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Accounting Vocabulary: Smartest in the Room

Goal: speak accounting well enough that controllers and auditors take your data questions seriously. Each term has a memory hook and a data lens (how it behaves in SQL / Power BI).

01

The Core Logic

Everything else is built on this.

TermMemory hookData lens
Accounting EquationAssets = Liabilities + Equity. A seesaw that must always balance: what you own equals what you owe plus what the owners left in.Sanity check for any balance sheet model
Double-entry BookkeepingEvery event is written twice, from two sides. Like a bank transfer: one account loses, another gains.SUM(debit) = SUM(credit) per journal
Debit / CreditNot good or bad. Debit = left side, Credit = right side. Assets and Expenses increase with debits; Liabilities, Equity and Revenue increase with credits.Sign convention is the number one source of wrong totals
Journal Entry (JE)One sentence in the language of accounting: date, accounts, amounts, description.Header table plus lines table, joined by JE id
General Ledger (GL)The master notebook of all journal lines.The main fact table of finance
Sub-ledgerA detailed side notebook (AP, AR, fixed assets) that must add up to one GL account.Reconcile sub-ledger total to GL control account
Control AccountThe GL account that is the summary of a sub-ledger. If they differ, something was posted around the system.Difference = your investigation list
Trial Balance (TB)The report card of all accounts at a date. Debits must equal credits. First thing a controller opens.SUM(amount) GROUP BY account at period end
Chart of Accounts (CoA)The labelled filing cabinet. Account number ranges tell you the type (assets, liabilities, revenue, expense).Dimension you JOIN to the GL
Contra AccountAn account that works against another (e.g. accumulated depreciation against the asset, allowance for doubtful debts against receivables).Often negative; do not filter it out by accident

02

Timing, the Heart of Accrual Accounting

Most accounting arguments are really arguments about WHEN.

TermMemory hookData lens
Accrual BasisBook it when it happens, not when cash moves. You ate the meal in March; it is a March cost even if you pay in April.Use service/performance date, not payment date
Cash BasisBook it when cash physically moves.Payment date as the time axis
Matching PrincipleCosts go in the same period as the revenue they helped create. Sell in May, so the ingredients are a May cost.Align cost and revenue on the same period key
Revenue Recognition (IFRS 15 / ASC 606)When may you call it revenue? When you have delivered what you promised, not when you invoiced or got paid.Recognition date differs from invoice date
Accrued ExpenseA cost incurred but not yet invoiced. A ghost cost you must still book. Work done, bill not arrived.Delivered minus invoiced
Accrued RevenueYou earned but have not yet billed. Work done, you did not send the bill yet.Delivered minus invoiced (customer side)
Prepaid ExpenseYou paid before using. A year of software paid in January is an asset that shrinks 1/12 each month.Paid amount spread over service months
Deferred RevenueThe customer paid before you delivered. It is a liability: you owe them the service. Turns into revenue as you deliver.Annual subscription: 1/12 recognized per month
Accrual ReversalAn accrual booked at month end is erased on day 1 of next month, so when the real invoice arrives it does not count twice.Watch for paired +/- entries; they are not errors
Cut-offThe border line between periods. Cut-off errors = a cost or sale booked in the wrong month. Auditors love testing it.Check transactions near period boundaries
Period Close / Month-end CloseLocking the month so past numbers stop moving. After close, corrections go into the next period.Snapshot data after close; compare to live data to find late postings
Posting Date vs Document DateDocument date = date on the paper. Posting date = date it hit the books. Two different clocks.Two date columns; choose deliberately

03

Assets, Depreciation and Judgement Calls

TermMemory hookData lens
Capitalization vs ExpensingCapitalize = put on the balance sheet and spread over years. Expense = hit the P&L today. One of the most manipulated lines in accounting, so people watch it.Flag per cost line; changes EBITDA
Fixed AssetLong-life thing you use for years (equipment, buildings, vehicles).Asset register: cost, start date, life
DepreciationEating a big cake one slice per month (physical assets).(cost - residual) / useful_life per period
AmortizationSame slices, but for intangibles (software, licences, patents).Same formula, different account
Accumulated DepreciationThe total slices eaten so far. A contra account to the asset.Cumulative SUM over time
Net Book Value (NBV)What the asset is still worth on the books: cost minus accumulated depreciation.cost - accumulated_depreciation
ImpairmentThe asset is worth less than the books say, so you write it down. A sudden haircut.One-off large loss; flag as non-recurring
ProvisionMoney set aside for a likely future cost you cannot yet measure exactly (legal case, warranty).Estimate-based entry; track movement over time
Write-off vs Allowance (bad debt)Allowance = "this might not be paid", a soft estimate. Write-off = "it will not be paid", final.Separate flags in AR aging
Credit NoteA negative invoice that cancels or reduces a previous one. Not a refund by itself.Negative amounts; link back to original invoice id

04

Working Capital and Cash Cycle

TermMemory hookData lens
Accounts Receivable (AR)They owe me.Open customer invoices
Accounts Payable (AP)I owe them.Open supplier invoices
Working CapitalShort-term assets minus short-term liabilities. The oxygen of daily operations.Current assets - current liabilities
DSO (Days Sales Outstanding)How many days customers take to pay you. Lower is better.AR / revenue * days
DPO (Days Payable Outstanding)How many days you take to pay suppliers. Higher keeps cash longer, but too high hurts relationships.AP / COGS * days
DIO (Days Inventory Outstanding)How many days stock sits on the shelf.inventory / COGS * days
Cash Conversion CycleThe length of the money loop: from paying suppliers to collecting from customers. DIO + DSO - DPO.Three measures combined
Current vs Non-currentDue or usable within 12 months vs later.Classification attribute on accounts
Aging ReportUnpaid bills grouped by how old they are (0-30, 31-60, 61-90, 90+).CASE WHEN DATEDIFF(...) buckets

05

Reconciliation, Controls and Audit

Where analysts earn respect.

TermMemory hookData lens
ReconciliationTwo notebooks, one truth. Compare your record to someone else's and explain every difference.FULL OUTER JOIN, then inspect NULLs on either side
Reconciling ItemA known, explained reason two records differ (timing, error, missing entry).Category column for each difference
Suspense AccountA parking lot for money nobody could classify yet. It should be empty at close.Any balance here is a to-do list
Three-way MatchPurchase order, goods/service receipt and invoice must tell the same story before paying.Join all three and flag mismatches
Internal ControlsThe locks and alarms of finance: approvals, checks, limits.Approval timestamps and approver ids
Segregation of Duties (SoD)No one person can create, approve and pay. One key holder is a risk; three is a control.Check same user id across create/approve/pay
Audit TrailThe footprints in the snow: who changed what and when.Created/modified by, timestamps
MaterialityIs it big enough to change a decision? Below it, you stop chasing cents; above it, you must explain.Threshold to prioritise variance review
Manual JournalA hand-typed entry outside the normal system flow. Higher risk, so reviewers look at them first.Filter source = manual; review round numbers and weekend postings
Going ConcernThe assumption the company will still exist next year. If doubtful, everything changes.Context for all valuation judgements

06

Entities, Currencies and Cost Allocation

TermMemory hookData lens
IntercompanyTwo entities of the same family trading together.Both sides must mirror each other
Consolidation / EliminationAdding up the family and removing internal trades, so you do not count money passed between pockets.Exclude intercompany before totals
FX RevaluationForeign-currency balances are re-measured at today's rate. The gain/loss is on paper until settled.Store original currency, amount and rate, never only the converted number
Cost Center vs Profit CenterCost center = spends only (HR, IT). Profit center = earns and spends.Dimension for reporting by team
AllocationSplitting shared costs (rent, IT) across teams using a driver such as headcount.Driver table joined to cost pool
Direct vs Indirect CostDirect = traceable to one thing. Indirect = shared overhead.Cost type attribute
Standards: IFRS vs GAAPTwo rulebooks. IFRS is principles-based (Europe and many others), US GAAP is rules-based. Same story, different grammar.Know which one the numbers follow
VAT / BTWTax collected for the state. It is generally not your revenue or cost.Keep net, VAT and gross as separate columns

07

Ratios (turning statements into insight)

RatioMemory hookFormula
Gross Margin %How many cents of each euro survive the direct costs.Gross Profit / Revenue
EBITDA MarginOperating engine efficiency.EBITDA / Revenue
Current RatioCan I pay this year's bills with this year's assets?Current Assets / Current Liabilities
Quick RatioSame, but without stock (it is hard to sell fast).(Current Assets - Inventory) / Current Liabilities
Debt-to-EquityHow much is borrowed vs owner-funded.Total Debt / Equity
ROE (Return on Equity)What owners earn on their money inside the company.Net Income / Equity

08

Questions That Make You the Smartest Person in the Room

  1. “Is this on accrual or cash basis?” (exposes timing differences immediately)
  2. “What is the posting date and what is the document date?” (explains most month-end surprises)
  3. “Does the sub-ledger reconcile to the control account?” (shows you think in controls)
  4. “Is this a timing difference or a permanent one?” (separates noise from real issues)
  5. “Is it above materiality?” (focuses the room on what matters)
  6. “Was this a manual journal?” (where errors and fraud hide)
  7. “Were there accruals or reversals in this period?” (explains double counts and odd negatives)
  8. “What is the grain of this table: one row per what?” (the analyst's own superpower)
  9. “Which currency and which rate: transaction, month-end or average?”
  10. “Is this capitalized or expensed?” (changes EBITDA overnight)

09

Analyst Traps

  • Summing signed amounts without knowing the sign convention. Credits can be stored as negatives or positives.
  • Counting an accrual and its reversal as two costs. They are a pair that cancels.
  • Comparing a P&L period to a Balance Sheet date. One is a video, the other a photo.
  • Using payment date for an accrual-based report.
  • Joining invoices to PO lines without checking grain, which duplicates amounts.
  • Dropping contra accounts or credit notes because they are negative.
  • Reporting converted FX numbers without the original currency.