Fin Maverick
Foundations VocabularyAccounting & ReportingEconomics & MacroQuant Methods & ProgrammingBusiness & Company AnalysisCorporate Finance & ValuationBehavioural Finance
Banking & Market InfrastructureFixed Income & RatesDerivatives & Structured ProductsPublic EquitiesTransactions & DealsPortfolio ConstructionFunds & AMCs
Private Markets & AlternativesRisk, Treasury & ControlAI & Digital FinanceStochastic Calculus & PricingWealth & Personal FinanceIndian Markets & RegulationProfessional Practice
CalculatorComparison
Frameworks
Explore Bootcamps
Equity ResearchPortfolio ManagementMutual Fund MasteryFinancial LiteracyInvestment Banking Analyst
Private Equity AnalystHedge Funds AnalystBreaking Into VCBreaking Into QuantsAI For Finance
Financial Analyst ProgramRisk Management ProgramPrivate Wealth ManagementDebt Capital MarketsDerivatives Foundation
Explore Internships
Equity Research InternMutual Fund Intern
Portfolio Management InternFinancial Literacy Intern
Explore Micro Courses

Equity Research6

Writing an Investment ThesisBuilding a Discounted Cash FlowReading an Annual Report FastReading a Sector Before a CompanySpotting Quality of Earnings Red FlagsBuilding a Revenue Forecast From Drivers

Portfolio Management3

Rebalancing: When, Why and What It CostsStrategic and Tactical Asset AllocationMeasuring Risk in a Portfolio

Mutual Fund Mastery3

Comparing Funds Without Being FooledHow a NAV Is Struck and Which Day You GetReading a Fund Factsheet Properly

Derivatives Unlocked4

Hedging a Real ExposureThe Greeks, PracticallyFutures, the Basis and What Moves ItReading an Option Payoff

AI For Finance2

Retrieval and Grounding for FinanceDocument Extraction in Finance

Breaking Into Quants4

Backtesting a StrategyHypothesis TestingCleaning Financial DataRegression for Finance

Breaking Into VC3

Sizing a MarketReading a Term Sheet as a FounderHow a Venture Round Actually Works

Financial Analyst Program4

Common Size and Trend AnalysisReading a Cash Flow StatementRatio Analysis That Says SomethingBuilding a Working Capital Schedule

Risk Management Program2

Credit Exposure and How It Is ReducedValue at Risk and What It Hides

Investment Banking Analyst3

Precedent Transactions and Why They DifferReading a Term Sheet StructurallyBuilding a Comparable Companies Table

Private Wealth Management3

Tax Aware Portfolio DecisionsBuilding a Client Risk ProfileGoal Based Planning Arithmetic

Debt Capital Markets3

Analysing an Issuer's CreditDuration and What It Does Not Tell YouBond Pricing and Yield Mechanics

Private Equity Analyst2

Fund Waterfalls and CarryThe LBO in Structure

Hedge Funds Analyst2

Short Selling MechanicsLong Short Mechanics
Courses
Explore Career Roadmaps
Investment Banking AnalystEquity Research AnalystVC AnalystPrivate Equity AnalystHedge Funds Analyst
Quant AnalystAI For FinanceFinancial Analyst ProgramPrivate Wealth ManagementDebt Capital Markets
Risk Management ProgramDerivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
Financial Accounting, Reporting & Analysis
1Accounting System and Standards
Financial AccountingDebits and CreditsAccrual and Cash AccountingAccounting Policies, Estimates and…The Matching PrincipleDouble-Entry AccountingGoing ConcernInd AS and IFRSWhy Two Honest Companies…
2Financial Statement Architecture
The Three Financial StatementsConsolidated Financial StatementsStandalone and Consolidated Statements…How to Read a…How to Perform Trend…Which Accounting Rules Apply…
3Income Statement, Profitability and Tax
The Income StatementRevenue vs Income vs ProfitHow to Read an Income StatementThe Profit LadderEBITDA and EBIT Compared,…EBIT vs EBT vs PATOperating ExpenditureTax-Loss CarryforwardWhy a Company's Effective…Deferred TaxDiluted EPSEffective Tax Rate
4Balance Sheet and Capital Employed
The Balance SheetAsset TypesCapital EmployedReturn on Capital EmployedLiabilitiesBook ValueRetained EarningsOff-Balance-Sheet FinancingHow to Read a Balance SheetTangible Net Worth
5Cash Flow and Liquidity
The Cash Flow StatementOperating, Investing and Financing…Operating Cash FlowProfit vs Cash FlowCash Flow From Operations vs EBITDARevenue Growth vs Operating Cash FlowHow to Read a Cash Flow StatementHow to Reconcile Cash…
6Revenue, Receivables and Working Capital
The Working Capital CycleThe Working Capital CycleReturn on Invested CapitalHow Working Capital Affects Cash FlowAccrued and Deferred RevenueRevenueHow to Analyse Revenue QualityAccounts PayableAccounts ReceivableExpected Credit Loss
7Inventory, Cost Accounting and Margins
Cost AbsorptionInventoryCost of Goods SoldFIFO vs Weighted Average CostAmortised Cost vs Fair ValueInventory Write-DownsMargin AnalysisContribution MarginOperating LeverageGross Profit vs Gross MarginHow to Analyse Profit MarginsHow to Interpret Operating…
8Fixed Assets, Leases and Intangibles
DepreciationDepreciation MethodsAmortisation vs DepreciationAsset ImpairmentCapital ExpenditureAsset Efficiency and Capital IntensityProperty, Plant and EquipmentIntangible AssetsOperating Lease vs Finance…How to Analyse Capex…Why Capitalising Costs Increases…
9Debt, Equity and Financial Instruments
Equity on the Balance SheetDebt TypesNet Debt and LeverageDebt vs Equity Accounting ClassificationHow to Analyse Debt…Convertible BondsInterest in the AccountsShare CapitalShare DilutionHybrid Instruments
10Consolidation and Business Combinations
ControlSubsidiaryGoodwillAssociate CompanyJoint Venture vs Associate…Intercompany EliminationsThe Equity MethodHow to Analyse Group…
11Cash, Investments and Financial Assets
Cash and Cash EquivalentsHow to Analyse Cash…The Fair Value HierarchyHow to Interpret a…Financial Asset ClassificationMarketable Securities and Short-Term Investments
12Financial Ratios and Performance Diagnostics
Return on CapitalDuPont AnalysisHow to Perform Common-Size AnalysisDebt to EquityLiquidity RatiosLeverage and Coverage RatiosReturn on Equity and the DuPont DecompositionWhich Financial Ratios Matter…
13Earnings Quality, Red Flags and Forensics
Earnings QualityHow to Prepare for…Channel StuffingEarnings ManagementHow to Analyse Related-Party…How to Spot Accounting…Why Frequent Exceptional Items…What an Auditor Change…
14Annual Reports, Notes and Disclosure Reading
Notes to the AccountsManagement Discussion and AnalysisSegment ReportingShareholding PatternPro Forma FinancialsAnnual Report vs Investor…How to Read an Annual Report
15Audit, Assurance and Reporting Reliability
The Statutory Audit and the AuditorAudit MaterialityEmphasis of MatterFinancial RestatementInternal AuditLimited ReviewKey Audit MattersInternal Controls Over Financial ReportingThe Audit OpinionAuditor Independence

How to Prepare for an Earnings Call Using Public Disclosures

Preparing for an earnings call is a procedure that turns published disclosures into questions someone can actually answer. Six steps: establish the basis, read the statements and the notes before any commentary, list every divergence between two published figures, convert each into a question with a checkable answer, rank by what would most change the analyst's understanding, and write down what would be accepted as an answer.

Two things decide what the whole exercise is for, so both are worth fixing before the first step. The output of this procedure is a short written list: a question, and beside it the sentence that would be accepted as an answer. The written list is the entire product. The list is not a view, not a case, not a suspicion, and not a theory that the questions have been arranged to support. Nothing in this sequence produces a conclusion about any business, and the moment a conclusion appears in the preparation, the preparation has stopped being preparation and become a search for confirmation. The second thing is smaller and just as practical: the whole procedure runs on documents anybody can obtain. No relationship, no access, no private call. The filings alone are enough to fill a sheet with questions that a person who knows the business can answer in a sentence each.

Four things are taken as settled. The nature of an earnings call, who is on it and how the time is divided is covered separately. So is the ordering of sources by reliability. So are the two habits of mind this procedure is built out of: the tendency to notice evidence that fits a story already held, and the discipline of writing down in advance what would satisfy the questioner. The tests for whether reported profit is a durable base for a forecast are covered separately as well. The divergences used in the worked run below were each established elsewhere in this subject, and the arithmetic behind them belongs there. The order is the subject, and only the order.

Why does the order of these six steps matter more than the steps themselves?

Any reasonably careful person, given a set of accounts and an afternoon, will end up doing most of these six things. Such a person will look at the numbers, notice some things, write some questions. The difference between that and a procedure is not effort, and it is not intelligence. The difference is that a procedure fixes the sequence, and in this particular sequence three of the six positions are load bearing in a way that is invisible while the work is under way.

Each position in this order is earned: the basis comes first because a question asked across two different bases will be answered by a definitional difference rather than by a fact, the reading order comes second because whatever is read first decides what gets noticed afterwards, and the acceptance criterion comes last because writing it after the call is not writing it at all. The three middle steps could in principle be shuffled without much damage. The outer three cannot. Three moves are never steps at any point in the sequence, and the red panel below sets them out under the six numbered rows. The three excluded moves are not advanced technique to be graduated into. Each sits outside the procedure entirely, and a preparation that drifts into any of them has quietly turned into something else.

The order of the six, and the red panel that sits outside all of them. READ DOWNWARD. NOTHING IS CALCULATED AT ANY STEP: EVERY OUTPUT IS SOMETHING WRITTEN. 1 ESTABLISH THE BASIS Which entity, which periods, and what changed between them. 2 NUMBERS BEFORE NARRATIVE Whatever is read first decides what gets noticed afterwards. 3 LIST THE DIVERGENCES Pairs of figures the business itself published side by side. 4 CONVERT EACH TO A QUESTION Three tests decide whether a draft leaves the bench. 5 RANK BY WHAT WOULD CHANGE Not by what sounds searching to the people listening. 6 WRITE WHAT WOULD BE ACCEPTED Written beforehand, or it has not been written at all. STOP WHEN EVERY DIVERGENCE IS A QUESTION AND EVERY QUESTION HAS A CRITERION. NEVER A STEP, AT ANY POSITION IN THE ORDER Settling the conclusion first, then drafting to support it Asking anything that presumes wrongdoing Reading a refusal to answer as an admission A business may decline for competitive reasons. Each of the three rests on something the accounts do not contain. Anjani Stationers Private Limited and Chitra Binding Works are invented. Every amount used is teaching material.
The preparation runs from establishing the basis to writing acceptance criteria, closes when every divergence has become a question with a criterion beside it, and rules out three moves at every position: settling the conclusion first, presuming wrongdoing, and reading a refusal as an admission.
Try it out

Two of the six positions in the order are load bearing rather than convenient. Which pair is it, and what breaks if either is moved?

Step one, what exactly is the preparation about?

Two relatives argue for twenty minutes about whether this year's wedding cost more than the one three years ago. One of them has been counting the catering. The other has been counting the catering, the hall and the buses. Neither is lying, neither is bad at arithmetic, and the argument cannot be settled because it is not one argument. The argument is two people using the same word for two different things. Every minute spent on it is wasted, and both of them walk away thinking the other is being difficult.

Step one writes down four things and calculates nothing: which entity is being read, which two periods are being compared, whether the figures are the entity by itself or the whole group, and what changed in the accounting or the structure between the two periods. The last of the four is the one that gets skipped, and it is the one that ruins the most questions. If a business bought something, disposed of something, changed the length of its reporting period or restated a comparative figure, then some part of every movement about to be noticed belongs to that event rather than to trading, and a question that ignores it will be answered by a definitional difference in about eleven seconds. The answerer is not being evasive. The question was badly built.

Run the four questions on Anjani Stationers Private Limited, an invented business making school notebooks and exercise books. Anjani holds 70 per cent of Chitra Binding Works, also invented. The four answers take a minute. The entity is Anjani Stationers. The periods are year one and year two. The basisThe footing on which a set of figures has been prepared: which entity, which span of time, and whether the numbers cover that entity alone or that entity together with everything it reports as one with itself. for the working capital and margin figures used below is the entity on its own, the footing on which they were published. And the fourth answer is the one that matters most here: Chitra Binding Works was bought at the start of year two, so year two carries costs that year one could not have carried, and Chitra became a connected supplier in the same month. Write that down. Anybody who asks about the cost increase without knowing it will get an answer about the acquisition and will have burned a question learning something already printed.

Try it out

Which of the four things step one writes down is the one most often skipped, and what does skipping it cost?

Equity Research Bootcamp — Fin Maverick

Step two, what is read first, and what waits until afterwards?

A parcel arrives four days late. Before the tracking record is opened, the shop calls to say the delay was a transport strike. Read after that call, every scan and every gap arranges itself around a strike. There is already somewhere to put each one. Read cold, the same record shows that the parcel sat in the same warehouse for three of the four days and never entered transport at all. The record did not change. The order in which the record and the explanation arrived did.

Step two reads the statements and the notes first, completely, and opens the management commentaryThe written sections a business puts around its accounts in which its own people describe the year, explain what they think happened and set out how they see the period ahead. Useful, and written by people with a view. only after the question list has been drafted, because commentary frames what gets noticed and quietly decides which questions occur at all. This is exactly the tendency to favour evidence that fits a story already held, arriving in practical form, and the practical form is more useful than the abstract one. Nobody can decide not to be framed. The one thing that can be controlled is which document arrives first, and that is a scheduling decision rather than an act of willpower.

The ordering is not saying that commentary is unreliable, and it is certainly not saying that the people who wrote it are trying to steer the reader. The people who wrote it are describing their own year, from inside it, with more knowledge of it than any outside reader will ever have. The commentary is often the single most informative document in the pack. The point is narrower and entirely about sequence: read second, it answers questions the reader brought; read first, it supplies the questions as well as the answers. Confirmation biasThe habit of noticing and weighting whatever fits a view already held, while what does not fit slips past unregistered. Bias does not feel like bias from inside. Procedure handles what effort cannot. is not defeated by knowing about it. Confirmation bias is handled by putting the documents in an order that gives it less to work with.

Same pack of documents, two reading orders, two different question lists. NOTHING ON EITHER SIDE IS HIDDEN. WHAT DIFFERS IS ONLY WHICH DOCUMENT WAS OPENED FIRST. NUMBERS FIRST Statements and notes, read cold The question list, drafted ONLY NOW, THE COMMENTARY FOUR DIVERGENCES FOUND Receivables, inventory, margins, provision. The commentary then answers some of them free. NARRATIVE FIRST The commentary, opened cold A frame arrives: a year of investment The figures, read through the frame TWO SURVIVE, TWO NEVER OCCUR Margins and inventory fit the frame and stay. Receivables and the provision are never noticed. A FRAME DOES NOT HIDE ANYTHING. IT DECIDES WHAT GETS LOOKED FOR. Which is why the order of the documents is fixed rather than left to the mood of the day. Anjani Stationers Private Limited is invented. Both routes use exactly the same published figures.
Reading the statements and notes before the commentary yields all four of Anjani Stationers' divergences, while opening the commentary first supplies a frame that keeps the two divergences fitting it and leaves the receivables and the provision unnoticed.
Try it out

Why are the statements and notes read before the management commentary rather than after it?

Step three, which pairs of published figures moved apart?

A vegetable seller supplying two hotels mentions that takings are up about a tenth on last year. Later the same evening he adds, without connecting the two, that the money the hotels still owe him has gone up by half. Neither number is alarming on its own. Set beside each other, they give something specific to ask about, and both figures came from him.

Step three writes out every divergenceTwo figures that would normally move together but did not, set out as a pair. The pair is the finding, not either figure by itself. as a pair of published figures, and the pair is what makes it worth asking about, because a gap between two numbers the business itself put in print cannot be waved away as somebody's outside assumption. That last part is the whole reason this step exists in this form. A question built on an outside model invites a discussion about that model. A question built on two of the business's own numbers cannot go anywhere except to the answer. Four kinds of pair recur often enough to look for by name: an amount owed by customers growing faster than sales, stock growing faster than the cost of what was sold, a margin that is flat above one line and falling below it, and a provision moving by a different order of magnitude than the balance it sits against.

Anjani Stationers, read cold, produces exactly those four. Receivables grew 21.8 per cent against revenue growth of 12.5 per cent, a gap of 9.3 percentage points. Inventory grew 47.4 per cent while cost of materials consumed grew 12.5 per cent. Gross margin was 45.0 per cent in both years while the margin at the operating line fell from 22.1 per cent to 15.4 per cent, a drop of 6.7 points that therefore sits entirely below the gross line. The provision for doubtful debts tripled, from Rs 3,00,000 to Rs 9,00,000. The receivable book it sits against grew by 21.8 per cent. Write all four down as pairs, in that form, and resist the pull to explain any of them yet. Explaining is step four's problem and it is not even the same activity.

Four pairs, eight figures, and every one of the eight was published by the business. EACH PANEL CARRIES ITS OWN SCALE, STATED UNDER THE BARS. THE PAIR IS THE FINDING, NOT EITHER BAR. PAIR ONE: CUSTOMER BALANCES AND SALES Gross receivables, up 21.8 per cent Revenue, up 12.5 per cent A GAP OF 9.3 PERCENTAGE POINTS Scale runs 0 to 25 per cent of growth. PAIR TWO: STOCK AND WHAT WAS CONSUMED Inventory, up 47.4 per cent Cost of materials consumed, up 12.5 per cent A GAP OF 34.9 PERCENTAGE POINTS Scale runs 0 to 50 per cent of growth. PAIR THREE: ABOVE A LINE AND BELOW IT Gross margin, 45.0 per cent in both years no movement at all Operating margin, 22.1 to 15.4 per cent THE WHOLE 6.7 POINT FALL SITS BELOW THE LINE Scale runs 0 to 8 points of margin movement. PAIR FOUR: THE ESTIMATE AND ITS BOOK Provision, Rs 3,00,000 to Rs 9,00,000, up 200 per cent The book it sits against, up 21.8 per cent A DIFFERENT ORDER OF MAGNITUDE Scale runs 0 to 200 per cent of growth. FOUR PAIRS IS THE OUTPUT OF STEP THREE. NOT ONE OF THEM IS A FINDING. Every one of the four has an ordinary explanation already sitting in this business's own disclosures. Anjani Stationers Private Limited is invented and has done nothing wrong. All amounts are illustrative.
Anjani Stationers' four divergences are receivables up 21.8 per cent against revenue up 12.5, inventory up 47.4 against cost up 12.5, a gross margin unchanged at 45.0 while the operating margin fell 6.7 points, and a provision tripled against a book up 21.8 per cent.
Try it out

Anjani Stationers' receivables grew 21.8 per cent while revenue grew 12.5 per cent. What has step three produced?

Investment Banking Analyst Bootcamp — Fin Maverick

Step four, what turns a divergence into a question someone can actually answer?

A car goes to a mechanic and the owner asks why it feels bad. The answer is five minutes of general remarks about the age of the vehicle, most of it true, none of it usable. Asked instead how many kilometres it has run since the belt was last changed, the mechanic gives a number, immediately, from a man who knows. The second question is not cleverer. It is smaller, more specific, and answerable without a speech.

An answerable questionA question built so that a person who knows the business can answer it completely in one sentence, because it points at named figures and asks for a fact rather than a view. passes three tests: it names the figures it is about, it asks for a fact rather than an opinion, and someone who knows the business could answer it fully in a single sentence. All three, independently. A draft can name the figures beautifully and still ask for an opinion. A draft can ask for a hard fact and still be so broad that answering it honestly takes four minutes. Each failure has a different repair. The tests are applied one at a time rather than collapsed into a general sense of whether a question is any good.

Watch the conversion happen on the receivables pair. The draft that arrives first is almost always some version of why the business is struggling. The draft names no figure, so nobody knows which part of the year is being asked about. It asks for a judgement rather than a fact, so the honest answer is a view. Answering it properly means describing the whole year, and that is a speech. Now the rewrite: of the Rs 17,00,000 increase in gross receivables, what share sits with the largest customer group. The rewrite names both the amount and the group, and asks for a fact. The answer is a number and a fraction, deliverable in one sentence by anybody at the business who has seen the ledger. Same underlying curiosity, entirely different instrument.

The same curiosity, drafted twice, tested three times each. THE THREE TESTS ARE APPLIED SEPARATELY, BECAUSE EACH FAILURE HAS A DIFFERENT REPAIR. THE DRAFT THAT ARRIVES FIRST Why is the business struggling? Six words. Invites a speech. X Names no figure at all X Asks for a view, not a fact X No one sentence answers it FAILS ALL THREE THE SAME CURIOSITY, REWRITTEN Of the Rs 17,00,000 increase in receivables, what share sits with the largest customer group? Y Names the amount and the group Y Asks for a fact, a share of an amount Y One sentence closes it completely PASSES ALL THREE A GOOD QUESTION IS NOT A CLEVERER ONE. IT IS A SMALLER ONE. Neither draft accuses anybody of anything, and neither one is meant to. Anjani Stationers Private Limited is invented. The Rs 17,00,000 is an illustrative published movement.
Asking why the business is struggling fails all three answerability tests, while asking what share of the Rs 17,00,000 receivables increase sits with the largest customer group passes all three and can be closed in one sentence.
Try it out

Rewrite the draft question "why is the business struggling" into something answerable. Which rewrite passes all three tests?

Step five, which questions have actually earned a place on the list?

Eight minutes with a doctor, and six things written down beforehand. Two of them will change what happens next. Four of them are things already half known, asked mostly to hear somebody say them out loud. Everyone does this, and the fix is not discipline in the room. The fix is deciding, before walking in, which two go first.

Step five ranks the drafted questions by how much the answer would change the analyst's understanding, and most call time anywhere is spent on questions whose answers change nothing at all. Two categories eat that time. The first is the question whose answer is already printed in the pack, asked because it feels like a safe opening. The second is the question designed to sound searching to the other people listening, a performance rather than an enquiry and usually obvious as one. Both are perfectly answerable. Both pass all three tests from step four. Neither earns its place, and this is the reason answerability and value are ranked separately rather than rolled into one judgement about whether a question is good.

Ranked by what the answer would change, not by how the question sounds. ALL FIVE ARE ANSWERABLE. THE RANKING IS A SEPARATE JUDGEMENT FROM ANSWERABILITY. 1 Share of the receivables increase with one customer group Rewrites the whole working capital reading 2 What the Rs 12,00,000 other operating cost rise consists of Decides whether the margin fall repeats 3 What changed in the ageing behind the provision Separates catching up from moving ahead THE TIME USUALLY RUNS OUT HERE 4 What closing inventory was at the year end Nothing. It is printed in the balance sheet 5 A broad question on the outlook for the sector Nothing. It sounds searching and is not FOUR AND FIVE PASS EVERY ANSWERABILITY TEST AND STILL DO NOT BELONG. Which is why answerability and value are two separate judgements rather than one. Anjani Stationers Private Limited is invented. The ranking is illustrative and reasoned, not scored.
Of five answerable questions about Anjani Stationers, the top three would change how the year reads, while the closing inventory figure is already printed and a broad sector question changes nothing despite passing every answerability test.
Play with it

A draft goes on the bench, the three tests run against it, and the time available decides whether it survives.

Selecting one of the four divergences and then a draft applies the three tests one at a time, each reported on its own. One draft in every set presumes wrongdoing, and the bench will not score it; it explains itself instead. The slider sets the number of questions realistically available on the call, and the shortlist cuts to fit.

Questions realistically available to ask: 4
The bench is set to the receivables pair with the rewritten draft on it. All three tests pass, the question sits first on the shortlist, and with four slots available it comfortably survives the cut.
Tests passed
3 of 3
Verdict
Answerable and worth asking
Place on the list
1 of 4
Survives the cut
Yes
Educational illustration. This business has done nothing wrong, and not one draft on this bench is an allegation about it or about anybody: each is a request for a fact, which is the only thing the whole procedure produces. The four pairs come from figures already published for this invented business. The three tests are applied independently and are never combined into a score, because a draft that fails one of them needs a different repair from a draft that fails another. Answerability and value are kept apart on purpose: a draft can pass every test and still be worth nothing, which is what the two greyed rows of the shortlist show. The ranking is reasoned in words rather than calculated, and it is illustrative. Rupee amounts are held as whole rupees throughout.
Try it out

The shortlist is down to three questions, each written out. Why do the acceptance criteria get written before the call rather than judged in the moment?

Writing an Investment Thesis — free micro-course from Fin Maverick

Step six, what would be accepted as an answer?

A buyer sets out for a fan having decided beforehand to buy one only if it is under a fixed price and has a spare part available in town. The decision made at home is what protects the buyer from a persuasive twenty minutes in the shop. Decided in the shop instead, the conclusion comes out differently: a slightly more expensive fan with no spare part available becomes the sensible choice, and the buyer believes it.

Step six writes an acceptance criterionA sentence written before the question is asked, setting out what an answer would have to contain for the question to be treated as closed. Written afterwards, it simply describes whatever was said. beside every question on the list, stating what an answer must contain for the question to count as closed, and the criterion has to exist before the answer does or it is not a criterion at all. The reason is uncomfortable and worth saying plainly: a fluent, confident answer delivered by somebody senior is extremely convincing in the moment, and the feeling of being satisfied is not evidence of having been answered. Writing the criterion in advance separates the two. Afterwards the test is not whether the answer felt satisfying. The test is a sentence checked against a sentence, a much smaller and much more honest task.

Criteria are specific and short. For the receivables question, an answer counts if it gives a share of the Rs 17,00,000 and identifies the group, and does not count if it describes the receivables position in general terms. For the cost question, an answer counts if it names the largest two or three items making up the Rs 12,00,000, and does not count if it says costs rose because of investment in the business. Both of the non qualifying answers are perfectly honest things for someone to say. Neither closes the question, and the criterion is what makes that noticeable at the time rather than three days later.

Written before the call: what closes each question, and what does not. EVERY ANSWER IN THE RIGHT COLUMN IS AN HONEST THING TO SAY. NONE OF THEM CLOSES ANYTHING. THE QUESTION CLOSES IT DOES NOT CLOSE IT Share of the Rs 17,00,000 receivables rise by group A fraction, and the group it belongs to, named Collections are being watched closely What the Rs 12,00,000 other operating cost rise contains The largest two or three items, named Costs rose because we invested in the business What changed in the ageing behind the provision Which age bands moved, and in which direction We took a prudent view this year Share of the Rs 9,00,000 stock build for the season A proportion, and the month it was bought in Stocking is normal ahead of the school session AFTERWARDS A SENTENCE IS CHECKED AGAINST A SENTENCE, NOT AGAINST A FEELING. A question left open after the call is a result. It is not a failure and it is not a suspicion. Anjani Stationers Private Limited is invented. Both answer columns are illustrative wording.
Each question about Anjani Stationers carries a criterion written in advance, so that a share of the Rs 17,00,000 attributed to a named group closes the receivables question while a general remark about watching collections closely does not.
Writing an Investment Thesis teaches you to state a view, name what would break it, and update when that evidence arrives.

When is the preparation finished?

The stopping rule contains no judgement, and a rule that contained judgement would not stop anything. The work is finished when every divergence on the list has become a question, every question passes all three answerability tests, and every question has a written criterion beside it, and it is finished at that moment even though no conclusion about anything has been reached. There is no further pass over the same figures that improves this. Reading the same statements a fourth time does not produce a seventh divergence, only the same six with more confidence attached to them, and that is worse than the starting position. An answer adds something, and an answer comes from a person, not from another hour with the pack.

Anjani Stationers finishes in four entries, and finishing with four open questions and no view is the correct output rather than an incomplete one. If the temptation to add a summary line is strong, notice what that line would be made of. The line would be made of the same four questions, none of which has been answered, arranged into an impression. Impressions are easier to repeat, so the impression would travel further than the questions did, carrying the credibility of six steps of careful work that never came near it.

Try it out

The list has six questions, each answerable, each with a criterion written beside it, and no view on the business has formed at all. What comes next?

What must never appear anywhere in this sequence?

Three things are excluded at every position, and none of them is excluded because it is impolite. Each is excluded because it destroys the thing the procedure was built to protect.

The first is settling the conclusion and then drafting questions that support it. Settling first is the reverse of the six steps performed in the same clothes, and it is nearly undetectable from outside because the questions look exactly like real ones. The tell is internal: the drafter already knows which answer would please. The second is asking anything that presumes wrongdoing. Beyond the obvious problem that the presumption is not supported, a question built that way is unanswerable in a specific and interesting sense. Both a business that did the thing and a business that did not will deny it, so the answer carries no information whatever. Every accusing draft can be rewritten as a request for a fact, and the rewrite is strictly better in every respect.

The third is treating a refusal to answer as an admission, and it is the most important of the three: a business may decline for reasons of competitive sensitivity, contractual confidentiality, an ongoing negotiation or a legal constraint, and a refusal establishes precisely nothing. A question about the share of a receivables increase belonging to the largest customer group asks a business to describe, in public, the payment terms it has agreed with its biggest customer, where every competitor bidding for that customer is listening. Declining that is not evasion. Declining is ordinary commercial care, and a reader who scores it as a point against the business has learned nothing and has damaged their own judgement in the process. The question is recorded as remaining open, and the list moves on.

The cost of getting this wrong lands somewhere real. A wrong reading of a refusal, repeated to two other people, becomes a rumour about an honest business that no arithmetic ever supported, and the person who started it will not be there to correct it. The mistake also costs the reader, and more than they expect: someone who reads refusals as guilt accumulates a set of conclusions that cannot be defended when challenged, and the first time one of them is challenged properly, everything else they have said gets re-examined too.

Try it out

An analyst asks what share of the receivables increase sits with the largest customer group. The business declines to break it out. What has that established?

Breaking Into Quants Bootcamp — Fin Maverick

What does the whole sequence produce on one set of figures?

Run all six on Anjani Stationers and the output fits on one sheet. Step one fixes the basis: Anjani Stationers on its own, year one against year two, with Chitra Binding Works bought at the start of year two and becoming a connected supplier in the same month. Step two reads the statements and the notes with no commentary open. Step three finds the four pairs. Step four converts each into a question that names its figures and asks for a fact. Step five ranks them. Step six writes what would close each one. The table below is the whole product.

The divergence, from published figuresThe question it converts intoWhat would close it
Gross receivables up 21.8 per cent, revenue up 12.5 per cent, an increase of Rs 17,00,000What share of the Rs 17,00,000 increase sits with the largest customer groupA fraction of the increase and the group it belongs to
Other operating costs up Rs 12,00,000 within a total of Rs 25,00,000 of extra cost below the gross lineWhat the Rs 12,00,000 increase consists of, by the largest two or three itemsThose items named, with an indication of which recur
Provision for doubtful debts from Rs 3,00,000 to Rs 9,00,000 against a book up 21.8 per centWhat changed in the ageing that took the provision to Rs 9,00,000Which age bands moved, and in which direction
Inventory up 47.4 per cent, an increase of Rs 9,00,000, against cost of materials consumed up 12.5 per centHow much of the Rs 9,00,000 build was bought ahead of the coming school sessionA proportion, and the month the buying happened in
Four pairsFour questions, each passing all three testsFour criteria, written before the call

Notice what is not in that table: any statement about what Anjani Stationers did, any ranking of the four by how worrying they are, and any conclusion of any kind. The business is an ordinary one that has done nothing wrong, and every one of the four divergences has a plain explanation already sitting in its own disclosures. A plain explanation is not a twist but the normal case, and that is why the output of six steps of careful work is a list of questions rather than a view.

How does somebody with money at stake actually use a list like this?

A credit officer at a bank looking at a working capital limit for a business like this one uses the list in a way that surprises people who have only seen it used by analysts. She does not need answers to all four. She needs the answer to the first one. If most of the receivables increase sits with one large, slow paying customer group, then the limit she is being asked to extend is really a loan against one relationship, and that is a different kind of credit from the one described in the application. The other three questions matter to her mainly because they might change that first answer.

An equity analyst uses the same sheet differently. His interest is which parts of the movement repeat. A cost that recurs changes every forecast year. A cost that arrived once changes only this one. The accounts cannot tell him which it is, so the Rs 25,00,000 of extra cost below the gross line is the centre of his sheet. A supplier deciding whether to extend terms uses a third slice again, and typically only two of the four questions, both about how the business pays rather than how it is paid. The same six steps and the same four questions serve three different decisions, and none of the three needs a conclusion about the business, only an answer to the questions each of them cares about. That is the practical argument for producing a list rather than a view: a view serves whoever formed it, while a list of answerable questions serves anybody who picks it up.

In India, the disclosures this preparation reads from are shaped by the presentation and disclosure requirements in Ind AS 1 Presentation of Financial Statements, the requirements on accounting policies, changes in accounting estimates and errors in Ind AS 8, the related party requirements in Ind AS 24, and the provisions of the Companies Act 2013 governing the accounts, the appointment and rotation of auditors and what a company must lay before its members. Which disclosures a particular business must give, and in what detail, depends on which requirements apply to it: the current text is held by the Ministry of Corporate Affairs, and what is actually printed in the pack settles whether anything has been left out of it. Guidance issued by the Institute of Chartered Accountants of India and by the Securities and Exchange Board of India covers the presentation and reporting obligations of listed entities separately.

The failure: the commentary was opened first, and the list was written by somebody else

An analyst preparing for a call on a business like Anjani Stationers opens the pack and starts, reasonably enough, with the section written in plain English. The section frames the year as one of deliberate investment: a warehouse taken, staff added, capacity built for growth. The framing is honest, it is supported, and it explains a large part of what happened. He then turns to the figures already holding it, and arrives at the call with four well drafted questions about the investment programme, its expected returns and the timing of the benefit. Every one of them is answerable. Every one is answered.

The receivables pair and the provision pair never occurred to him. Neither fits an investment story, so neither registered as anything needing an explanation, and questions do not occur about things that did not register. The arithmetic is on the face of the statements: 21.8 against 12.5, and a provision tripling against a book up 21.8 per cent. Run step two in the other order and both appear inside ten minutes. The fix is not to be more sceptical of the commentary, and it is not to work harder. The fix is to write the question list before opening the commentary at all. The list is then complete before anything has had a chance to shape it. Then read the commentary and enjoy it. On this business it answers two of the four questions for free.

The reverse failure costs just as much and is easier to fall into once divergences have become easy to spot. An analyst who reads only the four pairs, concludes that something is wrong here, and says so, has made a claim about an ordinary business that his evidence does not reach. He will be asked to support it, he will not be able to, and the questions he genuinely did find, good ones, will be discarded along with the claim.

The nature of an earnings call, who attends one and how the time on it is allocated are covered separately. Technique for finding things in a set of accounts, the ways in which figures can be made to mislead, and the accounting behind the movements the sequence points at are each treated in their own right elsewhere. Anjani Stationers Private Limited has done nothing wrong, and the four questions left open about it are the finished output rather than an unfinished one.
Financial Analyst Program Bootcamp — Fin Maverick

References

SourceDocumentWhere
Ministry of Corporate AffairsInd AS 1 Presentation of Financial Statements, which names and orders the statements and notes read at step twomca.gov.in
Ministry of Corporate AffairsInd AS 8 Accounting Policies, Changes in Accounting Estimates and Errors, for the disclosure step one looks for when asking what changed between the two periods being comparedmca.gov.in
Ministry of Corporate AffairsInd AS 24 Related Party Disclosures, for the note recording dealings with a connected party, which step one flags as a change in the structuremca.gov.in
Ministry of Corporate AffairsCompanies Act 2013, for the requirements governing a company's accounts, the appointment and rotation of its auditors, and what has to be laid before its members.mca.gov.in
Securities and Exchange Board of IndiaRequirements on periodic financial reporting and disclosure by listed entities, which produce the published results pack the sequence readssebi.gov.in
Institute of Chartered Accountants of IndiaGuidance on the presentation of financial statements and the notes accompanying them, for identifying the documents read at each position in the sequenceicai.org

Anjani Stationers Private Limited, Chitra Binding Works, the Sunrise Public School group and Vaidehi Rao are invented.
Educational material. Not advice on any investment, tax, budget or market position.

Framework

Other frameworks in Earnings Quality, Red Flags and Forensics

Framework

How to Analyse Related-Party Transactions

Framework

How to Spot Accounting Red Flags in an Annual Report

← PreviousNext →
Fin Maverick Micro CoursesExplore Micro Courses
Fin Maverick BootcampsExplore Bootcamps
Fin Maverick

Finance education that ends in a job, not a certificate that gathers dust. Built for young India.

LEARN
CalculatorsFrameworksComparisonsCareersShowdown
RESOURCES
All CoursesMicro CoursesBootcampsInternships
COMPANY
AboutJob openingPartnership
LEGAL
Privacy PolicyTerms & ConditionsContent LicenseReturn & Refund Policy
© 2026 FIN MAVERICK / BUILT FOR INDIA.DO FINANCE, DO NOT JUST READ ABOUT IT.