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Equity Research Analyst · 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
3Corporate Finance & Valuation
iCorporate Finance Fundamentals
Corporate FinanceCorporate Finance vs AccountingAgency CostsThe Financial ObjectiveThe Financing DecisionThe Investment DecisionProfit Maximisation vs Value…How Capital Allocation Affects…
iiTime Value of Money
Time Value of MoneyTime Value of MoneyCompoundingNominal and Effective Annual RatesThe Discount RateNominal vs Real Discount RateAnnuity vs Perpetuity
iiiCash Flow and Value Drivers
ReinvestmentReinvestment RateRevenue GrowthRevenue Growth vs ReinvestmentReturns in Corporate FinanceValue DriversOperating MarginEconomic ProfitFCFF vs FCFEHow to Normalise Earnings…
ivCost of Capital
The Cost of CapitalCost of CapitalSunk Cost vs Opportunity CostHow to Estimate a…Levered and Unlevered BetaCountry Risk PremiumEquity Risk PremiumThe Risk-Free Rate
vCapital Structure
Capital StructureHow to Analyse a…Financial LeverageOperating Leverage vs Financial…RecapitalisationDebt FinancingDebt CapacityGross Debt vs Net DebtEquity FinancingHow Leverage Can Increase…Refinancing RiskFinancial Distress
viCapital Budgeting
Capital BudgetingSunk CostsDiscounted PaybackPayback vs Discounted PaybackNet Present ValueInternal Rate of ReturnProject AppraisalIndependent vs Mutually Exclusive…How to Resolve NPV and IRR Conflicts
viiWorking Capital Finance
Capital RationingWorking Capital FinancingExcess CashCash ManagementShort-Term Financing
viiiPayout Policy
Payout PolicyPayout and Return of CapitalDividendsDividend Yield vs Payout RatioSignallingShare BuybacksDividend vs Buyback
ixValuation Fundamentals
ValuationValuation RangeFCFF vs FCFE ValuationSOTP vs Consolidated ValuationHow to Build a DCF ValuationHow to Build a…How to Build a…Firm Value and Equity ValueReplacement CostShareholder ValueEnterprise-to-Equity Value BridgeSum-of-the-PartsEnterprise Value vs Equity ValueValue vs PriceAsset Value vs Earnings ValueBook Value vs Adjusted Book ValueLiquidation Value vs Going-Concern…
xDiscounted Cash Flow
Discounted Cash FlowTerminal ValueNormalisationThe Forecast HorizonIncremental Cash FlowFree Cash Flow to FirmDiscounted Cash FlowBase Case vs Bull Case vs Bear CaseTwo-Stage vs Three-Stage DCFForward vs Historical FinancialsOperating vs Non-Operating AssetHow to Forecast Free Cash FlowHow to Audit a DCF Model
xiRelative Valuation
Relative ValuationDCF vs Relative ValuationConglomerate DiscountComparable Company AnalysisHow to Select Comparable CompaniesTrading MultiplesTrading Multiples
xiiTransaction Valuation
Transaction ValueDeal Value vs Enterprise ValueSources and UsesAccretion and DilutionHow to Analyse Accretion…Leveraged BuyoutManagement RolloverMinority Interest in ValuationControl Premium vs Minority DiscountPrecedent TransactionsLBO ReturnsTrading Comps vs Precedent TransactionsStrategic Buyer vs Financial BuyerHow to Build an…
xiiiValuation Discipline
Decision Rules in ValuationHow Valuation Ranges Improve…Implied AssumptionsImplied GrowthBase, Bull and BearScenario vs Sensitivity AnalysisMargin of SafetyHow to Check Discount…
4Public Equities & Securities Analysis
iEquity Research Fundamentals
Equity ResearchHow to write an…How to build an…SecuritiesCommon StockSecurity AnalysisEquity vs Debt SecurityEquity Research vs Security AnalysisThe ShareholderPreferred StockHow Market Price, Value…
iiEquity Markets and Listings
The Public CompanyPublic vs Private CompanyHow Listing Changes a…BuybackBuyback vs Rights IssueFollow-On OfferingIPO vs Follow-on OfferingThe Primary MarketThe Secondary MarketBonus Issue vs Stock SplitHow to read an…How Corporate Actions Affect…
iiiMarket Data and Liquidity
Market PriceFair Value vs Market PriceHow to Read Equity…How Liquidity Affects Equity…Volume, Delivery Volume and TurnoverMarket Capitalisation, Free Float…Market Capitalisation and Free FloatShare PricePrice Return and Total ReturnVolume Growth vs Price GrowthPrice Return vs Total ReturnHow to Analyse Share…Market DepthVolatility in Equity MarketsLiquidity vs VolatilityThe IndexTrading ActivityLarge, Mid and Small…
ivSector Research
Sector ResearchSecular GrowthSecular vs Cyclical GrowthCompetitive PositionSector DriversThe ThemeThematic ResearchTop-Down vs Bottom-Up ResearchSector vs Thematic ResearchHow to Research a Listed Company, in OrderHow to Update Research…
vEarnings Analysis
GuidanceHow to Read Management…The Revenue BuildConsensusDriver-Based ForecastingThe Forecast ModelGuidance, Forecast, Estimate and ResultThe Margin BuildHow to Read an…How to Find and…How Business Drivers Travel…
viQuality of Earnings
Quality of EarningsRevenue Growth vs Earnings GrowthRecurring vs Non-Recurring EarningsReading an Earnings Release,…How to Read an…One-Off ItemsAdjusted EBITDAReported vs Adjusted EarningsEBITDA vs Free Cash FlowDisclosure QualityEarnings Quality Checks You…Accounting Red Flags
viiValuation Application
The Target a Share…Implied ExpectationsUpsideDownsideThe MultipleThesis DisciplineDiscounted Cash Flow and MultiplesThesis Risk and Valuation RiskHow Valuation Ranges Inform…
viiiResearch Thesis and Models
The Investment ThesisModel AssumptionsHow to build an…Thesis DriversFact vs ThesisCatalysts and the Expectation GapDisconfirming EvidenceTime HorizonVariant PerceptionRe-RatingScenario vs SensitivityConfidence vs CertaintyHow Estimate Revisions Can…
ixCorporate Events
Corporate Events and ActionsCorporate Event vs Research CatalystMergers From a Research PerspectiveEvent RiskAcquisitions From a Research PerspectiveOrganic vs Acquisition-Led GrowthManagement ChangeCapital RaisesCorporate Action Adjustment
xGovernance and Disclosure
Material DisclosureDisclosure vs DisclaimerInsider TransactionsPromoter HoldingGovernance SignalsBoard Independence vs Management…
xiResearch Discipline and Cases
Research CoverageResearch OutputResearch Note vs Research ReportHow to Run an…How Research Post-Mortems Improve…The Peer GroupPeer Group vs Coverage UniverseThe Recommendation in Sell-Side ResearchFact Checking ResearchFact vs Opinion in ResearchThe Quarterly ResultResearch Independence

Top-Down vs Bottom-Up Market Sizing: Which Route Can Be Run

Top-down starts from a total somebody published and takes a share of it. Bottom-up starts from a count and a price and multiplies up. The useful question is not which is more accurate but which one the available evidence can actually support. A bottom-up build stops dead when a number is missing. A top-down run returns a clean figure for any pair it is fed.

What are the two routes, and what does each one need?

Both routes are set out one at a time under how a market total is estimated. A run from above starts with a total that somebody else has already put a number on, and takes a portion of it. A build from below starts with a count of things and a figure for each thing, and multiplies the two together. The two pairs of inputs are the whole of the difference in shape.

The question everybody asks next is which one is more accurate, and it is the wrong question. Accuracy is the distance between an estimate and the true answer. Accuracy cannot be judged without the true answer, and in a real sizing nobody has it. If somebody had it, no estimate would be needed. The comparison worth running instead is one that can be settled today, on any pair of routes, without knowing the answer at all: what does each route do when a number it needs turns out not to exist?

The shape is the shape of counting the people at a wedding. One way is to ask the caterer how many plates went out and take the share thought to be guests rather than staff. The other is to count the tables and count the chairs at a table and multiply. If nobody knows how many chairs a table holds, the second method simply stops, and the stop is visible. The first method never stops. The caterer's method gives a number even when the share has been quietly guessed, and the number looks exactly like the number a known share would have produced.

Two routes to one figure, and the shopping list each one carries THE ROUTE FROM ABOVE 1. a total somebody else published 2. a share of that total both come from outside the analyst's own records THE ROUTE FROM BELOW 1. a count of the things 2. a figure for each one of them both can sometimes be observed directly ONE FIGURE FOR THE FIELD Neither list can be half filled. What separates the two routes is what happens when one line of the list is missing.
A run from above needs a total somebody published and a share of that total, while a build from below needs a count of the things and a figure for each one, and neither pair of inputs can be half filled.
Try it out

Before going any further, commit to the pair. Which two inputs does a run from above require?

Can three builds made of different parts land on the same published figures?

They can. Three builds follow. Each one is assembled out of components that have nothing in common with the components of the other two, and each one finishes exactly on a figure the business itself published. The exactness is the whole point of them.

Build one is units times price. Anjani Stationers Private Limited, invented for teaching, sold 2,50,000 registers in the year at a realised priceWhat buyers actually paid on average once every discount and allowance had come off, as against whatever price was printed on a list. of Rs 108.00/- each. The two multiplied together come to Rs 2,70,00,000/-, the revenue that business published for the year. Not a rupee out.

Build two is the customer book, and it shares not one component with build one. There is no count of registers in it and no price of a register in it. The same business sold to 36 accounts. The Sunrise Public School group took Rs 81,00,000/- of the year. The other thirty five accounts took Rs 5,40,000/- each, Rs 1,89,00,000/- between them. Rs 81,00,000/- added to Rs 1,89,00,000/- comes to Rs 2,70,00,000/-. The same published figure, reached from a completely different direction, and the name count of one plus thirty five is the published thirty six.

Build three moves to a different business and a different kind of thing entirely. Setu Bazaar, an invented marketplace, reaches 50,000 buyers. Its heaviest 5,000 hold 40.00 per cent of what it kept, and the other 45,000 hold the remaining 60.00 per cent. Carry those two shares across to the gross merchandise valueThe total value of the goods that crossed a marketplace in a period, a much larger quantity than the marketplace's own revenue, and one that belongs to the sellers rather than to it. that crossed the marketplace. The heavy band then carries Rs 2,00,00,00,000/- of goods, or Rs 4,00,000/- a buyer. The other band carries Rs 3,00,00,00,000/-, or Rs 66,666.67/- a buyer. The two add to Rs 5,00,00,00,000/-, the flow that marketplace published. Carrying a split of what the marketplace kept across to what crossed it holds the same 4.00 per cent charge on both bands, and that step is the shared input in the failure below.

One honest wrinkle sits inside build three, and it is worth naming rather than smoothing over. The figure for a buyer in the second band is a recurring decimalA division whose answer never stops repeating, such as two hundred thousand divided by three. Writing it down at any number of places rounds it. Multiplying the written figure back then does not return exactly the starting figure.: two hundred thousand divided by three, which runs on forever. Rounded to the paisa it reads Rs 66,666.67/-, and 45,000 of those comes to Rs 3,00,00,00,150/-, Rs 150/- more than the band actually carries. Carried unrounded the band lands exactly. Three builds, three landings on the published figures, and the only gap anywhere is Rs 150/- in five hundred crore that appears solely because a figure was written down to the paisa before it was multiplied back.

BuildWhat it is made ofWhat it comes toThe published figure it lands on
One, units times price2,50,000 registers at Rs 108.00/- eachRs 2,70,00,000/-Anjani Stationers revenue for the year
Two, the customer bookRs 81,00,000/- from one account, plus 35 at Rs 5,40,000/-Rs 2,70,00,000/-the same revenue, from different parts
Three, the two buyer bands5,000 at Rs 4,00,000/- of goods, plus 45,000 at Rs 66,666.67/-Rs 5,00,00,00,000/-the flow across Setu Bazaar
Three assemblies of different parts, three exact landings BUILD ONE, UNITS TIMES PRICE 2,50,000 registers at Rs 108.00/- each = Rs 2,70,00,000/- published revenue BUILD TWO, THE CUSTOMER BOOK one account Rs 81,00,000/- thirty five accounts at Rs 5,40,000/- each Rs 1,89,00,000/- = Rs 2,70,00,000/- the same revenue BUILD THREE, THE TWO BUYER BANDS 5,000 at Rs 4,00,000/- Rs 2,00,00,00,000/- 45,000 at Rs 66,666.67/- Rs 3,00,00,00,000/- = Rs 5,00,00,00,000/- published flow THE ONE WRINKLE, AND IT IS A ROUNDING WRINKLE 45,000 lots of the rounded Rs 66,666.67/- comes to Rs 3,00,00,00,150/-, which is Rs 150/- over. Carried unrounded the band lands exactly. Anjani Stationers Private Limited and Setu Bazaar are invented for teaching. Every component above was printed by an earlier piece of these notes; the additions and multiplications are this guide's own. No total for any market appears in this drawing, and none is computed anywhere in this guide.
Three assemblies made of entirely different components land on the published figures, two of them on revenue of Rs 2,70,00,000/- and the third on a flow of Rs 5,00,00,00,000/-, with a Rs 150/- rounding wrinkle in the third.
Try it out

Three separate builds, made of entirely different components, land exactly on the published figures. What has that established?

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What happens when the total belongs to the business itself?

Now the other route, run once, in full. Setu Bazaar handled Rs 5,00,00,00,000/- of goods in the year and kept a take rateWhat proportion of everything traded across a marketplace that marketplace itself ends up keeping, found by dividing its own revenue by the value that crossed. of 4.00 per cent of that flow. Four per cent of Rs 5,00,00,00,000/- is Rs 20,00,00,000/-, the recognised revenueThe revenue a business is entitled to report for a period under the accounting rules it follows. The rules for what may go into that line, and when, are settled separately. that marketplace published. The subtraction gives the same answer from the other side: Rs 5,00,00,00,000/- of goods crossed, Rs 4,80,00,00,000/- reached the sellers, and the difference is Rs 20,00,00,000/-.

The run on Setu Bazaar has the shape of a run from above. A total at the top, a share applied to it, a figure at the bottom. Its total is one business's own flow rather than a market, so the run is top-down in form only. Every rupee of that Rs 5,00,00,00,000/- crossed one marketplace and is knowable to that marketplace down to the last order. Nobody had to find it, nobody had to draw a boundary around it, and nobody had to decide whose sales counted. The run on that marketplace is a run from above with the hard part, finding the total, taken out.

The four cells below make the harder half plain. The same run cannot be performed on Anjani Stationers at all, in any form. There is no total anywhere to take a share of. Nobody publishes what schools in that district spend on things to write in. Nobody publishes what the register makers of that city sell between them. The route is not difficult on that business; it is unavailable. Three of the four cells can be filled and one cannot, and the reason is an absence of evidence rather than a difference of skill.

Two businesses, two routes, and one cell that cannot be filled THE ROUTE FROM ABOVE THE ROUTE FROM BELOW Anjani Stationers a maker of registers a total, then a share of it NO TOTAL ANYWHERE to take a share of 2,50,000 registers at Rs 108.00/- each RUNS, AND ALSO OFF THE BOOK Setu Bazaar a marketplace its own flow, then 4.00 per cent Rs 20,00,00,000/- RUNS, IN FORM ONLY two buyer bands Rs 5,00,00,00,000/- of goods RUNS The struck cell is struck for an absence of evidence, not for any difference in skill between the two businesses.
A build from below runs on both invented businesses and a run from above runs on only one of them, and the cell that cannot be filled is empty because no total exists anywhere to take a share of.
Try it out

The run from above on Setu Bazaar uses the marketplace's own flow of Rs 5,00,00,00,000/- as its total. Why is that top-down in form only?

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Where did each per-unit figure actually come from?

Now take the builds apart, and this is the centre of the matter. Each of the three builds raises one question, taken one at a time. Not whether the arithmetic is right. The arithmetic is right. The question is where the figure for each single thing came from before it was multiplied.

Rs 108.00/- a register is recoverable by dividing the published revenue of Rs 2,70,00,000/- by the published count of 2,50,000 registers. Rs 5,40,000/- an account is recoverable by dividing the published remainder of Rs 1,89,00,000/- by the published thirty five names. Rs 4,00,000/- of goods a heavy buyer is recoverable by taking 40.00 per cent of the published flow of Rs 5,00,00,00,000/- and dividing it by the published 5,000 buyers. Three of the three per-unit figures are divisions of the totals they later rebuild, and zero of the three are independent measurements.

So each build multiplied a count by that total over a count, and returned the total. The build could never have done anything else. The arithmetic is correct and the arithmetic is empty. Those two facts sit together comfortably, and the comfort is exactly what makes the emptiness hard to hold on to. The household version takes four seconds: checking a month's spending by taking the total from a bank statement, dividing it by thirty, and multiplying the answer by thirty. Nobody would call that a check on their spending. Dressed in a count of registers and a price a register, though, the same operation starts to look like a check.

The ruling is not new. Under Revenue Growth vs Monetisation Improvement, revenue is activity times yield, and the identity returns revenue by construction, so it could never have finished anywhere but on revenue. The general form of the same ruling is this: a reconciliation that was constructed cannot confirm anything. Not the level, not the components, not the total it landed on. The exact landing shows only that arithmetic works, and arithmetic was never in doubt.

The per-unit figureThe division that produces itIndependent measurement?
Rs 108.00/- a registerRs 2,70,00,000/- over 2,50,000 registersNo, it comes out of the total it rebuilds
Rs 5,40,000/- an accountRs 1,89,00,000/- over 35 accountsNo, it comes out of the remainder it rebuilds
Rs 4,00,000/- of goods a heavy buyer40.00 per cent of Rs 5,00,00,00,000/- over 5,000No, it comes out of the flow it rebuilds
Three of threeEvery one is a division of its own totalZero of three
Each per-unit figure, and the division that produced it PUBLISHED TOTAL Rs 2,70,00,000/- PER-UNIT FIGURE Rs 108.00/- REBUILT, THE SAME TOTAL Rs 2,70,00,000/- divide by 2,50,000 multiply by 2,50,000 PUBLISHED REMAINDER Rs 1,89,00,000/- PER-ACCOUNT FIGURE Rs 5,40,000/- REBUILT, THE SAME FIGURE Rs 1,89,00,000/- divide by 35 multiply by 35 40.00 PER CENT OF THE FLOW Rs 2,00,00,00,000/- PER-BUYER FIGURE Rs 4,00,000/- REBUILT, THE SAME BAND Rs 2,00,00,00,000/- divide by 5,000 multiply by 5,000 THREE OF THREE ARE DIVISIONS OF THE TOTALS THEY REBUILD Every loop closes on the figure it opened from, so none of the three multiplications could have finished anywhere else. Zero of the three per-unit figures was measured separately from the total it rebuilds.
Each per-unit figure is produced by dividing the very total it later rebuilds, so all three loops close on their own starting point and none of the three multiplications could have finished anywhere else.
Try it out

In the panel below, one setting derives the per-unit figure by dividing the published total by the count. As the count moves in that setting, what happens to the rebuilt total?

Play with it

Move the count and watch a build that cannot miss, then one that can

One control moves: the count of registers the build is handed. One switch decides where the per-unit figure came from. At the published count of 2,50,000 both settings agree exactly, and the agreement is the whole trick. Only moving the count pulls them apart.

2,50,000 registers, against a published count of 2,50,000

The rebuilt total, against an axis that never rescales Rs 0/- Rs 90,00,000/- Rs 1,80,00,000/- Rs 3,60,00,000/- THE PUBLISHED Rs 2,70,00,000/-, NEVER MOVES Rs 2,70,00,000/- sitting exactly on the rule The axis top is fixed at Rs 3,60,00,000/- and is never redrawn, so the bar can be compared with itself across settings. Where the per-unit figure came from THE PUBLISHED TOTAL Rs 2,70,00,000/- divided by the count the very same number, at both ends no division is used here arriving from outside PER-UNIT FIGURE Rs 108.00/- multiplied by the count THE REBUILT TOTAL Rs 2,70,00,000/- THE LOOP IS CLOSED: THE FIGURE CAME OUT OF THE TOTAL IT REBUILDS Anjani Stationers Private Limited is invented. The panel rebuilds one published revenue and sizes nothing.

At this setting the count is 2,50,000 and the per-unit figure is Rs 108.00/-. The build returns Rs 2,70,00,000/-. That per-unit figure came from dividing the published total by this very count, so the build returns the published total whatever count is set, and it has confirmed nothing.

Carried to the paisa the per-unit figure reads Rs 108.00/-, and multiplying that rounded figure back gives Rs 2,70,00,000/- exactly, so nothing is lost to rounding at this count.

Educational illustration. The published revenue of Rs 2,70,00,000/- and the published count of 2,50,000 registers are held fixed as the reference point at every setting. In the derived setting the per-unit figure is computed from the published total, exactly as the first build above was assembled. In the measured setting it is held at the published Rs 108.00/- and treated, for this panel only, as though it had been obtained separately. Moving the count does not mean the business sold a different number of registers: the count is simply the figure the build was handed.

Try it out

A per-account figure of Rs 5,40,000/- was obtained by dividing a published remainder of Rs 1,89,00,000/- by thirty five accounts. The figure is then multiplied by those thirty five accounts to rebuild the remainder. What does the exact match prove?

If the arithmetic confirms nothing, what is it good for?

There is a useful half to all this, and it is genuinely useful. Splitting a total into a count and a figure for each thing gives attribution: which of the two terms a movement came out of. Attribution is a different claim from confirming a level, and it survives even when the split was constructed.

Work it on a bare construction with no name, trade, country or year attached. Arithmetic can demonstrate the property without describing anybody's business. A total of 100 in one period and 110 in the next, with the count held at 10 in both. The figure for each thing therefore went from 10 to 11. A constructed split cannot confirm a level and can still locate a movement. The split says nothing about whether the level of 100 was right. The split does say that whatever the level was, the change did not come out of the count. The count did not move.

Locating the movement is worth having, and it is checkable by somebody else in a way the level never was. If a total rose while the count stood still, anybody can look at the two counts and see for themselves that they match. The claim about where the movement came from rests on an observation rather than on a division. The claim about the level rests on nothing.

How a change in a product splits into two effects, what the cross termThe part of a change in a product that belongs to neither factor on its own. Both factors moved at the same time, and the factor the part is charged to is a convention rather than a finding. between them is, and which convention decides that split are all covered separately under Revenue Growth vs Monetisation Improvement, where Laspeyres 1871 and Paasche 1874 are named for the choice.

What a constructed split can locate, and what it cannot confirm WHAT IT LOCATES period one: count 10, each 10, total 100 period two: count 10, each 11, total 110 the count did not move so the movement came out of the other term anybody can check the two counts against each other and see that they match WHAT IT CANNOT CONFIRM was the level of 100 the right level? UNCONFIRMED The split was built out of the total itself, so nothing in it can speak to the total. The same drawing holds at a level of 100, at 200 and at any other opening level. ARITHMETIC DEMONSTRATING A PROPERTY, AND NOT A BUSINESS These numbers came from nowhere but this drawing. No name, no trade, no country and no year is attached to them. Locating a movement is a claim somebody else can test. Confirming a level, from a split built out of that level, is not.
A constructed split cannot confirm the level a total sits at and can still locate which term a movement came out of, because a count that did not move is something anybody can check for themselves.
Try it out

A total rose while the count of units stayed the same. What does splitting the total into a count and a per-unit figure establish here?

What would a real sizing look like, and why does none of this carry over?

The difference fits in one sentence, and then it can be worked. For Anjani Stationers and Setu Bazaar both sides were published; in a real sizing neither side is. The gap between those two conditions is the whole difference, and it is very wide.

A real build from below, for the register trade of one city, would need the count of makers, and nobody publishes the count. The build would need what each maker sells, and nobody publishes that either. The build would need a price for each maker's output, and no firm holds anybody's price but its own. A real run from above would need a total for that trade, and there is no such total anywhere, drawn on any convention, by anybody. Two routes agreeing in this example is a property of the example and never a validation of a method.

Every landing above rested on a figure and its own total both being already printed. A real sizing never meets that condition. The professional version of that is the sentence actually used in a room: when two sizing methods are presented as agreeing, the question is whether either of them used a number derived from the other. Most of the time one number is shared, and the agreement is arithmetic rather than evidence.

The denominatorThe number underneath in a division, being the thing a share is a share of. Which one is the right one for a share of a field, and why it is so rarely available, is settled separately. problem sits underneath both routes and is worked separately under Market Fragmentation: What a Share Is Worth in a Crowded Field. The narrower matter is behaviour: on published components, both routes land; on real evidence, one of them stops and the other does not.

The same three cells, filled in this guide and empty in a real sizing IN THIS GUIDE THE COUNT 2,50,000 registers, published THE FIGURE FOR EACH THING Rs 108.00/-, published THE TOTAL Rs 2,70,00,000/-, published IN A REAL SIZING THE COUNT not published by anybody THE FIGURE FOR EACH THING each firm holds its own and nobody else's THE TOTAL no such total anywhere, on any convention AGREEMENT ON THE LEFT SAYS NOTHING ABOUT THE RIGHT Every landing above happened because a figure and its own total were both printed, which is the condition a real sizing fails. The right hand column is drawn empty on purpose. A named blank is a question somebody can go and answer; a filled cell that was quietly estimated is an answer nobody will ever question again.
For the invented businesses the count, the figure for each thing and the total were all published. A real sizing has none of the three, so two routes agreeing on the example is a property of the example rather than a validation of either method.

Which route fails loudly, and which one fails quietly?

The comparison was set up on failure behaviour rather than on accuracy for one reason: failure behaviour is what actually separates the two routes.

A build from below fails loudly. Take away a count or take away a price and there is nothing to multiply. The build stops, and the person running it knows it has stopped, in the same second. Work it on the case at hand. Bhavani Register Works turns out 1,50,000 registers a year. The count is published. Its price is not published. Its cost of paper is not published. Its works cost is not published. So a build from below covering the makers on that lane reaches the first multiplication and stops there, with the missing number named. The output of that build is a sentence rather than a figure, and the sentence is true.

A run from above fails quietly. Hand it a total and hand it a share, and out comes a clean number, whichever pair it was handed. Feed it a total drawn on the wrong convention and it returns a number. Feed it a share nobody measured and it returns a number. Feed it a total for one country and a share observed in another and it returns a number, correct to two decimal places, with no complaint anywhere. A route that always returns a number cannot signal when it should have refused. The finding is not new either. The concentration index reaches it about a boundary, under Market Concentration vs Market Share: How Each Measure Fails, and a route that cannot refuse is the same finding wearing a new hat.

The household version is a calculator. A calculator gives an answer for every input, including the inputs typed by mistake. A clean answer says nothing about whether the keys were the right keys. The tool actually wanted, and the one almost no estimating method provides, is a tool that stops.

One route stops where the evidence stops, and one route never stops THE BUILD FROM BELOW, WHICH FAILS LOUDLY THE COUNT, PUBLISHED 1,50,000 registers THE MONEY SIDE NO PRICE PUBLISHED THE BUILD STOPS HERE and the missing figure gets named No cost of paper and no works cost is published for that maker either. The output is a sentence, and the sentence is true. THE RUN FROM ABOVE, WHICH FAILS QUIETLY ANY TOTAL AT ALL right or wrong ANY SHARE AT ALL measured or guessed MULTIPLY A CLEAN FIGURE A ROUTE THAT ALWAYS RETURNS A NUMBER CANNOT SIGNAL WHEN IT SHOULD HAVE REFUSED There is no input pair anywhere that makes the lower chain stop, which is the whole of the difference between the two. Bhavani Register Works is invented for teaching. Its output is published in these notes and its money figures are published nowhere.
A build from below stops at the first link the evidence cannot fill and names the missing figure, while a run from above passes any total and any share through one multiplication and emits a clean number regardless.
Try it out

A build from below covering the register makers on one lane stops before it produces a figure. Why, and what should be written down?

The failure: the triangulation that was one number all along

A team is asked to size an opportunity and does the responsible thing. The team runs two methods rather than one. The build from below takes a count of buyers and a spend for each buyer and multiplies. The run from above takes a published total for the field and applies a share to it. The two answers come out within a few per cent of each other. The deck says the estimate has been triangulated. The word triangulated does an enormous amount of work, and the work is a claim that two independent routes reached the same place.

Now trace the inputs, one at a time. At the deck stage the agreement has already settled the question, so nobody traces anything. The spend for each buyer in the build from below was obtained by dividing the same published total by an estimated count of buyers. So that build multiplied a count by that total over a count, and returned the total. The two routes were one route, and the agreement between them was arithmetic.

Say exactly what went wrong. The diagnosis that suggests itself first is the wrong one. Nobody made an error. Both calculations are correct and both would survive a recomputation line by line. The word independent is what failed. The numbers agreeing felt like the check, so nobody checked the word. Then the cost lands somewhere specific: the estimate now carries a confidence it never earned, so the one input that actually mattered, the published total, is never questioned again. The published total is the only number in the whole exercise that came from outside, and the triangulation has made it invisible by appearing to corroborate it.

And the part worth sitting with is that the more careful team is the more exposed one here. A team that ran a single method would carry a figure with one visible source and an obvious weakness. The team that ran two carries a figure with a hidden shared source and an apparent strength. None of that argues for running one method. All of it argues for writing the inputs out.

An instance sits in the third build and the run from above on Setu Bazaar. The two bands are published as a split of what Setu Bazaar kept, and carrying that split across to the flow holds the same 4.00 per cent charge on both bands. The run from above multiplies the flow by that very 4.00 per cent. So the two runs on that marketplace share an input, and setting them side by side and calling them independent would be this exact mistake, made on figures that are all correct.

Name the fix in one line: before calling two methods independent, write out every input of both and look for the same number appearing twice.

The same two branches, drawn twice AS THE DECK DREW THEM route one, from below route two, from above ONE ANSWER TRIANGULATED AS THE INPUTS ACTUALLY RAN ONE PUBLISHED TOTAL route one, from below route two, from above TRIANGULATED Both branches leave from the same point, so the two answers could not have disagreed and their agreement carries no evidence.
Two branches that appear to descend separately onto one answer turn out to leave from the same published total, so the agreement between them was arithmetic rather than evidence.
Try it out

Two sizing methods agree within a few per cent and the estimate is called triangulated. What is the first thing to check?

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So which route should be reached for, and what should be written beside it?

The straight answer is about evidence rather than preference: the route to reach for is the route the evidence supports. Where the analyst holds a count that can be defended and a figure for each thing that came from somewhere other than the total, the build runs from below. Where the only thing available is somebody else's total, the run goes from above, followed by the thing almost nobody does.

Print the total and the share as separate lines rather than only the product. The product hides both inputs and the two lines hide nothing. A reader who sees Rs 40 crore cannot check anything. A reader who sees a total, a share, and the product of the two can go and argue with either one. Printing both costs a line of space and converts a figure into a claim.

Then the harder instruction, and it is the one that separates a useful document from a confident one. Where neither route is supported, write that, and name which number is missing. A note saying that a build from below stops at the second maker's price, with no price published for that maker anywhere, is a more useful document than a figure. The note points the next reader straight at the missing figure. The note is checkable by anybody in a way a figure never is. And the note will still be true in a year, a claim very few estimates can make.

None of this makes sizing worthless. The claim is about what a sized figure has to carry with it before it can be read. A figure with its route named and its inputs separated is ordinary professional work. A figure standing alone with the word triangulated beside it is the thing to be careful about.

The four lines that travel with a sized figure ONE. WHICH ROUTE PRODUCED IT A total with a share taken of it, or a count multiplied by a figure for each thing. Name which. TWO. THE INPUTS, ON SEPARATE LINES The total and the share for one route; the count and the figure for each thing for the other. THREE. WHERE EACH INPUT CAME FROM And specifically: was any input derived from another input on the same sheet? THIS IS THE LINE THAT CATCHES A CLOSED LOOP FOUR. WHAT WOULD HAVE STOPPED THE BUILD A question one route can answer and the other usually cannot. Lines one, two and four make a figure readable. Line three makes it checkable, and a closed loop survives the other three because every one of them is correct on its own. A sized figure with its inputs on separate lines can be argued with. The same figure alone cannot.
Four lines travel with a sized figure, and the one asking whether any input was derived from another input on the same sheet is the only one that catches a reconciliation built out of its own total.
Writing an Investment Thesis teaches you to state a view, name what would break it, and update when that evidence arrives.

How does an analyst or a lender actually use any of this?

The four lines, run against somebody else's sized figure

Most of the time a sized figure is being read rather than produced, so the sheet above also points outward rather than inward. The check takes about three minutes and works on a deck, a lending note or a strategy paper equally.

Line one comes first. If the document does not say which route produced the figure, something has been learned before any number is read: nobody expected to be asked. Line two is where most documents fall over. If only the product appears, the two inputs are the thing to ask for. A team that holds them will send them in a minute. A team that does not will discover, in the course of looking, that the figure came from a slide rather than from a calculation.

Line three is the one that earns the three minutes. Ask where each input came from and, specifically, whether any input was worked out from another input in the same pack. A spend for each buyer that was obtained by dividing a total by a count of buyers is the common case, and it turns a triangulated estimate back into a single unverified total. A sized figure with its inputs on separate lines can be argued with, and the same figure alone cannot.

Line four is the quickest and the most revealing. Ask what would have stopped the build. A team that built from below hit the wall themselves and worked round it, so they will answer immediately. A team that ran from above was never stopped by anything, so they will usually pause, and that pause is the finding. For a lender the practical consequence is narrow and useful: a figure that cannot fail is a figure that carries no information about the evidence behind it, so nothing about the size of the opportunity should move on it.

Try it out

Last one. Which line on that sheet is the one that catches a reconciliation built out of its own total?

India

What is local here, and what is not?

India supplies three things to the example and nothing else: the currency, the lakh and crore way of grouping digits, and the legal form Private Limited attached to Anjani Stationers. The mechanism is fully universal. A division reversed by a multiplication returns its starting point in every country and every currency, and a route that always emits a number cannot signal a refusal anywhere. Where a national statistic is used as the total for a run from above, the total is still drawn on a convention decided before the counting began, and that holds in every jurisdiction.

Above, two routes to a figure for a field are compared by what each one does when the evidence runs out. What such a total is, the three ring names of total addressable market (TAM), serviceable addressable market (SAM) and serviceable obtainable market (SOM), and where a boundary should go are covered separately under Market Size: TAM, SAM, SOM and How to Estimate Honestly. Separating the two measures of a field by how they fail is covered separately under Market Concentration vs Market Share: How Each Measure Fails. Splitting a revenue change into its two effects and deriving the term between them are covered separately under Revenue Growth vs Monetisation Improvement. Where a printed share figure came from is covered separately under Market Share: Where the Figure Actually Comes From, and reading a share that has moved is covered separately under How to Interpret Market Share Changes: Reading a Ratio. Why the buying happens at all is covered separately under Demand Drivers: What Actually Causes the Buying.

Where would a figure like this get its inputs?

Three rows, and only one of them is a source in the ordinary sense. The first is named for the existence of official statistics rather than for any number, the second is the arithmetic worked above, and the third is an attribution borrowed by name with no figure attached to it.

What it isHow it is treated hereSiteRead on
Ministry of Statistics and Programme ImplementationA run from above has to start somewhere, and an official release is the most respectable somewhere anybody reaches for. A national statistic is still a total drawn on somebody's convention, decided before the counting began, and the release states what it counted.mospi.gov.in25 August 2026
The arithmetic worked aboveEvery component multiplied above, from the 2,50,000 registers at Rs 108.00/- to the Rs 5,00,00,00,000/- of goods across Setu Bazaar, was published by the two invented businesses, and the divisions set beside each per-unit figure were worked above. Any reader with a calculator can run them again in under a minute.the site these notes sit on25 August 2026
Laspeyres 1871 and Paasche 1874, an attribution rather than a sourceBorrowed by name only. The choice between the two decides how a movement is divided between the terms that produced it, and it is worked in full under Revenue Growth vs Monetisation Improvement.no site, no figurenot applicable

Anjani Stationers Private Limited, the Sunrise Public School group, Setu Bazaar and Bhavani Register Works are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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