Reading a Set of Accounts Like an Owner

Key takeaways

• Profit and cash are independent numbers, not approximations of each other: Verizon reported $17.2bn of net income for 2025 on $37.1bn of operating cash flow, while LGI Homes reported $326.6m of net income for 2022 alongside $370.5m of cash used by operations.
• Revenue fraud is usually timing, not invention. The SEC found Under Armour pulled forward $408 million of existing orders across six consecutive quarters and settled for $9 million; the sales were real, the quarter they landed in was not.
• The adjusted number is where modern manipulation lives. Kraft Heinz restated $208 million of improperly recognised cost savings across nearly 300 transactions, and the metric it inflated was adjusted EBITDA.
• Financial statement fraud is 6% of occupational fraud cases and carries a $1 million median loss: the rarest scheme and by far the most expensive, and 43% of all cases surface through a tip rather than an audit.

Three statements, one company

There are three financial statements because a business raises exactly three questions, and no single statement can answer more than one of them. The income statement asks whether the period was profitable. The balance sheet asks what is owned and owed at a single instant. The cash flow statement asks where the money physically went. They are not three views of the same number. They are three different numbers about the same company, and they are locked together in precisely one way.

The locks are worth memorising because they are the only free lie detector you get. Net income from the income statement flows into retained earnings on the balance sheet, so opening retained earnings plus net income minus dividends must equal closing retained earnings. The cash flow statement starts at net income, adjusts for non-cash items and working capital movements, and must land exactly on the change in the cash line between the two balance sheets. If any of those does not tie, either you have made an arithmetic error or someone else has. There is no third possibility, which is what makes the check valuable: it has no opinion in it.

The gap between profit and cash is not noise, and it is usually dominated by one line. Verizon Communications reported net income of $17,174 million for 2025 alongside depreciation and amortization of $18,349 million and $37,137 million of net cash provided by operating activities. Read those three numbers in order. Depreciation alone was larger than the entire year's profit. Verizon spent the cash on its network in earlier years; accounting spreads that spending across the years the network earns, so the income statement charges $18.3 billion that no cheque was written for in 2025. Reverse that non-cash charge and the cash number more than doubles the profit number. Nothing is wrong. That is the machine working as designed.

Which also means the naive comparison ("cash flow is higher, so the profit figure must be conservative") is not a conclusion, it is a starting point. Depreciation is a real economic cost that arrives on a delay. A company generating $37 billion of operating cash while consuming its network at $18 billion a year is not $37 billion richer; it is $37 billion liquid and steadily poorer in fixed assets unless it reinvests. The right follow-up question is never "which number is true" but "what is the difference made of, and does it repeat."

Profit is an opinion, cash is a fact

Profit depends on judgements about timing: when a sale counts, how long an asset lasts, which costs belong to this period. Cash depends on the bank. Both are legitimate. Only one can be checked without trusting anybody.

The cleanest public demonstration is a homebuilder. LGI Homes reported net income of $326.6 million for 2022 while operations consumed $370.5 million of cash, a gap of roughly $697 million in a single year, in a profitable company, with no wrongdoing of any kind. The mechanism is boring and total: a homebuilder buys land and builds houses, and those costs sit in inventory on the balance sheet until a house is sold. Growth means buying more land than you sell houses. Every dollar of that build is cash out and no expense at all until closing. The pattern is structural rather than a one-year accident. LGI reported net income of $196.1 million for 2024 against $143.7 million of cash used by operations, and $72.6 million of net income for 2025 against $140.0 million used.

The same divergence runs the other way and much harder in inventory-heavy retail. Carvana reported a net loss attributable to Carvana Co. of $135 million for 2021 while operating activities consumed $2,594 million of cash, so its accounting loss understated its cash burn by roughly nineteen times, because it was simultaneously funding vehicle inventory and finance receivables. By 2023 the direction had flipped: $450 million of net income and $803 million of operating cash inflow. Same firm, same statements, opposite relationship, two years apart.

The practical translation for an owner is a habit rather than a formula. Growth in a working-capital-heavy business consumes cash in proportion to how fast it grows, and the faster the growth the wider the gap between the profit you report and the money you have. This is why profitable companies run out of cash, and it is not a paradox. It is the definition of working capital doing its job. The JPMorgan Chase Institute measured what that means at the small end: analysing over 470 million transactions across 597,000 small businesses from February to October 2015, it found half of all small businesses held a cash buffer large enough to support 27 days of their typical outflows. Twenty-seven days is not a runway. It is a margin of error.

So the discipline: never read net income without reading operating cash flow beside it, and never read one year of the pair. Take three years of both. A business where profit consistently exceeds operating cash flow is either growing its working capital or recognising revenue it has not collected, and only reading the receivables and inventory lines will tell you which.

Where the lies live: the revenue line

Revenue manipulation is almost never invention. It is timing. The sales are real, the customers are real, the goods ship, and the quarter they land in has been chosen rather than observed. This matters because it means the fraud survives a naive audit of documents: every invoice is genuine.

The canonical settled case is precise about the mechanism. In May 2021 the SEC charged Under Armour with misleading investors about the basis of its revenue growth. The SEC's order found that by the second half of 2015 the company's internal forecasts showed shortfalls against analysts' estimates. In response, the order found, for six consecutive quarters beginning in the third quarter of 2015, Under Armour accelerated, or "pulled forward," a total of $408 million in existing orders that customers had asked to be shipped in future quarters. Using those undisclosed pull-forwards, the order found, the company was able to meet analysts' revenue estimates, while attributing its growth to other factors and without disclosing that the growing reliance on the practice raised significant uncertainty about future quarters. Under Armour neither admitted nor denied the findings, agreed to cease and desist from further violations of Section 17(a)(2) and (3) of the Securities Act and certain reporting provisions, and paid a $9 million penalty.

Notice what makes this hard to catch and easy to detect. Hard, because there is nothing fake in the ledger. Easy, because pulling tomorrow's revenue into today has to leave a trace somewhere else in the accounts: orders shipped early are collected late relative to the quarter they were booked in, so receivables grow faster than revenue and days sales outstanding drifts up. And because the borrowed revenue has to be repaid, the practice compounds, because each quarter needs a larger pull-forward than the last to produce the same beat, which is why the order emphasises six consecutive quarters rather than one.

Outright fabrication does exist, and its numbers look different. The SEC's December 2020 complaint against Luckin Coffee alleged that from at least April 2019 through January 2020 the company intentionally fabricated more than $300 million in retail sales, using related parties to create false transactions through three separate purchasing schemes. The complaint further alleged that employees attempted to conceal it by inflating expenses by more than $190 million, creating a fake operations database, and altering accounting and bank records. The SEC alleged the company overstated reported revenue by approximately 28% for the period ending 30 June 2019 and 45% for the period ending 30 September 2019, and that it raised more than $864 million from debt and equity investors during the fraud. Luckin settled without admitting or denying the allegations and agreed to a $180 million penalty.

The detail worth stealing from that case is the $190 million of inflated expenses. Fabricated revenue creates fabricated cash that does not exist, so the fraud must manufacture somewhere for the money to have gone. That is why invented revenue distorts margins in a characteristic way and why the cash flow statement is the hostile witness: a company can decide when to recognise a sale, but the bank balance is somebody else's record.

What an owner actually checks: revenue growth against cash collected from customers over three years; days sales outstanding as a trend, not a level; the ratio of a quarter's revenue to the quarter's receivables; and any quarter that beats guidance by a hair, repeatedly. A company that lands just above the number quarter after quarter is not lucky. Real businesses are noisy.

Where the lies live: costs, and the adjusted number

The second place accounts get bent is the cost side, and the modern version of it does not touch GAAP at all. It works on the number management asks you to look at instead.

Start with the classical version. In September 2021 the SEC charged The Kraft Heinz Company over what its order described as a long-running expense management scheme. From the last quarter of 2015 to the end of 2018 the company engaged in accounting misconduct including recognising unearned discounts from suppliers and maintaining false and misleading supplier contracts, which improperly reduced cost of goods sold and produced apparent cost savings the company then promoted to the market. In June 2019, after the SEC investigation began, Kraft restated its financials, correcting a total of $208 million in improperly recognised cost savings arising from nearly 300 transactions. The SEC's order found violations of the negligence-based antifraud, reporting, books and records and internal accounting controls provisions.

The pointed detail is what the manipulation was aimed at: the order states that the improprieties resulted in Kraft reporting inflated adjusted EBITDA, a key earnings performance metric for investors. Not revenue. Not net income. The adjusted figure. That is where the audience was looking, so that is where the pressure went.

The SEC has since said out loud what makes an adjusted number improper, and the guidance is short enough to use as a checklist. Its Compliance and Disclosure Interpretations on non-GAAP financial measures state that presenting a performance measure which excludes normal, recurring, cash operating expenses necessary to operate the business is one example of a measure that could be misleading, and that the staff would view an expense that occurs repeatedly or occasionally, including at irregular intervals, as recurring. Question 100.02 adds that a measure can be misleading if it is presented inconsistently between periods; 100.03, that adjusting only for non-recurring charges while ignoring non-recurring gains in the same period can violate the rule; 100.04, that adjustments changing the recognition and measurement principles required by GAAP are considered individually tailored and may be misleading: for example, accelerating revenue that GAAP recognises ratably as though it were earned when the customer was billed.

Then there is the smallest and most revealing category: manipulation measured in pennies. In September 2020 the SEC announced the first actions from its EPS Initiative, which uses risk-based data analytics to find earnings management. Its order against Interface Inc. found that in multiple quarters in 2015 and 2016 the company made unsupported, manual accounting adjustments that were not GAAP-compliant, often when internal forecasts indicated it would fall short of analyst consensus, including adjustments to management bonus accruals and stock-based compensation accounts. Its order against Fulton Financial found that the company belatedly reversed a valuation allowance on mortgage servicing rights in mid-2017, increasing EPS by one penny in a quarter when it otherwise would have fallen short of consensus.

One penny. That is the whole finding, and it is the most useful fact in this section. The tell is not the size of the adjustment; it is that the adjustment was exactly large enough. An owner reading any adjusted metric should do one mechanical thing: take the reconciliation table, walk every add-back back into the GAAP number, and ask of each line whether that cost will occur again next year. If the answer is yes, it is an operating expense wearing a costume.

What the balance sheet leaves out

The balance sheet is a list of what is owned and owed on one day. Its most important property is that things can be genuinely, legally absent from it, and for decades one of the largest such categories was leases.

The scale is documented rather than argued. When the FASB issued Accounting Standards Update 2016-02, Leases (Topic 842), on 25 February 2016, its own summary cited an estimate from the SEC's 2005 report on off-balance sheet activities of $1.25 trillion of off-balance sheet operating lease commitments for SEC registrants. Under the previous model a lease of equipment for nearly all of its useful life was capitalised and appeared on the balance sheet, while a ten-year lease of office space did not. The obligation was real, contractual and enormous, and it lived in a footnote. The new standard requires lessees to recognise assets and liabilities for leases with terms of more than twelve months, effective for fiscal years beginning after 15 December 2018 for public business entities and after 15 December 2021 for other organisations. FASB Chair Russell G. Golden described it as ending what the SEC and other stakeholders had identified as "one of the largest forms of off-balance sheet accounting."

That episode is the general lesson, not a historical footnote. An obligation does not need to be hidden to be invisible; it only needs to be in a category the rules did not require you to recognise. The current inheritors of that property are worth naming: purchase commitments and take-or-pay contracts, operating guarantees, pending litigation disclosed only as a contingency, unfunded pension obligations, related-party arrangements, and, for private companies, the personal guarantees that appear on no statement the business produces.

The other half of balance sheet reading is the assets that are there but are not worth what they say. Accounts receivable are worth the fraction that will be collected, so the aging schedule matters more than the total. Inventory is worth what it will sell for, so slow-moving stock and the reserve against it matter more than the count. Goodwill is the premium paid over fair value in past acquisitions, which is to say it is a record of somebody's earlier optimism carried forward at cost until it is impaired, and an impairment is management admitting the price was wrong, which is why it tends to arrive late.

On how any of this ultimately surfaces, the Association of Certified Fraud Examiners' 2026 Report to the Nations gives the sobering shape. Across 2,402 cases from 143 countries causing more than $3.4 billion in total losses, the median loss was $104,000 per case. Financial statement fraud accounted for just 6% of cases but carried the highest median loss at $1 million. Tips were the most common detection method at 43% of cases, with more than half of those coming from employees. The median scheme ran 12 months before detection: cases caught within six months had a median loss of $40,000, while those running five years or more exceeded $1.1 million. And 84% of perpetrators displayed at least one behavioural red flag before detection.

Read that as an owner and the conclusion is uncomfortable. The single most effective detection mechanism in the data is not analysis. It is somebody being willing to say something, and being able to.

The owner's read, in order

A useful reading is a sequence, not a talent. Done in this order it takes under an hour on a small set of accounts and it catches most of what is catchable.

First, tie the statements. Opening retained earnings plus net income minus dividends equals closing retained earnings; the cash flow statement's bottom line equals the change in the balance sheet cash. Do this before reading anything for meaning. A set of accounts that does not tie has already told you the most important thing about itself.

Second, put three years of net income beside three years of operating cash flow. You are not looking for a level, you are looking for a relationship and whether it is stable. Profit persistently above operating cash flow means working capital is absorbing money, so go find out whether that is receivables (you are financing customers), inventory (you are financing growth or hiding obsolescence), or revenue recognised ahead of collection. Operating cash flow persistently above profit usually means depreciation on assets bought earlier, in which case check capital expenditure: a company harvesting old assets without reinvesting reports lovely cash and is quietly shrinking.

Third, convert the working capital lines into days and watch the trend. Days sales outstanding, days inventory, days payable. Levels vary enormously by industry and tell you little on their own; direction tells you a great deal. Receivable days rising while revenue rises is the single most common early signature of both aggressive revenue recognition and a deteriorating customer base, and the two look identical until you read the aging.

Fourth, read the accounting policies note and then read last year's, side by side. You are hunting for changes: revenue recognition timing, useful lives, capitalisation thresholds, reserve methodologies. Every one of those is a legitimate judgement, and every change to one moves reported profit without moving the business. A change disclosed in a period that also happened to hit its target is a question, not an accusation.

Fifth, reconcile every adjusted metric line by line, and apply the SEC's own test to each add-back: does this cost occur repeatedly or occasionally, including at irregular intervals? If it does, put it back in and recompute. If the adjusted story survives that, it was probably honest.

Sixth, read the parts nobody reads. The auditor's report and any change of auditor. Related-party transactions. Contingencies and commitments. Subsequent events. Any restatement, and specifically what management said the cause was. Nothing on this list requires an accounting qualification; all of it requires the patience to read documents that were written to be skimmed.

One caveat, stated plainly: this is general education, not accounting, audit or legal advice, and the SEC matters cited above were settled actions in which the companies neither admitted nor denied the findings or allegations. A material transaction, a dispute, or a set of accounts you are about to buy a business on deserves a qualified professional who is being paid to be wrong at their own risk rather than yours.

Put it to work

Run the six-step read on your own last three years this week, in order, and tie the statements before you interpret anything. Then build one table: net income, operating cash flow and the gap between them for each year, with days sales outstanding, days inventory and days payable beside them. Three years of that table answers most of what a lender, a buyer or a partner will ask.

Sources & references

Linked entries open the named source directly. Entries without a link say exactly what kind of reference they are — and how to check them yourself.

• SEC EDGAR — Verizon Communications Inc., annual reports on Form 10-K (net income, D&A, operating cash flow)
• SEC EDGAR — LGI Homes, Inc. (LGIH), annual reports on Form 10-K (net income vs. cash used by operations)
• SEC EDGAR — Carvana Co. (CVNA), annual reports on Form 10-K
• SEC press release 2021-78 — SEC Charges Under Armour Inc. With Disclosure Failures (3 May 2021)
• SEC press release 2020-319 — Luckin Coffee Agrees to Pay $180 Million Penalty to Settle Accounting Fraud Charges (16 Dec 2020)
• SEC press release 2021-174 — SEC Charges The Kraft Heinz Company and Two Former Executives for Engaging in Years-Long Accounting Scheme (3 Sept 2021)
• SEC press release 2020-226 — SEC Charges Companies, Former Executives as Part of Risk-Based Initiative (the EPS Initiative, 28 Sept 2020)
• SEC Division of Corporation Finance — Non-GAAP Financial Measures Compliance & Disclosure Interpretations
• FASB — In Focus: Accounting Standards Update No. 2016-02, Leases (Topic 842)
• Association of Certified Fraud Examiners — Occupational Fraud 2026: A Report to the Nations, key findings
• JPMorgan Chase Institute — Cash is King: Flows, Balances, and Buffer Days (September 2016)