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

Equity Research6

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

Portfolio Management3

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

Mutual Fund Mastery3

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

Derivatives Unlocked4

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

AI For Finance2

Retrieval and Grounding for FinanceDocument Extraction in Finance

Breaking Into Quants4

Backtesting a StrategyHypothesis TestingCleaning Financial DataRegression for Finance

Breaking Into VC3

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

Financial Analyst Program4

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

Risk Management Program2

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

Investment Banking Analyst3

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

Private Wealth Management3

Tax Aware Portfolio DecisionsBuilding a Client Risk ProfileGoal Based Planning Arithmetic

Debt Capital Markets3

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

Private Equity Analyst2

Fund Waterfalls and CarryThe LBO in Structure

Hedge Funds Analyst2

Short Selling MechanicsLong Short Mechanics
Courses
Explore Career Roadmaps
Investment Banking AnalystEquity Research AnalystVC AnalystPrivate Equity AnalystHedge Funds Analyst
Quant AnalystAI For FinanceFinancial Analyst ProgramPrivate Wealth ManagementDebt Capital Markets
Risk Management ProgramDerivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
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

Discounted Cash Flow and Multiples: Where Assumptions Sit

A discounted cash flow and a multiple are not two methods that give different answers. Both are one set of assumptions written two ways. One writes the assumptions out where they can be read. The other has already solved them into a single figure. Sarvani Coatings Limited at 42.0 times, taken apart, turns out to be six entries.

Underneath that answer sits arithmetic rather than an opinion. A ratio is a division, and a division has inputs. When somebody quotes a company at 42.0 times, the inputs have not gone anywhere. The inputs have been solved through and left inside the answer, in exactly the way that the number 12 does not stop containing 3 and 4 just because nobody wrote them down. Taking one figure apart entry by entry and then putting it back together again changes what a reader can see and nothing else.

The same six assumptions, in two presentations. WRITTEN OUT AS A LIST Required return, 12 per cent a year Horizon, five years Rating at the end, 25 times Earnings base, Rs 11.58/- Share count, 24.00 crore Growth path, 24.2 per cent a year Six entries, every one of them visible SOLVED INTO ONE FIGURE 42.0 times the same six entries, sealed inside Six entries, not one of them visible
The list on the left and the ratio on the right contain an identical set of six assumptions, and the only difference between the two panels is whether a reader can see them.

Are these two different methods, or one set of assumptions written twice?

A room of trainees asked which approach is better will produce an argument about rigour. The argument that one approach is the more rigorous tool is built on a mistake. Set the two side by side, look at what each one actually contains, and the same inputs appear in both. A built stream needs a view on how fast earnings grow, for how long, what happens at the end, and what return the reader wants for waiting. A ratio is what those four things produce once the division is done, so a ratio needs exactly the same four.

The choice between the two is a choice about what appears in writing, not a choice about what is being assumed. Nothing gets added by writing the assumptions out and nothing gets removed by compressing them. The difference is the one between a recipe that lists flour, water, salt and time, and a photograph of the finished loaf. The loaf still contains all four. The four ingredients simply cannot be read off the photograph.

The household version is closer than it looks. A neighbour reports that a shop near the market changed hands at three times its annual rent. The phrase three times annual rent is doing an enormous amount of quiet work: it holds a view on whether the rent will rise, how long the tenant will stay, what the shop will be worth when the buyer wants out, and what return the buyer wanted for the risk. None of that appears in the phrase three times annual rent. All of it is inside the phrase.

Try it out

Two colleagues look at the same company. One builds a full projection, the other quotes a ratio, and they reach different conclusions. What are they actually disagreeing about?

What does writing every assumption down actually make visible?

One thing, and it is worth a great deal. Every assumption has to be written somewhere. A reader who disagrees can then find the exact line they disagree with and change it. Findability is the whole of the advantage. The thing being argued about is now on a row with a number in it, so a written list turns a private argument into a public one.

Visibility is the single genuine advantage of writing the assumptions out, and it has nothing whatever to do with accuracy. Most people get that distinction wrong. A list does not make the underlying guesses better. If a reader assumes a required returnThe annual return a reader decides they want for holding an asset. Where a required return comes from, and how one is built up, is taught in the valuation method material rather than here. of 12 per cent a year, writing 12 on a row does not make 12 more likely to be right. Writing 12 down only makes 12 arguable. Being right and being arguable are completely different properties, and confusing them is where most of the trouble on this subject begins.

Consider a bill from a mechanic. An itemised bill and a single total for the same repair cost exactly the same money. The line for the part already replaced last month can be pointed at, so the itemised bill is better anyway. Pointing is the entire value. An itemised bill does not make the mechanic more honest and it does not make the parts cheaper.

What does a long list hide, and where does it hide it?

Its length. Length is the half of the comparison that usually gets left out, and it is the half that costs people money. A working model may hold twenty assumptions laid out in a column, each with a number beside it, each looking equally important. Two of them decide the answer. The other eighteen move it by amounts a reader would not notice.

Visibility is not attention, and a list long enough to look thorough is a list long enough to bury the two entries that carry the answer. A reader who scrolls a twenty row column gives each row roughly the same glance, and the two rows that matter are not marked. Nothing in the column says that changing one entry moves the answer eight points while changing another moves it by two tenths of a point. Everything is presented as though it weighed the same. The list is honest and complete, and it is still hiding something.

Twenty assumptions in the column. Two of them decide the answer. assumption assumption assumption required return assumption assumption assumption assumption assumption rating at the end assumption assumption assumption assumption assumption assumption assumption assumption assumption assumption
Two marked boxes carry the answer and eighteen unmarked ones barely move it, and nothing in the layout of a written list tells a reader which is which.
Try it out

A working model sets out twenty assumptions in a column, each with a number beside it. Roughly how many of them decide the answer?

What does compressing everything into one figure buy?

Speed across a set. One figure per name means four names can be read in a single glance and the comparison held in the head. Speed across a set is not a small thing and it is not a cheat. Speed is the reason the shorthand exists at all, and anybody who sneers at ratios has never had to look at forty companies before a morning meeting.

Comparability across a set in seconds is a real gain, and it is the only thing a compressed figure is actually good at. Consider the field Sarvani Coatings Limited sells into. In year three the field turned over Rs 48,300 crore against Rs 43,500 crore the year before, a rise of 11.0 per cent over that one year. Nandivarman Paints Limited took 30.0 per cent of it, Sarvani Coatings 5.00 per cent, Kesaria Surface Solutions Limited 3.0 per cent, and the remaining 62.0 per cent was spread across many smaller makers. Four figures, one line each, and the shape of the field is established. Writing out how each of those shares was arrived at would take four times the space and say the same thing.

One figure each. A whole set read in a single glance. Nandivarman Paints Limited 30.0 per cent Sarvani Coatings Limited 5.00 per cent Kesaria Surface Solutions Limited 3.0 per cent Everybody else, fragmented 62.0 per cent Share of the field, year three. Every figure invented and illustrative.
Four shares of one field, one number each, and the whole comparison lands in about two seconds, which is exactly what a compressed figure is for.
Try it out

Two analysts both quote Sarvani Coatings Limited at 42.0 times. Do they hold the same view of the company?

What does a single figure hide?

Everything. Not most of it, not the fiddly parts. Every one of the six entries that produced 42.0 times is inside that number and none of them is legible from outside it. Ask what growth the writer assumed and the ratio will not answer. Ask what they thought the shares would be rated at when they sold, and the ratio will not answer that either.

Two writers quoting the same ratio usually disagree about exactly one entry, and neither number carries enough information for either of them to find out which. Watch it happen on the case figures. One reader wants 12 per cent a year, holds for five years and assumes an exit ratingThe multiple somebody assumes will apply to the earnings at the end of their holding period. An exit rating is an expectation about a future market rather than anything that has been measured. of 25 times: that reader is holding a view of about 24.2 per cent annual earnings growth. The second reader wants the same 12 per cent over the same five years but assumes 35 times at the end: that reader is holding about 16.1 per cent. A company growing at 24.2 per cent a year and one growing at 16.1 per cent are two entirely different companies in the reader's head. Both write down 42.0 times, and 42.0 times is the truth in both cases.

Two identical ratios. Two completely different views. WHAT THE FIRST READER PUBLISHED 42.0 times WHAT THE SECOND READER PUBLISHED 42.0 times Rating at the end, sealed: 25 times Growth entry: 24.2 per cent a year Rating at the end, sealed: 35 times Growth entry: 16.1 per cent a year Neither published ratio carries the one entry that separates them.
Two readers publish the identical 42.0 times while holding 24.2 per cent and 16.1 per cent annual earnings growth, and no part of the ratio reveals the gap.

Which of the two can somebody else check without redoing the work?

The list, and it is not close. Almost nothing written stays on one screen, and that is the practical reason the whole comparison matters. Written work goes to a colleague, a committee, a client or the writer six months later. Whether the person receiving it can disagree with it cheaply decides whether it is any use.

The ability to be checked by somebody who was not in the room is what decides which of the two survives being handed over. A written list can be read line by line by a person with no knowledge of how it was made. The reader runs an eye down the entries, stops at the one they do not accept, and says so. A ratio cannot be checked that way. Disagreeing with 42.0 times in any specific manner means reconstructing all six entries first. Rebuilding all six is the original work performed a second time, and at that point nobody's work is being checked. Two answers have been produced and compared, which is fresh work.

An auditChecking somebody else's work without repeating it from scratch. In the formal sense it is a profession with its own standards; in the ordinary sense used here it just means being able to disagree with a specific line. in the ordinary sense of the word means exactly this: finding the disagreement without rebuilding the thing. Finding the disagreement without rebuilding is why an itemised list beats a total in a court, in a committee and at a kitchen table. The advantage has nothing to do with which one is more likely to be right.

Handed to a colleague, the two behave completely differently. A reader is handed another person's finished work It is a list of six entries Point at the rejected entry. Under a minute, no rebuilding. It is a single ratio Rebuild all six entries first. The original work, performed twice.
A handed-over list lets a colleague reject one entry in under a minute, while a handed-over ratio forces them to rebuild all six entries before they can disagree with anything.
Try it out

One hour is available to check work somebody else finished last week, with no earlier involvement in it. Which presentation is the one to have on the desk?

Hedge Funds Analyst Bootcamp — Fin Maverick Building a Comparable Companies Table — free micro-course from Fin Maverick

Does either presentation produce more precision than the other?

Neither, and both look as though they do. The usual telling runs this comparison one way only, so run it in both.

A written build produces false precision through decimals. On the case figures the ratio is 41.9689 times when Rs 486/- is divided by the published Rs 11.58/-, and 41.9568 times when it is divided by the unrounded Rs 11.5833/- the ladder actually produces. Four decimal places look measured. The four places belong to a number whose inputs include a rating somebody guessed. A compressed figure produces false precision the opposite way, through roundness. Repeated often enough, 42.0 times starts to sound like a property of the company rather than a division somebody performed.

Both presentations rest on exactly the same assumptions, and precision is a property of the inputs rather than of the layout, so neither one is more precise than the other. The band of false precisionA figure presented in a way that suggests more accuracy than its inputs can support. Two decimal places on a number built from a guess is the standard example. is the same width in both, and the reader is looking at the same uncertainty either way.

Both presentations sit on the same band, at the same point. written 41.9689 times written 42.0 times 16.1 29.5 15 20 25 30 the growth entry the movable inputs produce, per cent a year
The four decimal ratio and the rounded ratio mark the identical point on an identical band, so the extra decimals buy no accuracy at all.
Try it out

One writer publishes 41.9689 times and another publishes 42.0 times for the same company on the same day. Which one is more precise?

Building a Comparable Companies Table teaches you to build a peer set you can defend and a multiple that means something.

Where does the assumption about the end sit in each one?

In both, and under two different names. A built stream carries a terminal assumptionWhat a projected stream, or the earnings at the end of it, is taken to be worth once the projection stops. Every forward-looking build has one somewhere, whatever it is called.: a row near the bottom that says what everything after the last projected year is worth. A ratio carries an exit rating: what the earnings will be priced at when the reader is finished. The terminal assumption and the exit rating are the same assumption. Not similar, not related. The same one, differently labelled, doing the same job in the same place.

One of the two presentations can look as though it avoids the assumption about the end. A reader who believes that has simply not found where it is written. There is no version of forward-looking work that escapes it, because the alternative is to assume the shares are worth nothing at the end, which is itself an assumption and a very aggressive one. Only the visibility varies. Written into a ratio it is invisible. Written into a long build it sits on a row twenty lines down. The row above it may be a working capital ratio worth two tenths of a point, and it attracts about as much attention.

One assumption. Two labels. The same weight in both. earnings base horizon required return the terminal row inside a built stream the exit rating inside a ratio 0 3 6 9 points the growth entry moves when this entry is changed
The terminal row and the exit rating land on one point on the scale because they are one assumption, and it sits further out than any other entry.

What does 42.0 times look like when it is written out entry by entry?

A reader normally starts from the compressed side, so start there. Sarvani Coatings Limited is quoted at Rs 486/- on the stated date, an invented and illustrative price. The published year three profit after tax is Rs 278 crore. Spread over 24.00 crore shares that is Rs 11.5833/- a share, and it prints as Rs 11.58/-. Divide the price by the earnings baseThe earnings figure a ratio is divided by. Which figure gets used is a choice, and the same price divided by two defensible bases gives two different ratios. and the result is 41.9568 times on the unrounded figure and 41.9689 times on the printed one. Both round to 42.0 times, and 42.0 times is what gets said out loud. One number, no visible inputs.

Now write the same thing as a list, and count the rows.

EntryWhat it is set toWhere it comes from
Required return12 per cent a yearThe reader decides it. Nobody measured it.
Horizonfive yearsThe reader decides it.
Rating at the end25 timesThe reader decides it. A guess about other people.
Earnings baseRs 11.58/-Published, but a choice: the underlying figure is Rs 11.48/-.
Share count24.00 croreDisclosed to the exchanges. The only pure lookup here.
Growth path24.2 per cent a yearNot an input. What the five entries above solve to.

Every one of the six entries was already inside 42.0 times doing its work silently, so nothing whatever was added in that translation. The arithmetic runs like this, and it runs backwards from the price rather than forwards to a value. Compounding Rs 486/- forward across five years at a required return of 12 per cent reaches Rs 856.50/-. At 25 times, that price needs earnings per share of Rs 34.26/- in year five. On 24.00 crore shares that is a profit after tax of about Rs 822 crore. Taking Rs 11.5833/- up to Rs 34.26/- inside those five years needs about 24.2 per cent a year, and the same calculation on the printed Rs 11.58/- also gives 24.2 per cent. The 24.2 per cent is not something the reader chose. The growth path is what the price already contains once the reader states the other five.

Now run it the other way, and the point lands. Change exactly one entry: the rating at the end, from 25 times to 35 times. Every other row stays where it is. Rs 856.50/- at 35 times needs earnings per share of Rs 24.47/-, and moving Rs 11.5833/- up to Rs 24.47/- inside the same horizon needs about 16.1 per cent a year. The growth entry has fallen 8.1 points, taken from the unrounded values rather than by subtracting the two printed figures. And the compressed number has not moved at all. The price did not move and the earnings did not move, so the figure reads 42.0 times before the change and 42.0 times after it.

One entry moved. The list moves a long way. The ratio does not move at all. THE LIST THE RATIO 24.2 per cent at 25 times 16.1 per cent at 35 times 8.1 points 42.0 times, both times the compressed figure does not move Same illustrative price of Rs 486/- throughout, same earnings base, one entry changed.
Moving the rating at the end from 25 to 35 times takes the growth entry from 24.2 per cent to 16.1 per cent while the ratio holds at 42.0 times.

So which entries are actually carrying the answer? Nudge three of them by the same 40 per cent and watch. The required return goes from 12 to 16.8 per cent and the growth entry rises to 29.5 per cent, a move of 5.3 points. The horizon goes from five years to seven and the growth entry falls to 20.6 per cent, a move of 3.6 points. The rating at the end goes from 25 to 35 times and the growth entry falls to 16.1 per cent, a move of 8.1 points. The earnings base is published, so a made-up 40 per cent cannot be applied to it. Move it to its one documented alternative instead: on the underlying Rs 11.48/- the growth entry is 24.4 per cent, a move of 0.2 of a point. The earnings base row is not a like-for-like test and should not be read as one.

Four movable entries. Two of them carry most of the answer. Rating at the end, 25 to 35 times 8.1 Required return, 12 to 16.8 per cent 5.3 Horizon, five years to seven years 3.6 Earnings base, Rs 11.58/- to Rs 11.48/- 0.2 Points the growth entry moves. Top three nudged by the same 40 per cent; the base moved to its published alternative.
The rating at the end moves the growth entry 8.1 points and the earnings base moves it 0.2 of a point, so two of the four entries carry about 78 per cent of the total movement.

Then the part a reader should take away. Handed that six row table, somebody can point at the rating row and say twenty five is too generous, in under a minute, having built nothing. Handed 42.0 times, they cannot say anything specific at all until they have reconstructed all six entries. Reconstructing them is the original work performed a second time by a person who did not want to do it. The difference between the two is not about rigour. The difference is about whether the work can be argued with.

Try it out

The rating at the end changes from 25 times to 35 times, and every other entry is left alone. Which entry in the list moves?

Try it out

The panel below moves the six entries out of the ratio and into the open one at a time. The question worth settling first is what happens to the ratio as the entries become visible.

Play with it

Move the entries out of the figure, one at a time

The slider decides how many of the six entries are written out on the right. Watch the sealed tokens leave the box on the left as they appear. None of these entries was ever added to the figure, so the figure inside the box is drawn fresh at every setting and never changes. The assumptions were always inside.

NOTHING WRITTEN DOWNALL SIX WRITTEN DOWNALL SIX
The figure
42.0 times
Written down
6 of 6
Still sealed inside
0
Educational illustration only. The price of Rs 486/- and every ratio built from it are illustrative, stated as at one date. The required return of 12 per cent a year and the rating of 25 times at the end belong to the reader and are nobody's estimate. Revealing an assumption changes what a reader can see, not what anything is worth.
Financial Analyst Program Bootcamp — Fin Maverick

How does an analyst actually choose between the two in a working week?

By asking who is going to read it and what they will need to do with it. Who reads it and what they must do with it is the whole decision, and it is far more practical than the argument about rigour suggests.

The job on a Monday morning is to decide which four of forty names deserve a week, so an analyst screening that list uses compressed figures. Sarvani Coatings has several published on the same illustrative price of Rs 486/-: 42.0 times earnings, 26.0 times year three earnings before interest, tax, depreciation and amortisation (EBITDA) of Rs 446 crore on an enterprise value of Rs 11,592 crore against a market value of Rs 11,664 crore, 7.85 times a book value of Rs 61.92/-, and a dividend of Rs 4.00/- giving a yield of 0.82 per cent and a payout of 34.5 per cent. Six seconds of reading, and the name either survives the screen or does not.

The written list is for the moment the work stops belonging to its author and somebody else has to accept or reject it. When the same analyst takes a view to an investment committee, the compressed figure is useless, because a committee cannot approve a number it cannot interrogate. The list goes in front of them instead, with the two entries that carry the answer pulled to the top and stated in words. A lender does the same thing when a credit paper goes to a sanctioning authority, and a household does it without noticing when they justify a large purchase by saying what they are assuming about next year's income rather than quoting a total.

Try it out

What do both presentations depend on that neither of them advertises?

The error that gets made, and what it costs

A reader concludes that the long build is the rigorous approach and the ratio is the lazy one, and reaches for the longer method believing it protects them. It does not. The longer method contains the identical assumption about the end, doing the same disproportionate share of the work, now sitting on a row twenty lines down where it attracts less attention than it would as a headline ratio. The assumption has been moved out of sight, and the move has been called rigour.

The cost is a false sense of having tested something, and it is worse than the shortcut it replaced. A reader who knows they used a shorthand stays sceptical of their own answer. The effort feels like evidence, so a reader who spent three days building a model does not. On the case figures that is the difference between quietly assuming 24.2 per cent annual earnings growth and quietly assuming 16.1 per cent, with the same 42.0 times printed either way and nothing anywhere flagging which one was picked.

The fix is the same whichever presentation is used. The two or three entries that carry the answer get pulled to the front and stated in words before any number appears. Everything else in the list is support. An answer whose assumption about the end cannot be stated in one sentence is not finished, however many rows it has.

India

Does either presentation carry an Indian rule?

The arithmetic itself is nobody's jurisdiction. Dividing a quoted price by an earnings figure, or compounding a stream forward and pulling it back, works identically in every market on earth, and no Indian rule changes a single step of it.

The Indian rules bite the moment a view built either way is written down and sent to somebody else. The Securities and Exchange Board of India sets who may publish research on a listed issuer, what has to travel alongside it and how a personal holding in the same shares must be declared. Registration conditions, waiting periods and disclosure thresholds get revised, so the wording as it stands at sebi.gov.in is what governs anything built from either presentation before it circulates.

One last thing about the case figures, of the sort that separates a careful reader from a fast one. The earnings base entry looked harmless in the sensitivity test, moving the answer only 0.2 of a point. The earnings base is not harmless in the other direction. Move from the published Rs 11.58/- to the underlying Rs 11.48/-, which comes out of profit before tax of Rs 371 crore less a Rs 9 crore non-recurring itemAn amount inside a published year that is not expected to appear again, such as a one-off receipt or charge. Which items qualify, and how they are separated, is settled in the earnings quality material. and plus a Rs 6 crore charge, giving Rs 368 crore and about Rs 275.6 crore after tax at the published effective tax rateThe tax charge in a published year divided by that year's profit before tax. An effective tax rate is a reported outcome rather than a statutory rate, and the two differ for many reasons. of 25.1 per cent, and the ratio itself moves from 42.0 times to 42.3 times. So the same entry barely touches the list and visibly touches the compressed figure. The difference in weight is not a mechanism worth building a theory on. The two presentations do not even carry their entries with the same weight, and that is one more reason to state which base was used.

How a stream is projected and pulled back, how a discount rate is arrived at and how a comparable set is put together are all covered in the valuation method material and applied here rather than rebuilt. Choosing a peer group honestly is covered separately, as is the arithmetic that works backwards from a quoted price to the expectations inside it, and so is the difference between a scenario and a sensitivity.
Equity Research Bootcamp — Fin Maverick

Where the outside material comes from

SourceSiteConsulted
Securities and Exchange Board of Indiasebi.gov.in28 August 2026
National Stock Exchange of Indianseindia.com28 August 2026
BSE Limitedbseindia.com28 August 2026
The invented record for Sarvani Coatings LimitedInvented for teaching, not a market source28 August 2026

Sarvani Coatings Limited, Nandivarman Paints Limited and Kesaria Surface Solutions Limited are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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

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

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