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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

Company Analysis vs Industry Analysis: Where the Evidence Comes From

What does a set of accounts actually record?

A set of accounts is a record of one party's own transactions, and almost everything it can and cannot answer follows from that single fact. Every line in it is something this business paid, received, holds or owes. Money left the bank and went to a named supplier. Money arrived from a named customer. Stock sits in a shed this business rents. A machine was bought and is being written down over the years it will be used. Nothing any rival did appears anywhere in the document unless this business transacted with that rival. That is not a shortcoming of accounting and it is not a hole somebody forgot to close in the presentation rules. Recording only one party's transactions is the document's purpose.

So the limit that follows is a property of the source and not a property of any particular subject. Competitive Rivalry settled the point for one force, and settled it properly: nothing that stayed exactly where it was can have been forced anywhere by anybody, so one business's statements clear the field of causing a movement that never occurred, and they can never convict it of causing one that did. The full argument runs at length under Competitive Rivalry. The generalisation is that the reason had nothing to do with rivalry in the first place. The reason is what a statement is, so the same one way limit stands in front of every question that can be asked about a field.

And field facts do exist. Field facts are simply got a different way. The fact that another nine mills close enough to deliver turn out paper of the same weight and the same finish, that any one of them will quote inside a day, and that a first load takes about two weeks to arrive is a fact about a field. The fact came out of ringing mills, not out of a statement. A field fact costs a telephone call and an accounts fact costs a download, and that difference in price is most of the reason field sections get written badly.

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Is the difference just how far back the analyst stands?

The common picture of the difference is tidy and wrong. In the tidy picture, company analysis is the close-up and industry analysis is the same photograph with the camera pulled back, so one kind of evidence would answer both if only somebody were willing to squint at more of it. The two differ by source and not by scale. Pulling the camera back does not put anything new inside the document being held. Pulling back only puts more attention on a document that already contains what it contains.

Company analysis is work done on facts a business produces about itself. Industry analysis is work done on facts about a field that no single business produces. Which unit a fact is about, and so whether what is being counted is a field or a slice of an economy, is settled under Sector vs Industry. Where the fact came from in the first place is a separate question, and it is the one that separates company analysis from industry analysis.

Make the difference physical rather than abstract and it stops being slippery. One kind of fact arrives as a document a business publishes about itself. Somebody typed it up, had it checked, and put it out. The other kind of fact arrives because a person who does not work at that business was asked a question and answered it. A quote over the telephone. A price list handed across a counter. A head teacher saying which name she knows. Neither route is more respectable than the other. The two routes are simply different, and a fact only carries the authority of the route it came down.

Consider a household electricity bill. Everything about that flat's electricity is on the paper: what was used, the rate applied, what is owed, what was used last month. An hour does not add a line, so an hour spent reading it produces nothing new. Now ask what the flat upstairs pays. The figure was never a transaction of that household, so no amount of rereading that bill will ever produce it. Somebody has to go up the stairs and knock. The walk up the stairs is the whole difference between company analysis and industry analysis, in one household object.

Two sources, and the route to each one The difference is where the fact came from, not how much of the picture is in view. SOURCE ONE Facts a business publishes about itself SOURCE TWO Facts about a field no one business produces HOW IT ARRIVES The business records its own transactions That record is published as one document It is downloaded and read this afternoon HOW IT ARRIVES A person outside the business knows a thing Somebody asks: a call, a quote, a visit It exists only if somebody writes it down A FACT’S ORIGIN DECIDES WHICH QUESTIONS IT CAN SETTLE Standing further back does not change what a document contains.
Company analysis and industry analysis differ by where a fact comes from, not by how far the analyst stands back from the subject.
One bill, and the question that is not on it The missing figure is not faint or partial. It is somewhere else entirely. ELECTRICITY BILL, ONE FLAT What the flat used this month printed on it The rate charged printed on it What is owed and by when printed on it What the flat used last month printed on it EVERYTHING THIS PAPER SETTLES IS ON THIS PAPER Rereading it for an hour does not add a line to it. OUTSIDE THE DOCUMENT ENTIRELY WHAT THE FLAT UPSTAIRS PAYS never a transaction of that flat, so never a line on the bill somebody has to knock THE SECOND FIGURE IS NOT HIDDEN IN THE FIRST DOCUMENT. IT IS UP A FLIGHT OF STAIRS.
Everything about one flat's bill is on that bill, and nothing on it says what the flat upstairs pays.
Try it out

What actually separates company analysis from industry analysis?

What can one set of accounts answer completely?

Rather than a list of what accounts are good for, here is a set of them being worked. Anjani Stationers Private Limited, an invented maker of school registers, published two trading years, and three questions put to those two years show how far the record goes without anybody leaving the building.

Question one: did the price side of the business move? Contribution was Rs 1,02,60,000/- on revenue of Rs 2,40,00,000/- in the first year, and Rs 1,15,50,000/- on revenue of Rs 2,70,00,000/- in the second. Divide each by its own revenue and the contribution marginwhat is left of a rupee of sales once the costs that rise and fall with the sale itself have been taken off, written as a percentage. was 42.75 per cent and then 42.78 per cent. Three hundredths of a point is the whole movement across a year. Whatever else happened, the rates being charged and the costs that travel with each sale did not shift against each other in any way that could be called a change.

Question two: did the bottom line move? Operating profit was Rs 53,00,000/- on Rs 2,40,00,000/-, then Rs 41,50,000/- on Rs 2,70,00,000/-. As an operating marginoperating profit set against revenue, as a percentage. Operating profit is what survives after both the costs that move with sales and the costs that stand still regardless. that is 22.08 per cent and then 15.37 per cent, a fall of 6.71 points. So the answer is yes, and by a lot, and the two answers so far do not sit comfortably together. The price side held still and the bottom line dropped.

Question three: where did it go? The standing cost basespending that neither rises nor falls with how many registers get made: the rent on the works, wages paid monthly whatever happens, the insurance premium. picked up Rs 24,40,000/- across the year, moving from Rs 49,60,000/- to Rs 74,00,000/-, a rise of 49.19 per cent. Revenue picked up Rs 30,00,000/-, a rise of 12.50 per cent. The two years reconcile in both directions and the arithmetic can be checked against the figures given: Rs 1,02,60,000/- less Rs 49,60,000/- is Rs 53,00,000/- exactly, and Rs 1,15,50,000/- less Rs 74,00,000/- is Rs 41,50,000/- exactly.

Three questions asked, three answered, and not one of them needed a single person outside the business. Nobody was rung. Nobody was visited. The document was opened and the document replied. The accounts have located the movement, and locating is not the same as explaining. Why a growing standing base pulls a bottom line further than revenue moved is set out under Fixed Costs vs Variable Costs. Only one thing is established. When company questions are put to a company's own record, the record answers every one of them.

Two lines across two published years Anjani Stationers Private Limited, invented for these notes. Both lines are margins on the same revenue. 0 10 20 30 40 50 per cent 42.75 per cent 42.78 per cent price side 22.08 per cent 15.37 per cent bottom line YEAR ONE YEAR TWO THE PRICE SIDE DID NOT MOVE. THE BOTTOM LINE FELL 6.71 POINTS. Both readings came out of the same two statements and needed nobody outside the business.
Anjani Stationers' price side margin moved three hundredths of a point, 42.75 to 42.78 per cent, while its operating margin fell 6.71 points from 22.08 to 15.37 per cent.
What grew, and by how much, on one scale Both first year bars are drawn at the same length, so the two growths can be set against each other. REVENUE, YEAR ONE Rs 2,40,00,000/- REVENUE, YEAR TWO Rs 2,70,00,000/- up 12.50 per cent STANDING BASE, YEAR ONE Rs 49,60,000/- STANDING BASE, YEAR TWO Rs 74,00,000/- up 49.19 per cent The green length on each second year bar is what was added to it during the year. REVENUE UP 12.50 PER CENT. THE STANDING COST BASE UP 49.19 PER CENT. Rs 24,40,000/- was added to the base against Rs 30,00,000/- added to revenue, and every figure sits in the statements.
Anjani Stationers' standing cost base went from Rs 49,60,000/- to Rs 74,00,000/-, up 49.19 per cent, against revenue up 12.50 per cent.
Try it out

Anjani Stationers' contribution margin was 42.75 per cent and then 42.78 per cent. Its operating margin fell from 22.08 to 15.37 per cent. Which of these did the accounts alone settle?

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What happens when a field question is put to the same accounts?

Keep the same two documents on the desk. Do not swap them for anything and do not go anywhere. Simply change the question, and watch what comes back.

How many businesses in that city bind hard-bound registers to a school specificationthe written description of exactly what is to be made: size, paper weight, ruling, binding. Two makers working to one specification are making the same thing.? There is no line. What does any one of them charge for a register? There is no line. What would it cost somebody to set up and start making them next spring? There is no line. Three field questions, three refusals, and the refusals are not shy or partial. A missing answer is not a small answer. A small answer can be strengthened and a missing one cannot. If a figure in the accounts looks thin, reading the notes to the accountsthe section at the back of a set of accounts that expands on the figures in the statements themselves, breaking a total into its parts and explaining how each was arrived at. more carefully will thicken it. If a figure was never a transaction of this business, the reading is being done in the wrong building, and no amount of care will conjure it.

Competitive Rivalry settled two things. A figure that stayed still cannot have been forced anywhere, so one business's statements clear a rival of causing a movement. A conviction turns on three facts that no statement of profit and loss contains, so the statements never convict one. The argument for that ruling is set out under Competitive Rivalry and belongs there. The ruling was never really about rivalry. The reason was what a statement is, so the same one way limit stands in front of every question about a field, whoever is asking it and whatever force it concerns. Substitutes, entry, who sets the terms on either side, how crowded the field is: all of them meet the same document and the same silence.

Three field questions, put to a statement The place where the answer would be is empty, not faint. How many businesses in this city make these registers? What does any one of them charge for a register? What would it cost somebody to set up and start? STATEMENT OF PROFIT AND LOSS NO LINE NO LINE NO LINE A MISSING ANSWER IS NOT A SMALL ANSWER A small answer can be strengthened by reading harder. A missing one cannot.
A missing answer is not a small answer, and the difference matters because a small answer can be strengthened and a missing one cannot.
A gate that opens one way only Settled under Competitive Rivalry for one force. The reason is the document, so it holds for all of them. A MOVEMENT THAT DID NOT HAPPEN 42.75 then 42.78 per cent OPEN THE FIELD IS CLEARED OF CAUSING IT nothing that did not happen can have been pushed A MOVEMENT THAT DID HAPPEN 22.08 down to 15.37 per cent SHUT NOTHING IS PROVED about any other seller, in either direction THE DIRECTION BELONGS TO THE DOCUMENT, NOT TO RIVALRY Which is why the same one way gate stands in front of every question about a field.
One business's statements can clear a field of causing a movement and can never convict one, and the reason is what a statement is rather than anything about rivalry.
Try it out

The question how many businesses in this city make the same registers is put to one business's statement of profit and loss. What comes back?

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Where did the field facts in these notes actually come from?

Most treatments skip the route a field fact came down, and skipping it is why the second source stays vague. Four facts about the surroundings of Anjani Stationers follow, with the route each one came down written beside it.

First, another nine mills close enough to deliver turn out paper of the same weight and the same finish, and any one of them quotes inside a day. Second, a first load from a mill not used before takes about two weeks to arrive. Both of those came from ringing mills and asking what they would charge and how soon they could deliver. Third, a second maker of the same registers to the same specification exists: Bhavani Register Works, also invented, promoter rundirected by the people who set the business up and still hold it, instead of by managers hired to answer to outside shareholders., turning out 1,50,000 registers a year against Anjani Stationers' 2,50,000. The second maker's existence came from knowing the trade, in the way anybody who sells into a district knows who else sells into it. Fourth, the name over Anjani Stationers' door is known to head teachers across the district and Bhavani Register Works' name is not. The fourth came from asking head teachers.

Not one of those four appears in any statement, and every one of them is a fact. Losing either half of that sentence is how the trouble starts, so both halves have to be held together. Lose the first half and the mill count gets hunted for in the notes to the accounts, where it has never been. Lose the second half and anything that is not in a statement starts to look soft, unserious or optional. A field section becomes three paragraphs of atmosphere that way.

Consider a shopkeeper on any lane. He paid for the sack of rice, wrote it down, and the sack is in his store room, so he can say to the paisa what he pays for it. Asked what the shop in the next lane charges, he cannot say from anything he holds. He has to walk over and look at the board, or send the boy. The walk is not a lesser way of knowing than the ledger. The walk is the only way of knowing that particular thing. The two named makers carry the same point. Nothing anywhere says these two are the only makers in the field, so knowing that one turns out 1,50,000 registers a year and the other 2,50,000 gives the size of two businesses and nothing whatever about how big the field is.

Four field facts, and who supplied each one All four are published in these notes. None of the four is in any statement. A QUOTATION SLIP Nine more mills close enough to deliver turn out one weight and finish, and any of them quotes in a day GOT BY ringing the mills A DELIVERY PROMISE A first load from a mill not used before takes about two weeks to arrive GOT BY asking the mill A SECOND MAKER Bhavani Register Works, promoter run, same specification, 1,50,000 registers a year GOT BY knowing the trade A NAME RECOGNISED Head teachers across the district know the name over one door and not the other GOT BY asking head teachers NOT ONE OF THE FOUR IS IN A STATEMENT. EVERY ONE OF THEM IS A FACT. Two makers’ output figures give the size of two businesses and no size for the field.
Nine more mills close enough to deliver make one weight and finish, any of them quotes inside a day, a first load takes about two weeks, and not one of those three facts came out of a statement.
Try it out

Nine mills within reach make the same weight and finish, and quotes come back in a day. Before reading on, where did those facts come from?

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Do the two kinds of question sort neatly onto the two kinds of source?

A tidy rule suggests itself: company questions go to the accounts, field questions go outside, and the whole subject reduces to remembering which is which. The rule would be a lovely one. Ordinary work breaks it, on an ordinary Tuesday, and seeing how is more useful than being told to be careful.

Two kinds of question crossed with two kinds of source produce four cells, so count them out rather than assuming a pair. A company question answered from the accounts: did the price side move, and it did not, 42.75 and then 42.78 per cent. A company question answered from outside the accounts: how long would the machine servicing contractor take to replace, and the answer, about twenty six weeks, is a fact about one business's own supply arrangement that no statement carries. Somebody worked that out by asking the machine maker about lead times and asking what it takes to train an engineer on that model. A field question answered from outside: how many mills make this paper, and the answer is nine within reach beside the one being used. And a field question answered from the accounts, the cell that is always wrong.

Three of the four cells are ordinary work and the fourth is the whole of the subject. The second cell has already broken the rule and nobody thought it strange, so naming which cell is wrong is worth far more than a rule about which source to use. Most of what anybody knows about how a business is arranged was got by asking, and the asking was not a lapse. The error is not going outside for a company question. The error is staying inside for a field question. Staying inside produces something that looks like an answer and is not one.

Two kinds of question, two kinds of source, four cells Count them rather than assuming a pair. A classification has as many cells as its tests produce. ANSWERED FROM THE ACCOUNTS ANSWERED FROM OUTSIDE THEM A QUESTION ABOUT ONE BUSINESS A QUESTION ABOUT THE FIELD ORDINARY WORK Did the price side move? 42.75 then 42.78 per cent. The document replied. ORDINARY WORK How long to replace the machine servicing contractor? About twenty six weeks. ALWAYS WRONG How many makers does this city hold? Answered from them anyway. ORDINARY WORK How many mills make this paper? Nine within reach. FOUR CELLS. THREE ARE ORDINARY WORK. ONE IS ALWAYS WRONG. The rule people carry in their heads has two cells, and the tests produce four.
Two kinds of question crossed with two kinds of source produce four cells, and only the cell where a field question is answered from the accounts is always wrong.
The second cell, shown on its own A question about one business, answered from outside that business. Nothing exceptional about it. THE QUESTION How long would the machine servicing contractor take to replace? THE ACCOUNTS no line anywhere in them THE MACHINE MAKER and an engineer who knows it THE ANSWER about twenty six weeks A COMPANY QUESTION, ANSWERED FROM OUTSIDE THE COMPANY The tidy rule is broken by ordinary work rather than by an exception.
How long the machine servicing contractor would take to replace is a question about one business, answered from outside its accounts, and about twenty six weeks is the answer.
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How long the machine servicing contractor would take to replace, about twenty six weeks, is a question about one business answered from outside its accounts. What does that show?

Writing an Investment Thesis teaches you to state a view, name what would break it, and update when that evidence arrives.

What gets written when the field facts do not exist?

Everything so far assumed the second source answers when it is approached. Often it does not, and the analyst is then standing outside with no instruction for what to do when outside is empty. So the three hardest field questions go to Anjani Stationers' own field, and the answers are counted honestly.

How many makers does the city hold? Nothing anywhere states it. There is a second maker, Bhavani Register Works, and one named second maker is a floor of two rather than a count. What does Bhavani Register Works charge, and what does its paper cost it? Nothing anywhere gives its price, its cost of paper or its works cost, and the comparison that would settle a cost advantage has not been run, rather than estimated. What would the Sunrise Public School group buy instead of a hard-bound register altogether? Nothing outside the trade has a name yet.

Three questions, three refusals, and now the temptation. There is a phrase that will present itself at exactly this moment and it will sound like research: the trade averagea figure people in a line of business quote as typical for it. A trade average counts as a source only if somebody actually published it and can be named.. Around the trade average. Broadly in line with what makers of this size charge. A question nobody can answer is itself an answer, and a line completed with a trade average nobody published is an invention wearing the clothes of research.

The instruction is three lines long. Line one is the question. Line two is what would settle it. Line three is that nobody has it. A line that reads not established can be filled in the moment somebody gets the fact. In a year nobody will remember that a line filled in with an average was invented, so that line can never be corrected. That asymmetry is the entire argument. The honest line has a future and the fabricated line does not, and the fabricated line is the one that will still be sitting in the document being quoted by people who were not there when it was made up.

The same three lines, written two ways Only one of these two notes can be corrected next year. WRITTEN HONESTLY FILLED IN WITH AN AVERAGE How many makers does this city hold? would be settled by: a count of the works in the city NOT ESTABLISHED How many makers does this city hold? would be settled by: nothing anybody published A HANDFUL, AS IS TYPICAL FOR THE TRADE What does Bhavani Register Works charge, and what does its paper cost it? would be settled by: the other maker’s own rates NOT ESTABLISHED What does Bhavani Register Works charge, and what does its paper cost it? would be settled by: nothing anybody published BROADLY IN LINE WITH ANJANI STATIONERS What would the Sunrise Public School group buy instead of a hard-bound register? would be settled by: asking the schools themselves NOT ESTABLISHED What would the Sunrise Public School group buy instead of a hard-bound register? would be settled by: nothing anybody published THE USUAL ALTERNATIVES FOR A SCHOOL A LINE THAT READS NOT ESTABLISHED CAN BE FILLED IN NEXT YEAR A line filled in with an average cannot be corrected, because nobody will remember it was invented.
A question nobody can answer is itself an answer, and a line completed with a trade average nobody published is an invention wearing the clothes of research.
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Nothing anywhere gives Bhavani Register Works' price or its cost of paper. What goes in the note?

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Which of the two comes first?

The order is not a preference dressed up as a principle. The order comes off a property the two sources genuinely differ on. The accounts arrive complete and free and can be read this afternoon. The field facts arrive one telephone call at a time, on somebody else's schedule, and some of them never arrive at all.

So read the accounts first, and the reason has no connection at all to which of the two matters more. The accounts are the only source of the two that can be exhausted. A set of accounts can genuinely be got to the end of. Ringing people cannot. There is always one more mill, one more head teacher, one more person who might know. Finish the source that can be finished first. Then the source that can never be finished has a shape when the work on it starts.

And the payoff is not the reading. The statements are read until they stop answering, the exact question they stopped at is written down, and that question is the field work. Anjani Stationers' two years stopped at three specific places: how many makers, at what price, and what a school might buy instead. The three questions are not gaps in the reading. The three questions are the output of the reading. The value of reading the accounts first is the list of questions they refused, and an analyst who reads them first and writes no such list has gained nothing from the order.

The same habit already governs a rent agreement. The agreement gets read in full before the landlord is rung. The document is not more important than the landlord. The reading makes the call about the two clauses the document does not cover instead of the nine it does, and turns an open-ended conversation into two questions. The same trick works on a set of accounts.

The order, and the reason attached to it Not a preference. A property the two sources actually differ on. ONE Read the source that can be exhausted complete, free, and finished this afternoon TWO Write down the exact question it stopped at the refusals are the output of the reading THREE Take that list to the people outside a call, a quote, a visit, one answer at a time THE PAYOFF OF READING FIRST IS THE LIST OF QUESTIONS THEY REFUSED An analyst who reads them first and writes no such list has gained nothing from the order.
The value of reading the accounts first is the list of questions they refused, and an analyst who writes no such list has gained nothing from the order.
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Before reading on, why is it worth reading the accounts before making a single telephone call?

The failure: a field section in which every fact came from the company

An analyst is asked for a note on a business and the field it sells into. The company section goes well. The company section always goes well. Then comes the field section, and here is the thing worth noticing: every fact in it is sourced. The count of sellers came from the business. The description of who it competes with came from the business. The account of how buying behaves came from the business. Nothing was invented, nothing is unattributed, and the person writing it was being careful rather than lazy. The failure is committed by the conscientious, not by the careless.

Name what was thrown away, and it is one specific thing rather than a general loss of rigour. The note threw away the only direction the evidence could have run. One business's statements can clear a field of causing a movement, and that acquittal is worth having exactly because it comes from a source with no stake in the answer: the ledger was not written to win the argument. A business's own account of its competition has a stake in every sentence of it. So the note has taken the one source that could rule something out and replaced it with a source that can only ever agree with itself.

See the cost on Anjani Stationers. The accounts genuinely settled that the price side did not move, 42.75 and then 42.78 per cent, and that finding survives anybody who goes back and checks it. A paragraph about the field written out of the same business's own description settles nothing at all. Next year it will simply be a sentence in a document, and somebody will quote it as though it settled something. The fabricated version already contains every fact the honest one uses, so the fix is not more caution and it is not a longer field section. The fix is one line, applied to each fact: write beside it the name of the person outside the business who could confirm it, and strike the line if there is nobody to write.

One note, written two ways Both versions are fully sourced. Only one of them has evidence that could run in a direction. THE NOTE AS WRITTEN ONE DOCUMENT the business’s own COMPANY SECTION margins standing cost base operating profit SOURCED, AND RIGHTLY FIELD SECTION how many sellers who it competes with how buying behaves SOURCED, FROM THE SAME PLACE NO NAME OUTSIDE THE BUSINESS ANYWHERE ON IT so nothing here could ever have ruled anything out THE HONEST VERSION ONE DOCUMENT the business’s own COMPANY SECTION margins standing cost base operating profit SOURCED, AND RIGHTLY FIELD SECTION not established: a mill not established: the maker not established: a school A NAME AGAINST EVERY LINE THREE PEOPLE OUTSIDE THE BUSINESS TO RING and three lines that can be filled in the day they answer BESIDE EVERY FIELD FACT, WRITE WHO OUTSIDE THE BUSINESS COULD CONFIRM IT And strike the line if there is nobody to write.
A field section whose every fact came from the company has replaced the one source that could rule something out with a source that can only agree with itself.
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An analyst writes a field section in which every fact came from the business's own description of its competition. What has been lost?

Accounts can be read today and field facts cannot. See which analysis comes first.

How does an analyst keep the source test on one card?

Everything above collapses into three lines that can be ruled on a sheet and reused on any business, and a lender, an investor or a strategy team can run the same card. Line one: the question. Line two: the source that could answer it, stated plainly as either a document this business published or a person outside it. Line three: the answer, or not established together with the fact that would settle it.

Run it over Anjani Stationers and the card fills unevenly. Uneven is the normal result. Did the price side move? Source: the statements. Answer: no, 42.75 then 42.78 per cent. Did the bottom line move? Source: the statements. Answer: yes, down 6.71 points, with the standing cost base up 49.19 per cent against revenue up 12.50 per cent. How many mills make this paper? Source: the mills, by telephone. Answer: nine within reach. How long to replace the machine servicing contractor? Source: the machine maker. Answer: about twenty six weeks. Then three lines where the second column names a person nobody has yet asked and the third column reads not established.

The card is exactly what a credit officer works through before writing a limit, what an equity analyst works through before a note goes out, and what a household works through before signing a lease: read what is in front of them until it stops replying, then work out who to ring. A card carrying a not established line is finished work rather than abandoned work. The not established lines are the only places where new information can actually change the conclusion, so next year's version of the card gets compared against them first.

The source card, run over one business Anjani Stationers Private Limited, invented for these notes. Same three columns for any business. THE QUESTION THE SOURCE, AND WHOSE THE ANSWER Did the price side of the business move? the statements no: 42.75 then 42.78 per cent Did the bottom line move? the statements yes: down 6.71 points Where did the bottom line go? the statements standing base up 49.19 per cent How many mills make this paper? the mills, by telephone nine within reach How long to replace the servicing contractor? the machine maker about twenty six weeks How many makers does this city hold? a count nobody has made NOT ESTABLISHED What does Bhavani Register Works charge? the other maker itself NOT ESTABLISHED What would a school buy instead altogether? the schools themselves NOT ESTABLISHED
A card carrying a not established line is finished work rather than abandoned work, and those lines are what next year gets compared against.
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A field fact is in hand: nine mills within reach make the same weight and finish. What does the source test require beside it?

Where this applies

What is local here, and what is not?

Three features of the example belong to India, and no part of the argument does. Amounts appear in rupees grouped the Indian way, so Rs 1,15,50,000/- separates into one crore, fifteen lakh and fifty thousand rather than into millions. Private Limited is an Indian legal form. And the presentation that a statement of profit and loss follows in India is guided by the Institute of Chartered Accountants of India. The Institute's guidance is the place to confirm that such a statement carries no fact about any other seller.

The argument holds everywhere without adjustment: a document that records one party's transactions records one party's transactions in every country there is.

The source test says which questions each of the two sources can answer, and several neighbouring questions are settled elsewhere. A procedure for reading a field is set out under How to Apply Porter's Five Forces to an Industry. Testing whether a finished reading amounts to evidence or to an opinion belongs to How to Analyse Competitive Forces in an Industry. The argument behind the acquittal ruling, as against the two sentence result quoted above, runs under Competitive Rivalry. Counting sellers and measuring how concentrated a field is are taken up under Consolidation and Fragmentation: How an Industry Concentrates, and What Thin Returns Look Like and under Herfindahl-Hirschman Index. Which unit each of the words sector and industry counts was settled under Sector vs Industry. Reading a customer list for dependence sits under How to Analyse Customer Concentration and Dependence. Why a growing standing cost base pulls a bottom line further than revenue moved is worked under Fixed Costs vs Variable Costs.

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Which sources sit behind the argument?

SourceDocumentSite
Anjani Stationers Private Limited and Bhavani Register Works the two trading years, the paper buying record and the counterparty facts no filing, register or database
Institute of Chartered Accountants of India its guidance on the way costs are presented in a statement of profit and loss icai.org

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

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