normalized net borrowing when valuing.
  • The two FCFF formulas give different numbers on real statements (actual vs notional tax, interest income, non-cash items). Pick one and apply it consistently. DCF mechanics are in valuation; WACC in corporate finance.

Ratio analysis

Ratios make companies of different sizes comparable and turn statements into questions. None is "good" in the abstract: what is healthy depends on industry, business model, growth stage, seasonality and accounting choices. Compare a company with its own history and its closest peers, not a textbook threshold. Acme values use FY2026, with averages of opening and closing balances where a flow is divided by a stock.

Liquidity

RatioFormulaAcmeReading
Current ratiocurrent assets ÷ current liabilities3.36above 1 means current assets cover near-term obligations; very high can mean idle cash. SaaS ratios look lower than they "should" because deferred revenue is a liability settled in service, not cash
Quick (acid-test) ratio(cash + short-term investments + receivables) ÷ current liabilities3.27excludes inventory and prepaids, which may not turn to cash quickly
Cash ratiocash and equivalents ÷ current liabilities2.71strictest test

Solvency and leverage

RatioFormulaAcmeReading
Debt-to-equitytotal debt ÷ total equity0.22the SEC beginners' guide uses total liabilities ÷ equity (0.69 for Acme); say which you mean
Interest coverageEBIT ÷ interest expense45.8×can the company service its debt? Lenders commonly set minimum coverage covenants; below ~1.5–2× is fragile
Net debt / EBITDA(debt − cash) ÷ EBITDA−2.48 (net cash)years of EBITDA to repay debt; a standard credit and covenant metric. Negative = more cash than debt
Debt-to-assetstotal debt ÷ total assets0.13share of assets financed by borrowing

Profitability

RatioFormulaAcmeReading
Gross margingross profit ÷ revenue78.1%pricing power and delivery efficiency; software high, retail and hardware low
Operating marginoperating income ÷ revenue17.2%core business profitability
EBITDA marginEBITDA ÷ revenue18.6%see critique above
Net marginnet income ÷ revenue13.1%after interest and tax
ROAnet income ÷ average total assets25.7%profit per dollar of assets (avg assets 1,636,500)
ROEnet income ÷ average equity46.0%return to shareholders on book equity (avg 914,000); inflated by leverage, buybacks or tiny book equity
ROICNOPAT ÷ average invested capital; NOPAT=EBIT(1−t)\text{NOPAT} = \text{EBIT}(1-t)38.8%NOPAT 412,500 ÷ average (debt + equity) 1,064,000. The best single measure of whether growth creates value: compare with the cost of capital

Definitions of invested capital vary. Acme's operating invested capital (operating working capital + net fixed and software assets) is negative (−$82,000 at year-end) because customers prepay, so a "cash-excluded" ROIC is meaningless for it. Negative invested capital is a feature of prepaid subscription and marketplace models, not an error.

Efficiency

RatioFormulaAcmeReading
Asset turnoverrevenue ÷ average total assets1.96sales generated per dollar of assets
DSO (days sales outstanding)average AR ÷ revenue × 36534.4 dayshow fast customers pay; rising DSO is an early warning
DIO (days inventory outstanding)average inventory ÷ COGS × 36514.3 dayshow long stock sits (low here because COGS is mostly hosting)
DPO (days payables outstanding)average AP ÷ COGS × 36519.6 dayshow long the company takes to pay suppliers (some analysts use purchases instead of COGS)
Cash conversion cycleDSO + DIO − DPO29.2 daysdays of cash tied up in operations; negative is excellent (Amazon, Dell in its heyday)
Inventory turnoverCOGS ÷ average inventory25.5×= 365 ÷ DIO

The CCC ignores deferred revenue. For a subscription business that bills annually upfront, the real cash cycle is far better than 29 days suggests; look at deferred revenue growth and CFO alongside it.

DuPont analysis

The three-step DuPont identity splits ROE into what drives it:

ROE=Net incomeRevenue⏟net margin×RevenueAvg assets⏟asset turnover×Avg assetsAvg equity⏟equity multiplier\text{ROE} = \underbrace{\frac{\text{Net income}}{\text{Revenue}}}_{\text{net margin}} \times \underbrace{\frac{\text{Revenue}}{\text{Avg assets}}}_{\text{asset turnover}} \times \underbrace{\frac{\text{Avg assets}}{\text{Avg equity}}}_{\text{equity multiplier}}
ComponentAcme FY2026Question it answers
net margin13.1% (420,000 ÷ 3,200,000)how much of each sale is profit?
asset turnover1.955 (3,200,000 ÷ 1,636,500)how hard do the assets work?
equity multiplier1.790 (1,636,500 ÷ 914,000)how much is financed by liabilities rather than equity?
ROE0.13125 × 1.9554 × 1.7905 = 45.95%matches NI ÷ average equity directly

Two companies with 20% ROE can be completely different: a luxury brand (high margin, low turnover, low leverage), a supermarket (thin margin, high turnover) or a bank (thin margin, low turnover, 10×+ leverage). DuPont tells you which. Acme's high ROE comes mostly from margin and turnover; its equity multiplier is modest, and much of its "leverage" is deferred revenue rather than debt. The 5-step version further splits net margin into tax burden (NI ÷ EBT), interest burden (EBT ÷ EBIT) and operating margin (EBIT ÷ revenue).

Common-size and trend analysis

Common-size (vertical) analysis expresses every line as a percentage of revenue (income statement) or total assets (balance sheet), so you can compare across years and companies of different sizes. Trend (horizontal) analysis shows growth rates line by line.

LineFY2026 % of revenueFY2025 % of revenueGrowth FY25→26
revenue100.0%100.0%+39.1%
cost of revenue21.9%23.5%+29.6%
gross profit78.1%76.5%+42.0%
R&D26.6%30.4%+21.4%
sales and marketing18.8%19.6%+33.3%
G&A15.6%16.5%+31.6%
operating income17.2%10.0%+139.1%
net income13.1%7.8%+133.3%

Reading: every cost line grew slower than revenue, so operating margin rose 7 points: operating leverage. The questions it raises: is R&D growing only 21% sustainable, or is under-investment flattering margins? Did capitalizing $120,000 of engineering pay (instead of expensing it) help? It did: had it been expensed, FY2026 R&D would be $970,000 and net income about $345,000, not $420,000.

Balance sheet trend: receivables (net) grew 51% against revenue growth of 39%, and year-end DSO rose from 38 to 41 days ($240,000 ÷ $2,300,000 × 365 → $363,000 ÷ $3,200,000 × 365). Small, but exactly the kind of drift to ask about.

Quality of earnings and red flags

Quality of earnings is how well reported profit reflects sustainable cash-generating performance. A quick test is cash conversion (CFO ÷ net income; Acme 1.25) and the accruals ratio, (NI−CFO)÷avg assets(\text{NI} - \text{CFO}) \div \text{avg assets} (Acme −6.5%). Sloan (1996) found that earnings driven by large accruals persist less than earnings backed by cash.

Red flagWhy it mattersWhere to look
revenue or net income growing much faster than CFOprofit that isn't turning into cashcash flow statement vs income statement, several years
rising DSO / receivables growing faster than revenueaggressive terms, channel stuffing, fictitious sales, weak collectionsAR, allowance note, DSO trend
inventory growing faster than salesobsolete stock, overproduction to absorb fixed costsinventory note, DIO
capitalizing costs that peers expense; rising capitalized software, "other assets"pushes expense into future periods and moves cash to investingaccounting policies, investing section, intangibles note
frequent "one-time", "non-recurring" or restructuring chargesrecurring costs relabelled to flatter adjusted earningsnon-GAAP reconciliations over several years
big gap between GAAP and adjusted earnings, growing each yearadjustments doing the workearnings releases vs 10-K
reserve releases (bad debt, warranty, returns) boosting profitcookie-jar accountingreserve roll-forwards in the notes
changes in estimates or policies (useful lives, revenue timing)earnings managementpolicy note, auditor's critical audit matters
related-party transactionsdeals not at arm's lengthrelated-party note, proxy statement
off-balance-sheet entities, factoring, supplier financehidden debtcommitments, VIE and supplier-finance notes
auditor change, late filing, material weakness, going-concern paragraphcontrol or solvency problems8-K Item 4.01, Item 9A, auditor's report
cash that can't be independently verifiedthe ultimate red flagauditor's report; unusual trustee or escrow arrangements

Cases worth knowing (briefly and accurately):

CaseWhat happenedLesson
Enron (2001)on 8 November 2001 restated 1997–2000 results, cutting reported net income by roughly $0.6 billion and adding debt, after concluding that special-purpose entities (Chewco, JEDI, an LJM1 subsidiary) should have been consolidated; filed for Chapter 11 on 2 December 2001off-balance-sheet entities and related parties (the LJM partnerships were run by the CFO); earnings with no matching cash
WorldCom (2002)on 25 June 2002 announced that transfers of line costs (fees paid to other carriers) into capital accounts, $3.055 billion in 2001 and $797 million in Q1 2002 (about $3.8 billion), did not comply with GAAP; later investigations found considerably morecapitalizing operating expenses inflates both profit and CFO; watch capex vs peers
Wirecard (2020)on 22 June 2020 the German payments company said €1.9 billion of cash supposedly held in trustee accounts at two Philippine banks most likely did not exist, after EY refused to sign its 2019 accounts; it filed for insolvency on 25 June 2020cash confirmed through intermediaries is not cash; auditors must confirm directly with banks

The Sarbanes–Oxley Act of 2002 (CEO/CFO certification, auditor independence, the PCAOB, internal-control reporting) was the direct response to Enron and WorldCom.

SaaS metrics next to the statements

SaaS companies report operating metrics alongside GAAP numbers. They are not GAAP, are defined by each company, and are unaudited. Definitions and benchmarks are in startup finance; the essentials for reading statements:

MetricDefinitionTies to
ARR (annual recurring revenue)annualised value of active recurring contracts at a datesubscription revenue; ARR ≠ revenue (it is a run-rate, excludes one-offs)
Billingsrevenue + change in deferred revenueAcme: 3,000,000 + 120,000 = 3,120,000 of subscription billings (net of the 6,000 refund)
RPOcontracted revenue not yet recognized (GAAP disclosure)deferred revenue + unbilled contracted amounts
Net revenue retention (NRR)recurring revenue now from customers who existed a year ago ÷ their recurring revenue a year agoexpansion minus churn and contraction; above 100% means the base grows on its own
Gross revenue retention (GRR)as NRR but excluding expansion (capped at 100%)pure churn
Subscription gross marginsubscription revenue less its cost of revenuecommonly cited as 70–80%+ for mature SaaS; below that, question hosting costs or services mix

Rules when reading: reconcile ARR to subscription revenue (ARR at year-end should be above the year's revenue for a growing company); check deferred revenue moves with billings; watch for definition changes between years.

Reading a 10-K and 10-Q

US public companies file with the SEC on EDGAR (sec.gov/edgar/search (opens in a new tab)): search by company name or ticker, filter by form type, or use full-text search. The annual 10-K is audited; the quarterly 10-Q contains condensed financial statements that are reviewed, not audited.

10-K itemContentRead it for
Item 1 Businessproducts, customers, competition, employees, regulationwhat the company actually does and how it makes money
Item 1A Risk Factorsthe most significant risks, in the company's viewnew or reworded risks year over year are signals
Item 1B / 1Cunresolved SEC staff comments / cybersecurity risk management
Item 2–3properties / legal proceedingsmaterial lawsuits
Item 5market for the stock, buybackscapital return
Item 7 MD&Amanagement's explanation of results, segments, liquidity, capital resources, critical accounting estimateswhy numbers moved; known trends and uncertainties
Item 7Aquantitative and qualitative disclosures about market riskinterest-rate, FX, commodity exposure
Item 8 Financial Statements and Supplementary Datathe audited statements, notes and auditor's reporteverything on this sheet
Item 9Acontrols and proceduresmaterial weaknesses
Items 10–14 (often in the proxy, DEF 14A)directors, executive compensation, ownership, related transactions, auditor feesincentives and conflicts
Item 15exhibitsdebt agreements, material contracts
Filing deadline after period end10-K10-Q
large accelerated filer60 days40 days
accelerated filer75 days40 days
non-accelerated filer90 days45 days

Other forms: 8-K (material events, generally within four business days: results, acquisitions, auditor changes, executive departures), DEF 14A (proxy), S-1 (IPO registration), Form 4 (insider trades), 20-F and 6-K (foreign private issuers).

A practical reading order: auditor's report (opinion, critical audit matters, going concern) → MD&A → the three statements (three to five years) → notes on revenue, debt, leases, SBC, taxes, related parties → Risk Factors diff against last year → earnings release non-GAAP reconciliation.

Templates and checklists

STATEMENT-READING CHECKLIST
FIRST PASS (15 min)
[ ] Auditor's opinion unqualified? Any going-concern or
    material-weakness language? Critical audit matters?
[ ] Revenue growth, gross margin, operating margin: 3-5 years
[ ] Net income vs CFO: 3-5 years (cash conversion)
[ ] FCF = CFO - capex (incl. capitalized software)
[ ] Cash, debt, maturities; runway if loss-making
[ ] Share count trend (dilution); SBC as % of revenue
INCOME STATEMENT
[ ] Revenue mix (segments, recurring vs one-off)
[ ] Cost lines as % of revenue; which are growing fastest?
[ ] Non-operating items and "other income" doing heavy lifting?
[ ] Effective tax rate and why it moved
BALANCE SHEET
[ ] AR vs revenue growth; DSO trend; allowance as % of AR
[ ] Inventory vs sales; DIO trend
[ ] Deferred revenue trend (leading indicator for SaaS)
[ ] Goodwill and intangibles as % of assets; impairments
[ ] Debt: rates, covenants, maturities; leases
CASH FLOW
[ ] Working capital swings explaining CFO
[ ] Capex vs depreciation (under-investing? over-capitalizing?)
[ ] Acquisitions, buybacks, dividends vs FCF
[ ] Financing reliance: is the company funding itself?
NOTES AND NON-GAAP
[ ] Revenue recognition and capitalization policies
[ ] Related parties, contingencies, commitments
[ ] Non-GAAP adjustments: same items every year?
[ ] Changes in estimates, policies, segments or KPIs
ONE-PAGE ANALYSIS TEMPLATE             Company: ________  FY: ____
BUSINESS (3 lines): what it sells, to whom, how it charges
_____________________________________________________________
 
                         FY-2      FY-1      FY0     Comment
Revenue               ________  ________  ________  ____________
  growth %            ________  ________  ________
Gross margin %        ________  ________  ________
Operating margin %    ________  ________  ________
Net income            ________  ________  ________
CFO                   ________  ________  ________
Capex (incl. cap. sw) ________  ________  ________
FCF / FCF margin %    ________  ________  ________
SBC % of revenue      ________  ________  ________
Cash                  ________  ________  ________
Debt / net debt       ________  ________  ________
DSO / DIO / DPO       ________  ________  ________
ROE / ROIC %          ________  ________  ________
Diluted shares        ________  ________  ________
 
DUPONT (FY0): margin ____ x turnover ____ x multiplier ____ = ROE ____
QUALITY OF EARNINGS: CFO/NI ____  accruals ratio ____  flags: ____
NON-GAAP GAP: adjusted EBITDA ____ vs GAAP operating income ____
TOP 3 RISKS (from 1A + your own): 1.____ 2.____ 3.____
WHAT WOULD CHANGE MY MIND: _______________________________________
VERDICT (one sentence): __________________________________________

Acme filled in (FY2026): revenue $3.2M (+39%), gross margin 78%, operating margin 17%, CFO $526k, FCF $376k (12%), SBC 1.3% of revenue, net cash $1.48M, DSO 34 days (year-end 41 and rising), ROE 46% driven by margin and turnover. Verdict: profitable, customer-funded, cash-generative; watch receivables and whether capitalized R&D keeps growing.

References