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Financial Analyst Program · CoreTrack
1Financial Accounting, Reporting & Analysis
iAccounting 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…
iiFinancial Statement Architecture
The Three Financial StatementsConsolidated Financial StatementsStandalone and Consolidated Statements…How to Read a…How to Perform Trend…Which Accounting Rules Apply…
iiiIncome 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
ivBalance Sheet and Capital Employed
The Balance SheetAsset TypesCapital EmployedReturn on Capital EmployedLiabilitiesBook ValueRetained EarningsOff-Balance-Sheet FinancingHow to Read a Balance SheetTangible Net Worth
vCash 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…
viRevenue, 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
viiInventory, 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…
viiiFixed 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…
ixDebt, 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
xConsolidation and Business Combinations
ControlSubsidiaryGoodwillAssociate CompanyJoint Venture vs Associate…Intercompany EliminationsThe Equity MethodHow to Analyse Group…
xiCash, 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
xiiFinancial 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…
xiiiEarnings 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…
xivAnnual 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
xvAudit, 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
2Business, Industry & Company Analysis
iBusiness Fundamentals and Models
The Business EcosystemThe Business ModelStakeholdersThe Business Life CyclePlatform BusinessesHow to Build a…The Value NetworkMonetisationUnit EconomicsThe Profit PoolTake RateB2B vs B2C
iiRevenue and Pricing
The Revenue ModelRevenue Growth vs Monetisation…Pricing PowerRecurring RevenueAverage Revenue Per UserARPU vs Average Order ValuePrice DiscriminationGross Margin vs Contribution MarginFixed Costs vs Variable Costs
iiiOperating Model and Supply Chain
The Operating ModelThe Value ChainThroughputThe Supply ChainVertical IntegrationVertical vs Horizontal IntegrationProcurementCapacity UtilisationJust-in-Time vs Just-in-Case InventoryMake vs Buy
ivCustomers and Brands
Brand EquityCustomer LoyaltyCustomer Segments and the JourneyCustomer EconomicsHow to Analyse Customer…Distribution ChannelsCustomer Acquisition Cost
vCompetitive Advantage and Moats
The Sources of Competitive…Competitive RivalryEconomies of Scale and…Network EffectsSwitching CostsCost Leadership vs DifferentiationHow to Test Whether a Moat Is Eroding
viIndustry Structure and Sector Behaviour
Industry TypesConsolidation and FragmentationSubstitutesBuyer PowerSupplier PowerThe Industry Life CycleHerfindahl-Hirschman IndexSector vs IndustryCompany Analysis vs Industry AnalysisCyclical vs Defensive SectorHow to Apply Porter's…How to Analyse Competitive…
viiMarket Size and Addressable Market
Market SizeMarket Concentration vs Market ShareTop-Down vs Bottom-Up Market SizingDemand DriversThe Adoption CurveGrowth DriversMarket FragmentationMarket ShareHow to Interpret Market Share Changes
viiiInnovation and Technology Shift
InnovationResearch and DevelopmentTechnology Adoption and DiffusionThe Product Life CycleProduct Innovation vs Process InnovationDigital TransformationCannibalisationDisruptive InnovationThe Technology S-Curve
ixCorporate and Business Strategy
Corporate and Business Strategy ComparedHow to Build Business…How Execution Risk Can…Organic and Inorganic Growth ComparedGrowth Investment vs Capital ReturnOrganisation Design and TransformationHorizontal vs Conglomerate DiversificationCentralised vs Decentralised OrganisationCompany Research vs Investment ResearchHow to Separate Facts,…
xManagement and Governance Quality
Management QualityFounder-Led vs Professional ManagementThe PromoterThe BoardInstitutional OwnershipPromoter Ownership vs Institutional…The Agency ProblemIndependent DirectorsInsider OwnershipHow to Analyse Ownership…How Capital Allocation Shapes…
xiStrategic and Business Risk
Business RiskPlatform vs Pipeline BusinessAsset-Light vs Asset-Heavy vs…Commodity vs Branded BusinessHow to Write a…The Business Risk RegisterStrategy in PracticeStrategic Risk vs Financial RiskHow to Evaluate a…How to Build a…
xiiBusiness Research Method
Business AnalysisCompany Filings as a Research SourceCompetitor MappingThe Variant ViewPrimary ResearchPrimary vs Secondary Research

The Variant View: Disagreeing With Consensus, With Reasons

A variant view is a disagreement about how a business works, held against a reading somebody actually wrote down, with the evidence that would settle it named alongside. A variant view is not a disagreement about a price, and it ends at a statement about the business. Exactly one such written reading is held in these notes, and this guide argues with it on three published grounds and then stops.

A figure that is correct, published and reproducible. So what is left to argue with?

The idea is slippery and the object is not, so the object comes first. In a reading already built in these notes, an analyst quotes Anjani Stationers Private Limited's degree of operating leverageA multiple that says how hard the profit line reacts to a change in sales. It is worked out as contribution divided by the operating result at one stated level of sales. as 2.78313. Five decimal places. Anjani Stationers, an invented maker of paper registers, has its second year published in full, so the division can be done in one line: contributionThe slice of a sale left over once the costs that sale itself created have been met. Whatever remains goes towards the bills that turn up regardless of sales. of Rs 1,15,50,000/- over an operating result of Rs 41,50,000/- gives 2.78313, and the reading that published it says in terms that the division really does give that figure.

One separation comes before anything else. A reader who reaches the end still confusing the two has misread everything in between. The object built here is a disagreement about how a business works and what the evidence supports, and never a disagreement about what a share is worth or what anybody should do about it. A view held against a market price is a different object with different rules, settled by nothing anybody could go and fetch, and it is covered separately under Variant Perception: Where a View Differs From Consensus. Everything below stops well short of that line, and the last block in this guide is about exactly where the stopping happens.

So: the arithmetic is right, the inputs are published, the writer could reproduce it tomorrow to the last decimal. Three things are left, every one of them itself printed in the same built reading, and not one of them an arithmetic error. The reading rests on an input that was somebody's judgement rather than anything a company presented. The reading is also one number written twice and then read as two agreeing findings. And it describes the position the reader happens to be standing at rather than a property the business carries around with it.

One clause travels with this figure everywhere it goes in this guide, including inside the drawings, inside the panel and inside the answers to the questions. Whoever sorted the cost base behind both the contribution and the operating result was making an estimate, not reading a disclosure. Somebody decided which part of the cost base moves with the number of registers made and which part sits there regardless. No filing anywhere carries that decision. The sorting is a judgement, and every figure downstream of it inherits the judgement without ever saying so.

Here is the same shape at household size. Two people sit down with the same electricity bill. The two agree on every printed figure: the units, the rate, the total, the dates. Then one of them says next month will cost about the same, and the other says it will not. Nothing they disagree about is on the bill. One of them is treating this month's rate as a property of the flat, and the other is treating it as a reading taken at one moment with the fan running. The disagreement is real, it is about the world rather than about the arithmetic, and it can be settled by somebody going and looking at the meter again.

THE ONE READING THESE NOTES HOLD, COPIED AS IT WAS WRITTEN An analyst quotes Anjani Stationers' degree of operating leverage as 2.78313. Written down elsewhere in these notes. No name, no house, no date. THE SPLIT OF COST BEHIND BOTH OF THOSE FIGURES IS AN ESTIMATE, NOT A DISCLOSURE. THE LABEL TRAVELS WHEREVER THE FIGURE TRAVELS. THE DIVISION UNDERNEATH, AND THERE IS NOTHING TO CATCH Rs 1,15,50,000/- of contribution over Rs 41,50,000/- of operating result gives 2.78313, and every input in that division is published.
Contribution of Rs 1,15,50,000/- over an operating result of Rs 41,50,000/- gives 2.78313, and the split of cost behind both of those figures is an estimate, not a disclosure.
Try it out

1. A reading of a business is published, the inputs behind it are published, and the division checks out to five decimal places. What is left to disagree about?

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So what is a variant view, and what are its three parts?

Most readers arrive expecting a clever contrary opinion: everybody thinks one thing, the writer thinks another, and the skill is in the thinking. A variant view is not that object. The thinking is the cheap part, and it is cheap because anybody can produce a contrary sentence about anything in about four seconds. The expensive part is saying precisely which reading is being disagreed with, so a second person can check whether the two readings differ at all.

A variant view carries three parts, and all three are written down. The first is the reading being differed from, with a name on it, a place it was written and a date. The second is the writer's own reading of the same fact, stated in the same units. Stated that way the two sit beside each other without anybody having to translate. The third is the evidence that would settle which of the two is right, named, together with a plain statement of whether anybody currently holds it.

Now the part people skip, and it is the first one. A disagreement whose other side is unnamed cannot be checked, cannot be corrected and cannot be settled. The first line therefore decides whether the other two are worth writing at all. Lines two and three filled in beautifully with line one blank produce a well-dressed opinion. Line one filled in honestly turns even a rough second line into an argument. Somebody else can now go and look at the same thing.

There is a practical version of this test and it takes about ten seconds. The question is whether a second reader could be pointed at the reading being argued with. Not described. Pointed at. If not, what is being carried is a view. A view is a perfectly respectable thing to carry, and plenty of good work starts as one. A view is simply not the object taught here, and confusing the two is how a note ends up sounding certain about nothing in particular.

The shopkeeper version: a customer tells a shopkeeper his rice is dear. He asks, quite reasonably, dear against what. And the honest answer turns out to be a figure half remembered from somewhere, from somebody, about a different sack, some months ago. The moment line one has to be spoken out loud, most disagreements turn out to be about a number nobody can produce.

WHAT A DISAGREEMENT IS MADE OF. THREE PARTS, IN THIS ORDER. 1. THE READING BEING DIFFERED FROM Whose reading is it, where was it written down, and when? A NAME AND A PLACE TO POINT AT This row is drawn wider because it carries the weight. 2. THE WRITER'S OWN READING OF THE SAME FACT In the same units, so the two sit side by side without translation. 3. THE EVIDENCE THAT WOULD SETTLE IT Named, with a plain note on whether anybody actually holds it. ROW ONE LEFT BLANK MAKES ROWS TWO AND THREE DECORATION.
A disagreement whose other side is unnamed cannot be checked, cannot be corrected and cannot be settled, so the first line is the one that decides whether the other two are worth writing.
Try it out

2. Which of these three parts is the one people skip, and the one that decides whether the rest is worth writing?

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These notes hold nobody's expectation of anybody. So what does a disagreement attach to?

The softened version is worse than the blunt one, so say it plainly. Nothing in these notes publishes what anybody expected of any business in them. There is no aggregated reading of Anjani Stationers, no range of readings, no count of people who have written one, and no gap between what somebody looked for and what arrived. The absence is not an oversight and not a gap waiting to be filled in a later edition. The absence is a fact about invented businesses. Nobody outside these notes has ever looked at this one. There is nothing outside these notes to look at.

The tempting move at this point is obvious. A disagreement needs something to be variant from, and supplying one would take about a sentence. A trade figure, a typical reading, what people generally assume about a business of this shape, and the argument suddenly works. Supplying one would also manufacture the single input that decides the whole answer, and manufacturing that input is the one move an argument from evidence must never make.

So do the honest thing instead. Write down what would have to exist before anybody could print an aggregated reading at all. Five things, and each one is a line rather than a paragraph.

One, more than one person publishing a reading of the same business. An aggregate of one reading is just the reading. Two, each reading stated in the same units. Two figures measuring different things cannot be combined however carefully they are averaged. Three, a date on each. A reading is a statement made at a moment, and a set of readings taken years apart is a history rather than an expectation. Four, a named holder for each. A reader who wants to know what a reading assumed can then go back and ask. Five, some record of how the collection was made. A set gathered by asking whoever happened to answer is a different object entirely from one gathered by asking everybody who writes.

Not one of the five exists here, and the honest report is the absence itself. Written out that way it stops being an embarrassment and starts being information. A reader now knows exactly what is missing, exactly what would fill it, and exactly what would have had to be invented to pretend otherwise.

Here is the sentence the whole method turns on. Published elsewhere in these notes, it is worth repeating because it is doing real work. Write not established on a line and anybody who later turns the fact up can complete it. Write a plausible figure on that same line and no future reader will ever undo it. A year later not one person remembers that somebody simply supplied it. The asymmetry is the entire argument, and it has nothing to do with modesty: the honest blank is repairable and the plausible filler is permanent damage.

The household version is uncomfortable and exact. Somebody asks a householder what rent the flat would fetch. The householder does not know, and says a figure that sounds about right. Six months later that figure is in three conversations, one spreadsheet and a household budget, and not one of the people carrying it around knows it began as a guess in a doorway. The figure did not get more true by travelling. The figure only got harder to challenge. By then it had been passed along by people who never stood in that doorway.

How an aggregated reading is put together, revised, and where it stops seeing things, is covered separately under Consensus: How the Aggregated Expectation Is Built, Revised and Where It Is Blind. Aggregation is a real subject with real machinery behind it. In these notes it simply has no material to work on.

WHAT WOULD HAVE TO EXIST FIRST, AND WHAT IS ACTUALLY HERE WHAT WOULD HAVE TO EXIST WHAT THESE NOTES HOLD 1. More than one person publishing a reading of the same business 2. Each reading stated in the same units, so that they can be combined at all 3. A date on each, since a reading is a statement made at a moment 4. A named holder for each, so a reader can go back and ask what it assumed 5. Some record of how the collection was made, since who was asked decides what is in it FIVE EMPTY CELLS, DRAWN THE SIZE A FILLED ONE WOULD BE. THAT IS THE FINDING.
An honest blank waits patiently for whoever eventually turns the fact up, while a plausible figure written into the same cell can never afterwards be undone.
Try it out

3. A variant view is to be built on a business used in these notes, and the search begins for what people generally expect of it. What turns up, and what goes into the note?

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What do these notes hold instead, and is one reading enough to argue with?

The permitted object is smaller than an aggregate and it is enough. Call it a stated reading, meaning a reading somebody actually wrote down, in a place a second person can be sent to. A stated reading has to be nothing more than that. Such a reading does not have to be popular, it does not have to be representative, and it does not have to have been counted alongside anybody else's.

One such reading sits in these notes. An analyst quotes Anjani Stationers' degree of operating leverage as 2.78313, in a reading already built, worked from that business's published second year. Both halves of the description belong in the same breath. The second half is where careless notes go wrong. The quoted reading is not an aggregate of anything. Nobody counted how many people held it. Nobody says who wrote it, where they worked, or on what day. One reading, written down, is enough to disagree with and nowhere near enough to call anybody's expectation.

The distinction is worth holding onto because it inverts what most people assume. The instinct is that a disagreement gets stronger the larger the thing being disagreed with: arguing with everybody sounds braver than arguing with one written reading. In practice it runs the other way. A crowd cannot be quoted, cannot be dated and cannot be gone back to, so a disagreement needs a named other side rather than a crowd. An argument with one written sentence is checkable at every step. An argument with what people generally think has its weakest line first.

There is one more thing worth saying about where this particular reading sits, and it changes the tone of everything below. The sentence quoting 2.78313 was written in that earlier reading as a question to be argued with. The sentence was put there to be picked at. So none of what follows is a discovery, and nobody is being caught out. The work here is to take an argument opened there in one line and run it properly, at length, on published figures. Running an argument out is a different job from finding a mistake.

A CROWD NOBODY CAN POINT AT, AND ONE SHEET ANYBODY CAN WHAT PEOPLE GENERALLY THINK No name on any of them. No date. Nothing to send a second reader to, and so nothing to check. No bridge is drawn across this gap, because there is none. ONE READING, WRITTEN DOWN An analyst quotes the degree of operating leverage as 2.78313 Written down elsewhere in these notes, and open to inspection. Not an aggregate. Nobody counted it. Enough to argue with, and not enough to call an expectation.
A disagreement needs a named other side rather than a crowd, and one reading somebody wrote down is enough to argue with while an unnamed crowd is not enough to argue with at all.
Reading an Annual Report Fast teaches you to get to the three things that matter in a two hundred page document.

Ground one: what does it mean to say the reading rests on an estimate?

Across the two published years the multiple moved from 1.94 to 2.78. The obvious story is that the business got bigger and bigger businesses amplify more. The obvious story is wrong. The attribution is worked out properly rather than loosely in these notes, and that is what makes this a ground rather than a quibble.

Hold the standing costThe bills a business carries whether or not it sells anything in a given period, such as rent, salaried people, insurance and the wear on machines already bought. base at the first year's Rs 49,60,000/- and put the second year's revenue and contribution through it. The multiple comes out at 1.75. Growth in revenue by itself was therefore dragging the reading down, 1.94 to 1.75, and the Rs 24,40,000/- added to the standing base then carried it the entire way, 1.75 up to 2.78. The standing bill did more than the entire work, and every rupee of that standing bill sits on one side of a split that nobody presented.

The Rs 24,40,000/- rise opens up into parts, some read off something and one put there by somebody. There are three, and they are worth setting out as rows rather than as a sentence.

The partAmountShare of the riseWhere it came from
Employee benefitsRs 6,00,000/-24.59 per centa movement in a head printed on the statement itself
The standing part of other operating costs, largely a warehouse taken on partway throughRs 11,40,000/-46.72 per centno statement anywhere carries such a line
Depreciation and amortisation, on machinery and fittings boughtRs 7,00,000/-28.69 per centa movement in a head printed on the statement itself
The whole riseRs 24,40,000/-100.00 per centcloses to the rupee, leaving nothing over

Here is the reading that turns arithmetic into a ground. Two of those three rows are movements in heads sitting on the face of the statementSet out as its own line in the main body of a financial statement rather than tucked into a note behind it or assembled afterwards by whoever is reading., and together they come to Rs 13,00,000/-, or 53.28 per cent of the rise. No company is asked to sort its costs by whether they answer to volume, so the middle row is printed by nobody. So 46.72 per cent of a total that closes to the rupee was put there by somebody rather than disclosed by anybody, and the closing to the rupee is exactly what conceals that.

Telling a recorded fact apart from something worked out from it, and both of those apart from a picture of what might follow, is settled at length elsewhere and is not reopened here: it is covered separately under How to Separate Facts, Inference and Scenarios in Company Research. The addition here is narrower: what happens to a disagreement when a recorded fact and something worked out from it are added together and the sum closes exactly.

The conclusion runs against instinct. A total that closes to the rupee feels checked. Feeling checked is not being checked. A sum closing exactly says that the three figures were chosen so that they would close, and says nothing whatever about where each of them came from. A split that was constructed out of a level cannot then confirm the level it was constructed out of. The split can still say which term a movement came out of, a genuine claim and a far weaker one, and whichever of the two is being made gets said out loud or neither gets said.

Stated in the form a disagreement actually uses, ground one is one sentence. Change the sorting and the multiple changes with it, so the quoted reading reads an assumption at least as hard as it reads the business, and that sorting was an estimate, not a disclosure. Ground one is not an accusation. Ground one is a description of the material the figure is made from.

Household version. Ask any household whether its rent is a cost that moves with how much it uses the flat. Obviously not, they will say. Electricity? Obviously yes. Now ask about the annual maintenance charge on the building, or the school fee for a child who is going anyway. The two easy cases are easy and the interesting cases are all judgements, and judgements are exactly what nobody is asked to publish.

ONE TOTAL, THREE COMPONENTS, AND ONE OF THEM NOBODY PRESENTED Rs 24,40,000/- EXACTLY, WITH NO RESIDUE READ off a presented head BUILT no filing presents this line READ off a presented head Rs 6,00,000/- employee benefits 24.59 per cent Rs 11,40,000/- the fixed part of other operating costs 46.72 per cent Rs 7,00,000/- depreciation and amortisation 28.69 per cent TWO SEGMENTS READ, ONE BUILT, AND THE EXACT SUM IS WHAT HIDES THE SEAM. Read off presented heads: Rs 13,00,000/-, being 53.28 per cent. Built by somebody: 46.72 per cent. The split behind all three components is an estimate, not a disclosure.
Two of the three rows move with heads printed on the statement while the middle row is printed by nobody, so 46.72 per cent of an exactly closing total was never disclosed at all.
Try it out

4. The Rs 24,40,000/- rise splits into Rs 6,00,000/-, Rs 11,40,000/- and Rs 7,00,000/-, summing exactly. What does the exact sum tell a reader?

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Ground two: how does one number get quoted twice and counted as two findings?

This is the tidiest of the three grounds and the easiest to walk straight past. The multiple is contribution over the operating result. There is a companion quantity called the break-even cushion: the share of revenue that could be lost before the operating result reaches nothing. The cushion works out as the operating result over contribution. The same two quantities, one on top of the other and then the other way up.

The second year's pair is published in the same reading: 2.78313 against 0.359307. Multiplied together the answer is one. Not close to one, not one when rounded, but one, at any revenue whatever and any standing bill whatever. Each of the two is the other one inverted. The first year's pair does the same thing: 1.93585 against 0.516569, and their product is one as well. Dividing a number into one does not make a second number, so a reader who reports the rise in the multiple and the fall in the cushion as two agreeing observations found one thing rather than two.

The doubling belongs in a treatment of disagreement rather than one of arithmetic because of the effect the error has on the reader who makes it. The cost of counting one finding twice is not that the note is wrong; it is that the note is more certain than the evidence in it. A single finding invites the obvious next question: what else might explain it. Three findings that agree close that question down. So an error that adds nothing to the evidence subtracts something from the doubt, and doubt was the part doing the work.

Nothing about either figure is incorrect. Both are right, both are reproducible, and the product being one is a property of how the two are defined rather than anything about the business. Being a property of the definitions is what makes this a ground rather than a correction: the analyst is not being told the sum is wrong, but that two of the three supporting observations are the same observation.

The household case takes ten seconds and lands hard. A household gets a pay rise and, in the same month, a smaller deduction at source. Two pieces of good news, everybody agrees. Except the smaller deduction is arithmetically a consequence of how the pay is structured, so the second piece of news is the first one seen from the other side. Counting both gives that household a picture of its year that is twice as bright as the evidence for it.

ONE QUANTITY, PHOTOGRAPHED FROM TWO SIDES CONTRIBUTION Rs 1,15,50,000/- OPERATING RESULT Rs 41,50,000/- READ DOWNWARD 2.78313 the multiple READ UPWARD 0.359307 the cushion times IS EXACTLY ONE The first year does the same thing: 1.93585 times 0.516569 is exactly one as well. Two quantities whose product is fixed at one can never disagree with each other. QUOTING BOTH AS AGREEING EVIDENCE COUNTS ONE FACT TWICE. Both quantities rest on the same split, which is an estimate, not a disclosure.
A reader who reports the rise in the multiple and the fall in the cushion as two agreeing observations found one thing rather than two, since dividing a number into one does not make a second one.
Try it out

5. The multiple reads 2.78313, the break-even cushion reads 0.359307, and multiplying them gives one. What follows from that?

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Ground three: why does the same measure read 2.39 one row along?

The multiple is contribution over the operating result at one stated level of revenue. So the moment revenue moves, the multiple moves too, and it moves because the operating result underneath the fraction moved further in proportion than the contribution above it did. The recompute is printed rather than asserted. At the row one step up, revenue of Rs 2,97,00,000/-, contribution of Rs 1,27,05,000/- and an operating result of Rs 53,05,000/- give a multiple of 2.39, not 2.78. The cushion at that same row reads 41.76 per cent, being Rs 53,05,000/- of operating result divided by Rs 1,27,05,000/- of contribution, and it is worth saying which division produced it because a figure of that shape turns up elsewhere in these notes out of a completely different one.

The reading is about the very next small step away from the position it was taken at, and it is not something the business carries about with it. The earlier reading says as much in its own words, and that is the whole of ground three. Nothing about the business changed between those two rows. No machine moved, no customer arrived, no cost was renegotiated. Only the position from which the reading was taken.

One further part turns an observation into a ground. Writing a figure to five decimal places tells a reader it was measured. The quoted multiple was not measured. Elsewhere in these notes the fault is named plainly as false precisionReporting an answer with more decimals than the figures feeding it can bear, so it looks measured when what stands behind it was somebody's estimate.: five decimals of apparent measurement standing on a single judgement. The repair is not to trim the decimals. Trimming them would only tidy the problem out of sight. The repair is to print the assumption alongside the answer.

One more limit, worth noting without labouring. A standing bill only stays flat over a band. Beyond the band it moves in jumps rather than slopes. A shed fills and a shift is added. Anjani Stationers took a second warehouse during its second year and its monthly standing cost jumped by Rs 50,000/- the moment it did. A figure worked out on one tread of a staircase says nothing whatever about the tread above it, and nothing published anywhere states the volume at which a tread gives out.

The everyday case is on the dashboard of any bus. The speed shown is exactly right about this second. The needle gives a true, precise, instantaneous reading. The same needle says nothing whatever about how long the journey will take, and anybody who multiplies it by the hours remaining has confused a reading taken at a point with a property of the trip.

A READING TAKEN ON ONE TREAD SAYS NOTHING ABOUT THE NEXT ONE volume, increasing to the right, with no scale because no published statement gives one Rs 49,60,000/- the first year's standing base Rs 74,00,000/- the second year's standing base height not published position not published 1.94 2.78 A SECOND WAREHOUSE Rs 50,000/- a month, in one move The sorting of cost onto these treads is an estimate, not a disclosure.
A reading taken on one tread says nothing about the tread above, and the volume at which a tread gives out appears in no published statement.
Try it out

6. The panel below steps along published rows in tens of a percentage point of revenue. At the row one step up from the published year, what does the same measure read?

Play with it

Walk the quoted reading along seven published rows and watch it move

Seven positions, in steps of ten percentage points of revenue, from down 30 to up 30. Every position is a row already published in these notes, so no position was made up and nothing between two rows is filled in. The standing block is held at the same rupee figure at every setting, so it is drawn the same height at every setting. The whole of the movement in the reading comes from the thin slice above it.

Rs 74,00,000/- held at every setting AN ESTIMATE, NOT A DISCLOSURE OPERATING RESULT Rs 41,50,000/- CONTRIBUTION AT THIS POSITION THE SAME MEASURE, RECOMPUTED AT EACH ROW 0 3 6 9 12 -30 -20 -10 0 +10 +20 +30 2.78 published year 2.39 one row along 11.80 the axis is drawn once and never rescales THE MULTIPLE THE CUSHION 2.78 35.93 per cent ONE TIMES THE OTHER 1.000000 The product reads one at all seven positions, which is ground two proved at every setting rather than at the default alone.
down 30down 20down 10published yearup 10up 20up 30

Revenue at this position Rs 2,70,00,000/-, contribution Rs 1,15,50,000/-, operating result Rs 41,50,000/-

The same measure the analyst quoted reads 2.78, the cushion reads 35.93 per cent, and the two multiplied give 1.000000

Held at every setting: the contribution margin at the published 42.78 per cent, the standing bill at Rs 74,00,000/-, and the sorting of cost that produced that standing bill, which is an estimate, not a disclosure.

Educational illustration. Every position is a row of an amplification table published earlier in these notes, read as arithmetic rather than as anything that happened or that anybody looks for. The step is ten percentage points of revenue and nothing between two rows is filled in. A revenue between two published rows would produce a contribution nobody published. The panel shows what position alone does to a quoted reading, with the business behind it held completely still.

Ratio Analysis That Says Something teaches you to choose ratios that answer a question rather than fill a template.

Where does this stop, and what is the last sentence it is allowed to write?

The finished thing written out lets its shape do the arguing. A completed disagreement of the kind this guide teaches carries four lines, and it is short enough to copy onto the back of a sheet of notes.

Line one, the reading differed from: the degree of operating leverage is 2.78313, quoted in a reading built earlier in these notes, from the published second year, with no name, no house and no date attached to it by whoever wrote it. Line two, the different reading: that figure is a reading of an estimated sorting of costs at least as much as a reading of the business, taken at one position, and two of the observations usually quoted alongside it are the same observation. Line three, the grounds, one each: it rests on an estimate; it is one number written twice; it describes a position rather than a property. Line four, the evidence that would settle it: a statement of which costs answer to volume and which do not. No filing carries such a statement, only the business itself could give it, and nobody currently has it.

Then stop. A statement about the business is the last sentence any fact could settle, so the view ends there. The stopping is not modesty and not caution dressed up as principle. The difference lies in the two kinds of sentence. Line four names a disclosure that, if it arrived tomorrow, would close the argument for everybody. No disclosure anybody could publish would close a sentence about what the business is worth, so no equivalent fourth line exists for it. A sentence with no line four is not a weaker version of this object. Such a sentence is a different object, and it belongs to a different question.

Show it to yourself with two sentences about the same shop. The first: this shop's standing costs went up more than its takings did. The shopkeeper's own books could confirm or contradict that tomorrow morning, and once they had, the argument would be over. The second: this shop is a bargain. No book that shopkeeper will ever keep can settle the second sentence, and every book in the world could be opened without moving it one inch.

So: a view expressed against a market price is covered separately under Variant Perception: Where a View Differs From Consensus. A stated figure for what a share is worth, and the practice of issuing one, is covered separately again. Both are real subjects. Neither is this one.

THE WHOLE THING, WRITTEN OUT, AND THEN IT STOPS THE READING DIFFERED FROM The degree of operating leverage is 2.78313, quoted in a reading built earlier in these notes, from the published second year. No name, no house, no date. THE DIFFERENT READING, IN THE SAME UNITS That figure reads an estimated sorting of costs as much as it reads the business, and it was taken at one position rather than carried by it. THE GROUNDS, ONE LINE EACH 1. It rests on an estimate, and 46.72 per cent of the rise behind it is built. 2. It is one number written twice, so two of its supports are one support. 3. It describes a position, and reads 2.39 one row along from it. THE EVIDENCE THAT WOULD SETTLE IT A statement of which costs answer to volume and which of them do not. No filing presents one. Only the business could supply it. Nobody holds it. BELOW THE RULE, AND NOT WRITTEN HERE Any sentence about what the business is worth. There is no line four for it.
The view ends at a statement about the business, because that is the last sentence any fact could settle, and the row below the rule is the one no disclosure would ever close.
Try it out

7. Two sentences end two different disagreements. One says the standing cost base is larger than the reading assumes. The other says the business is cheap. What separates them?

What five lines travel with any disagreement worth writing down?

How a lender, an analyst or a buyer of a business actually uses this

Strip the case away and five lines are left, in this order, and they work on anything anybody hands over. A credit officer reading a borrower's own summary of its cost base, a buyer reading a seller's note about why a business is resilient, an operator reading a supplier's claim about capacity: all three are being handed a reading, and all three need the same five lines before they can argue with it.

One, whose reading is it, with where it was written down and when. If that line stays blank, the other four are decoration. Two, what exactly does it claim, restated in units. A reading that can be restated in the reader's own units is already half argued with. Three: which of its inputs was a judgement rather than something the accountable party presented. Four, is any part of it the same number arriving twice, and the test is mechanical: every input of both routes is written out and the same figure looked for in each. Five, at what position was it computed, and does it survive one step away from that position.

A disagreement with all five lines blank is a mood rather than a finding. And line one alone separates a variant view from an opinion, without anybody having to look at a single figure. Fill it in before the interesting work starts rather than after.

FIVE LINES, IN ORDER, FILLED IN ON THE READING WORKED ABOVE 1. WHOSE READING An analyst, in a reading built earlier in these notes. No name, no house, no date given. 2. WHAT EXACTLY IT CLAIMS, IN UNITS Contribution over the operating result reads 2.78313 in the published year. 3. WHICH INPUT WAS A JUDGEMENT The sorting of cost by behaviour. An estimate, not a disclosure, on both sides. 4. DOES THE SAME NUMBER ARRIVE TWICE It does. The multiple and the cushion multiply to one at every setting. 5. AT WHAT POSITION, AND DOES IT SURVIVE A STEP At the published year. One row along the same measure reads 2.39. ALL FIVE LINES BLANK MAKES A MOOD RATHER THAN A FINDING.
A disagreement with all five lines blank is a mood rather than a finding, and the first line alone separates a variant view from an opinion without anybody looking at a figure.

How does a figure that reconciles perfectly become the hardest kind to challenge?

The disagreement that checked every figure, passed every one of them, and missed

A reader trained on this guide is handed a single slide from a case being prepared for a new line at Anjani Stationers Private Limited. The reader does what a careful person does and runs the five lines. Each line's return is set out below.

The line they ranWhat it came back with
Whose reading is it, where written and whenA named team, a dated deck, and the reader was in the room when it was shown
What exactly does it claim, in unitsRupees of revenue, at a stated price, on a stated count of registers
Which input was a judgement rather than a disclosureDeciding which costs answer to volume, and the deck flags that itself
Does the same number arrive twiceIt does not. One build, one route, nothing counted on both sides
At what position was it worked out, and does it survive a stepHeld openly at one price and one count, and the deck says as much

Five lines run, five clean returns, so nothing gets written down and the slide travels on. Every one of those five lines asks a question about the figure, and what was wrong with that slide was never the figure.

The figures they were checking are published in full elsewhere in these notes. The works is turning at 62.50 per cent of rated capacityThe output a set of machines is built to produce over a period if it runs as intended, rather than the output actually produced., 2,50,000 registers made against the 4,00,000 it is rated for. Put the idle share through at the same realised priceThe amount per unit a seller ends up holding after discounts and allowances have come off, reckoned backwards from the cash that arrived rather than taken off any list. of Rs 108.00/- and revenue comes to Rs 4,32,00,000/-. Contribution at Rs 46.20/- a register comes to Rs 1,84,80,000/-, and after the same Rs 74,00,000/- of standing cost the operating result comes to Rs 1,10,80,000/-, an operating marginThe operating result expressed as a share of revenue for the same period, showing how much of each rupee of sales survives the costs of running the business. of 25.65 per cent where the published year gave 15.37 per cent. The operating result stands 166.99 per cent higher on a volume 60.00 per cent higher, that rise being 1,50,000 further registers on the 2,50,000 actually made. Every figure in that chain is correct and every one of them is published.

And the heading over it reads ADDRESSABLE MARKETThe money buyers would actually spend on a kind of thing, counted inside a stated boundary saying who is included and who is not.: Rs 4,32,00,000/-.

The quantity underneath is what one works could turn out at a price it sets itself. The heading claims it is what customers would spend. The two are unrelated quantities. No machine has any idea whether a single person wants what comes off it, and no published statement says that even one more register would find a buyer. Notice what did not happen: nobody miscalculated and nobody made a number up. A disagreement aimed at the arithmetic is exactly the one that slide was built to survive.

The only disagreement that lands is one sentence long and it never touches a number. The figure measures machinery and a price rather than customers and a boundary. Now notice what that sentence needed. The sentence needed none of the five returns above. All it needed was somebody to read the heading and the quantity as two separate claims and ask whether they are the same claim, a question about units and not about arithmetic at all.

So there is a sixth line, and it belongs in front of the other five rather than after them: what question is this figure the answer to, said in units, before anybody looks at how it was worked out. Run that first and the slide does not survive the opening minute. Run the other five first and the slide passes all of them on the way to being wrong.

Two more things follow, and they are worth having straight. Under the heading that names machinery the figure travels only with two riders attached: deciding which costs answer to volume was a judgement rather than a disclosure, and the Rs 108.00/- is carried unchanged across a year 60.00 per cent bigger than the published one. Under the heading that names customers, three things are wanted and nobody has any of the three: how many buyers would want a register from anybody at all; anything at all indicating that one of them would pay Rs 108.00/- for this maker's; and a line saying who counts as inside the boundary and who does not.

The cost lands somewhere specific rather than in the abstract. The figure becomes the denominator for everything downstream of it, and when the year comes in short the review asks why the doing fell behind the market, so the real finding is never made by anybody at any point.

One last thing, and it is the part worth sitting with. Reconciling perfectly is what hid the mistake. A slide with an obviously made up number on it draws a challenge from whoever reads it first. A slide whose figure ties to the last rupee against the operating accounts wears the appearance of something already verified, and in one narrow sense it is. Being published and correct made the error less visible rather than more. The repair is not a tidier slide: write the units of the question before writing the number, and read the heading before checking the division.

ONE QUANTITY, TWO HEADINGS, AND ONE WORD BETWEEN THEM Rs 4,32,00,000/- the same figure under both headings, and nothing else moved SUPPLY CEILING AT ITS OWN PRICE ADDRESSABLE MARKET ONE WORD What travels with it, or it does not travel: What this heading needs, and nobody holds: 1. Which costs answer to volume was judged, and not disclosed. 2. The price is held at Rs 108.00/- through a 60.00 per cent larger year. 1. How many buyers would want a register from anybody at all. 2. Evidence that any of them would buy this one at that price. 3. A boundary saying who is inside it and who is not. THREE EMPTY A DISAGREEMENT AIMED AT THE ARITHMETIC IS THE ONE THIS SLIDE SURVIVES.
Same number, one word of relabelling, and a disagreement aimed at the arithmetic is precisely the one that slide was built to survive.
Try it out

8. A slide reads ADDRESSABLE MARKET: Rs 4,32,00,000/-, and every figure behind it is correct and published. Where does a disagreement have to be aimed?

Where this sits

What India supplies here, and what it does not

India supplies the currency, the lakh and crore way of grouping digits, and the legal form Private Limited that sits in the invented business's name. There is nothing else in the list. The mechanism underneath needs no adjustment anywhere: a measure worked out as one quantity over another moves the instant either quantity moves, in every country on earth, and a reading whose input was somebody's own judgement carries that judgement wherever it is read.

A reader may reasonably want to know which arrangement governs how a company sets out its costs, or which rule would settle whether a sorting by behaviour has to be disclosed. Both are questions for the live text rather than for notes written months before they are read. The source is named in the table below, together with what it governs. Whoever needs today's position goes to the live text on the day itself and writes that date next to whatever they carry away from it.

Where this guide ends. The subject covered is arguing with somebody's reading of a business, what such an argument is built out of, and the sentence at which it halts. No expectation is stated for anybody, nothing is issued, nothing real is named, and no verdict is returned on what anything is worth. Twelve further questions that a reader could fairly turn up with belong to other subjects, and the table names each of them.

The question the reader arrived withRead instead
A view held against a market price, which is a different object with different rulesVariant Perception: Where a View Differs From Consensus
How an aggregated reading is assembled, revised, and where it stops seeing thingsConsensus: How the Aggregated Expectation Is Built, Revised and Where It Is Blind
Writing up the note that a disagreement eventually goes intoHow to write an equity research note
What a stated figure for what a share is worth is, and why this platform makes noneWhere that practice is named and the refusal set out in full
What a rating in published research actually means to the person reading itThe Recommendation in Sell-Side Research: What It Means and Why It Is Taught Without Issuing One
Going out and actively hunting for what would break a view already heldDisconfirming Evidence: Actively Looking for What Breaks the Thesis
Separating a fact from a judgement as a working discipline rather than an instinctFact vs Opinion
Telling a recorded fact from something inferred from it, and both from a picture of what might followHow to Separate Facts, Inference and Scenarios in Company Research
Ranking evidence by how close it sits to the thing it records and who answers for itSource Hierarchy: Ranking Evidence From Filing to Commentary
Framing a question so that it can actually come back either wayResearch Question: How to Frame One That Can Actually Be Answered
Leaving work behind in a state where a second person can rebuild it from the inputsAudit Trail: Making Analytical Work Reproducible
Guarding against the habit of reading only the material that agrees with the view already heldConfirmation Bias in Financial Analysis: How It Shows Up and How to Counter It
Equity Research Bootcamp — Fin Maverick

Where did anything above come from, and what was made up for teaching?

No level, no rhythm of filing and no dated requirement carries any weight in the argument above, so a rule changing next year could not quietly falsify a line of it. One institution appears in the table and it is named for the existence of an arrangement rather than for anything inside it. The ministry carries exactly one sentence of the argument. No company sets out its costs according to which of them answer to volume, so the sorting behind the quoted reading was always somebody's own work rather than a line anybody lodged.

What is namedWhy the name is here at allSite
Ministry of Corporate AffairsNamed because an arrangement exists under which companies prepare accounts and lodge them, and because nothing lodged under it asks anybody to sort a cost by whether it moves. Its requirements, criteria and effective dates belong at the live text on the day somebody reads it rather than in notes written months earlier.mca.gov.in
The two readings argued overBoth come from readings already built in these notes rather than worked out fresh here, and the reading that published the first of them gave its writer no name, no house and no date.finmaverick.com
The arithmetic aboveEvery rupee amount, every share and every recomputed reading belongs to a business that was made up. Each was chosen so that the figures reconcile against one another when worked through, and not one of them came from a lodged document, a survey or a trade study.finmaverick.com

Anjani Stationers Private Limited is invented.
Educational material. Not advice on any investment, tax, budget or market position.

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