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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

Peer Group vs Coverage Universe: What Fixes Each Set

A peer group and a coverage universe are different sets built for different reasons. A peer group is fixed by one question and changes when the question changes. A coverage universe is fixed by a decision to keep publishing and changes only when that decision does. A company can sit in one, in both or in neither, and the company that would reveal most is often in neither.

Two ideas stand behind this one. A coverage commitment obliges somebody to keep publishing on a company week after week, whether or not the company gives them anything to write about, and that obligation is set out under coverage commitments. How a comparison set gets chosen honestly, and how it quietly rots when it is not, is set out under comparison set selection. Both are assumed below.

A third job is left over, and those two ideas cannot do it separately. Two lists of company names sit in the same research file. The two lists overlap, and they are often printed in the same font in the same document. And they were assembled by two processes with almost nothing in common. Nearly every misleading relative number in published research comes from one of those two lists quietly doing the other one's work.

What exactly is a peer group?

A peer group is the set of companies placed beside a subject company in order to answer one stated question. One stated question is the whole of it. Not to answer questions in general. One question, named, written down before the set is built.

If the question is whether the gross margin gain at Sarvani Coatings Limited, an invented maker of decorative paints and industrial coatings, was shared across the field, the set required holds companies whose margins move for the same reasons. If the question is instead whether its decorative volumes are keeping pace, the set required holds companies selling decorative paint through the same kind of shelf. The two sets are not the same, and there is no reason on earth they should be. A peer group is not a description of who a company competes with; it is an instrument built to answer one question, and swapping the question changes the instrument.

Think of a household comparing its electricity bill. If the question is whether the bill is high for the season, the comparison is the same household last August. If the question is whether the new refrigerator is thirsty, the comparison is the neighbour with the same size home and an older machine. Same household, two questions, two completely different comparisons, and nobody finds that strange until the word "peer" gets attached to it.

What exactly is a coverage universe?

A coverage universe is the set of companies an analyst has undertaken to keep a current published view on. A coverage universe is not an opinion about which companies are interesting. A coverage universe is a standing commitment, and the commitment is the defining feature: every name on that list generates work on a schedule the company sets rather than the analyst.

Two things fix membership, and neither of them is about similarity. The first is capacityThe plain arithmetic of how many companies one analyst can keep genuinely current, given the hours there actually are in a working year.. There are only so many results seasons, transcripts, filings and follow up calls one person can absorb before the currency of the view starts to slip, and a list that ignores that arithmetic is a list of stale views. The second is a decision, taken by the deskThe team a research house organises around a group of sectors. It is the unit whose hiring decides which companies get followed at all. rather than by the analyst alone, that this particular company is worth carrying: that somebody wants to read about it, that the effort is justified, that it fits the kind of company the house is set up to follow.

Neither capacity nor a decision to keep publishing has anything whatever to do with whether two companies are alike, and the two lists drift apart for exactly that reason. The household version sits beside it. An electricity comparison set is chosen by the question. The list of bills actually opened every month is chosen by which accounts stand in the household's name. The two lists overlap and neither one contains the other.

Four axes. Not one of them is about how alike two companies are. THE PEER GROUP THE COVERAGE UNIVERSE WHAT FIXES MEMBERSHIP the one question asked, and nothing else at all capacity, plus a decision to keep publishing WHAT CHANGES IT a new question, which can arrive mid paragraph an initiation or a discontinuation, published WHAT IT OBLIGES show the members and the exclusions, once keep publishing on every name, event or no event WHO SEES IT the reader auditing one relative number the reader asking whether a view is still current One list is an instrument. The other is a promise. Instruments get rebuilt; promises do not.
A peer group is fixed by the question asked while a coverage universe is fixed by capacity and a decision to publish, so the two sets change differently, oblige different things and are read for different reasons.
Try it out

What puts a company on a coverage list, and what puts it in a comparison set?

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How often does each one change, and what does a change cost?

Here the two sets stop merely differing and start behaving like different kinds of object.

A comparison set changes whenever the question changes, and inside one report the question changes constantly. Meghna Iyer, whose working file this sequence keeps returning to, writes a report on Sarvani Coatings Limited that asks three things in turn. Was the gross margin gain shared with the field? Are decorative volumes keeping pace? Is the shift towards industrial doing the work? Each of those needs a different set beside it, and she builds three, drawing on two names. Rebuilding cost her a line in the working file each time, and that line is the entire cost.

A coverage list does not work like that at all. Adding a name is an initiationThe published act of starting to carry a company on a coverage list, announced to readers rather than done quietly inside the desk.. An initiation is a document with a date on it that says: from now on, expect a current view here. Removing a name is a discontinuationThe published act of dropping a company from a coverage list, so a reader learns that the last view on it is no longer being kept up.. A discontinuation says the opposite, and it has to say it out loud. A reader who is not told will keep treating the last note as current for years. A comparison set is meant to be rebuilt and a coverage list is meant to hold still, and every change to the second one is an act somebody has to publish.

Notice what this does to the sizes. A short comparison set is a sign of a sharp question. A short coverage list is a sign of an honest promise. Both are short for reasons, and the reasons are unrelated.

Same report, same fortnight. One track moves three times, the other does not move. THE COMPARISON SETS, REBUILT AS THE QUESTION MOVES SET A, the margin question Nandivarman and Kesaria 2 names SET B, decorative volume Nandivarman alone 1 name SET C, the industrial mix Kesaria alone 1 name THE COVERAGE LIST, ACROSS THAT WHOLE STRETCH FOUR NAMES, UNCHANGED no initiation, no discontinuation, nothing published, nothing to publish Three rebuilds cost three lines in a working file. One change to the lower bar costs a document. Treating either track like the other breaks it.
Three comparison sets get built inside one report at the cost of a line each, while the coverage list holds four names throughout and any change to it would have to be published.
Try it out

How many times can a comparison set change inside one piece of work?

What does each one actually oblige an analyst to do?

A comparison set obliges one thing and it is finite: publish the membership and the exclusions beside the comparison they were built for, so a reader can see what the number was measured against. Done once, in that document, the obligation is discharged. Nobody comes back next quarter asking for Set B to be refreshed.

A coverage list obliges something with no end date. Every name on it produces work whenever the company acts, and, more awkwardly, when it does not. Silence from an analyst reads as either agreement or absence, and a reader cannot tell which. So a quiet quarter still needs a line saying the view is unchanged and why.

One obligation is discharged by publishing a list once. The other renews itself every reporting period for as long as the name stays on. A coverage list is short and a research file holds many comparison sets for exactly that reason. A shopkeeper can price against whichever three stalls are relevant to today's question and owes nobody an explanation tomorrow. The moment she promises a customer a weekly quote on four specific items, those four items are hers until she says otherwise, out loud.

Try it out

Before the worked instance. An analyst covers four companies and compares against two of them. Is the third one a comparison failure?

How do four invented names sort against both lists?

Work it on the record rather than in the abstract. Meghna Iyer's coverage list holds four names. Sarvani Coatings itself is one of them, and an analyst covers the company she writes about. Nandivarman Paints Limited, the biggest of the four and selling next to nothing outside the decorative trade. Then Kesaria Surface Solutions Limited, the smallest, weighted towards industrial work, and moving through a cycle differently for that reason. Thottam Chemicals Limited is fourth, and it makes the resins and additives the other three buy, so it stands one step up the chainA company that sells into a field rather than competing inside it, such as a maker of the raw inputs that every company in the field has to buy. from every one of them.

Her comparison set is built for one question: was the gross margin gain at Sarvani Coatings shared with the field? The set holds Nandivarman Paints and Kesaria Surface Solutions, and nothing else. Here is the ladder that poses the question, taken straight from the record and printed to two places so that the subtractions close.

Sarvani Coatings Limited, invented recordYear oneYear twoYear three
RevenueRs 1,840 croreRs 2,120 croreRs 2,415 crore
Cost of materialsRs 1,048 croreRs 1,187 croreRs 1,304 crore
Gross profitRs 792 croreRs 933 croreRs 1,111 crore
Gross margin43.04 per cent44.01 per cent46.00 per cent
Cost of materials as a share of revenue56.96 per cent55.99 per cent54.00 per cent
Gross margin gain, year one to year three, a TWO year move2.96 points
Gross margin gain, year two to year three, a ONE year move1.99 points

Two notes before the sorting, both of which matter more than they look. First, the record prints these as 43.0 and 46.0 per cent and calls the two year gain 3.0 points, and built work elsewhere carries those printed figures, so both are shown. The two place figures above are what the rupees actually give, and they are the ones that survive a reader with a calculator: gross profit of Rs 792 crore on revenue of Rs 1,840 crore is 43.04 per cent, Rs 1,111 crore on Rs 2,415 crore is 46.00 per cent, and 46.00 less 43.04 is 2.96, exactly as stated. Second, the cost of materials share falls by the same 2.96 points over the same two years, from 56.96 to 54.00. The matching fall is forced arithmetic and not a second finding: gross profit and cost of materials are the two halves of revenue, so their shares must move by equal amounts in opposite directions, and anybody reporting both as if they confirmed each other has counted one fact twice.

Try it out

Gross margin moved from 43.04 to 46.00 per cent. Over what period, and what is the one year move?

Now read the four combinations off the pair of lists. Nandivarman Paints and Kesaria Surface Solutions sit in both. The ordinary case needs no defending. Sarvani Coatings itself sits on the coverage list and is not in its own comparison set. A subject company is what gets compared rather than something compared against. Saying so is worth the line. Files do get built where the subject appears inside its own peer table.

Thottam Chemicals is on the coverage list and outside the comparison set, and this is where the distinction earns its keep. A supplier is not a comparable. Thottam Chemicals sells to the makers rather than alongside them, its customers are the companies in the field, and its costs move for reasons one link removed. Put it in a margin table beside Sarvani Coatings and the table means nothing. And yet its own margin over the same two years would do more than either comparable to separate a pricing environment across the whole field from Sarvani Coatings pricing on its own account, so the single most informative name in this analysis is deliberately outside the comparison set.

Useful and comparable are different properties, and they come apart here. THOTTAM CHEMICALS LIMITED resins and additives, one step up the chain on the coverage list, outside every comparison set here SELLS INTO THE FIELD THE FIELD ITSELF SARVANI COATINGS the subject NANDIVARMAN PAINTS decorative, volume leader KESARIA SURFACE industrial heavy THE COMPARISON SET FOR THE MARGIN QUESTION, 2 NAMES NOT COMPARED AGAINST ITSELF The name at the top would reveal most about where the margin moved. It is correctly excluded from the comparison anyway.
Thottam Chemicals Limited sits one step up the chain from the three makers, so it is not a comparable of Sarvani Coatings Limited even though its own margin would say more about where the gain came from.
Try it out

Predict before reading on. A large privately held maker competes head on and publishes nothing. Which set does it belong in?

The fourth combination is the one people find hardest. Suppose a large privately held maker competes with Sarvani Coatings directly in decorative paints, on the same shelves, at the same price points. The privately held maker passes every comparabilityWhether two companies are alike on the one axis the question turns on. Two makers can be comparable for a margin question and not comparable for a growth one. test that can be put to it. And it cannot enter a coverage list at all. There is no published view to maintain, no periodic disclosure to read and nothing to be current about. The maker belongs in the comparison set in principle and is unusable in practice.

The honest handling is not to pretend it away. The maker goes into the exclusion record with its reason categoryA short labelled ground, picked from a fixed list, for why a candidate was left out, so exclusions can be counted later instead of argued one at a time. written as no public disclosure. One recorded line does real work: a reader who later wonders why the strongest competitor is missing gets an answer, and the line records that the comparison set is narrower than the field rather than equal to it. The rest of the field, nearly all of it, sits in neither list and always did.

Four corners, and every one of them has somebody standing in it. NOT IN THE COMPARISON SET IN THE COMPARISON SET ON THE COVERAGE LIST NOT COVERED 1 NAME Thottam Chemicals Limited A supplier. Covered, and rightly not a comparable. 2 NAMES Nandivarman Paints Limited Kesaria Surface Solutions The ordinary overlap. EVERYBODY ELSE The rest of the field, which is nearly all of it. Not an oversight. The normal case. 1 NAME, IN PRINCIPLE The unlisted maker. Passes every test, publishes nothing, so it is recorded as excluded. Sarvani Coatings Limited is on the coverage list and stands outside this grid: it is the subject. The lists overlap heavily and neither one contains the other.
Two names sit on both lists, a supplier sits on the coverage list alone, an unlisted competitor belongs in the comparison set and cannot be covered, and the rest of the field sits in neither.
Try it out

Gross margin rose 2.96 points over two years and the cost of materials share fell 2.96 points over the same two years. How many findings is that?

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Which set gets published, and to whom?

Both get published, and a reader who assumes one is internal has misread what each list is for.

A relative number cannot be checked without knowing its denominator, so the comparison set is published with the comparison, inside the document that used it. A margin sixty basis points above the set is a fact about the set. Withhold the membership and what has been published is a number nobody can audit. A number nobody can audit is a different thing from a number nobody agrees with.

The coverage list is published as a standing list, separate from any one document, and it answers a question no individual note can. A reader who finds a note from fourteen months ago needs to know whether a current view still exists behind it. The list answers that, and a discontinuation answers it in the other direction.

The two lists are published for different reasons and settle different reader questions: one lets a reader audit a number, the other lets a reader learn whether a view is still being kept up, and neither one substitutes for the other.

Two artefacts a stranger can open. They answer two questions, not one. PRINTED INSIDE THE DOCUMENT Comparison set, margin question Nandivarman Paints Limited Kesaria Surface Solutions Limited Excluded, with the reason: Thottam Chemicals, a supplier One unlisted maker, no disclosure Two in, two reasons out. PUBLISHED AS A STANDING LIST Companies currently covered Sarvani Coatings Limited Nandivarman Paints Limited Kesaria Surface Solutions Limited Thottam Chemicals Limited Discontinued in this record: none Four names, and what is not on it. Can I audit this relative number? Is this view still being kept up? Neither artefact answers the other one's question, which is why both get published.
The comparison set is published inside the document so a relative number can be audited, and the coverage list is published on its own so a reader can tell whether a view is still current.
Try it out

Why publish both lists when they overlap so heavily?

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What breaks when one list does both jobs?

Two failures are possible and they are not equally dangerous.

Take the second way first. The second way is the easier one. Using the comparison set as the coverage list is a promise to keep publishing on companies picked for a single question. Nobody keeps that promise, and the reason is visible in the figure above: three questions produced three sets inside one report, so this route commits an analyst to standing behind whatever the last question happened to need. The promise collapses within a quarter, loudly, and gets fixed.

The other direction is where the real damage lives. Nothing collapses at all. Use the coverage list as the comparison set, and a comparison gets made against whoever the desk happens to follow. Every member is genuinely in the same field. The table looks entirely reasonable. The table is labelled peers. And what actually decided its membership was a hiring decision taken by somebody who was not thinking about margins.

The first error announces itself and the second never does. A set assembled by a desk always looks plausible in a document, and that is why the second error is far the more common of the two.

Follow the line. Nowhere on it does anybody test comparability. A STAFFING DECISION who the desk hired an analyst for THE COVERAGE LIST the four names that were already on the desk PUBLISHED AS A PEER COMPARISON margin and growth, ranked NO COMPARABILITY TEST WAS APPLIED ANYWHERE ALONG THIS LINE WHAT THE READER OPENS Peer comparison: gross margin and growth, three names. READS AS AN ANALYTICAL SET Every company in it really is in the same field. That is exactly why nobody catches it.
A staffing decision becomes a coverage list and then a published peer comparison, and no comparability test is applied at any point on that line.
Try it out

A note compares a company against the rest of the desk's coverage. What has quietly happened?

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What gate keeps the two lists apart?

The fix is not vigilance. A two gate test applied to every candidate, with the outcome written down whichever way it goes, takes about a minute a name.

Two gates, three landings, and every landing gets written down. WOULD A DIFFERENCE HERE MEAN SOMETHING FOR THE QUESTION ACTUALLY ASKED? YES NO DOES IT PUBLISH ANYTHING A STRANGER CAN ACTUALLY READ? YES NO EXCLUDED reason category: not comparable on the axis asked about the supplier lands here IN THE SET named in the published document, beside the number two names land here EXCLUDED reason category: disclosure that does not exist the unlisted maker here Neither gate asks whether the company is already covered. That is the point of them.
A candidate that fails the first gate is excluded as not comparable, one that passes the first and fails the second is excluded for disclosure that does not exist, and only a candidate passing both enters the published set.

The questions the two gates do not ask matter just as much. Neither one asks whether the company is already followed. Neither asks whether following it would be convenient. The omission is the whole design: the moment a coverage question enters a comparability test, the failure drawn above has been let in through the side door.

Who keeps these lists apart in practice, and what it saves them

An investor reading somebody else's research uses the split as a two second check on a table. Open the peer comparison, then open the coverage list at the back of the same document. If the two sets are identical, the comparison was made against the house's own following, and the safe reading is that the table shows who the desk follows rather than who the company competes with. Identical sets are not a reason to discard the number, only a reason to find out which set the number is a share of.

A fund manager holding forty companies has the mirror problem and solves it the same way. The list of companies held is a capacity list, exactly like a coverage list, and it is chosen by mandate, liquidity and the hours in a week. Comparing a holding against the rest of the book is comparing it against the constraints of the book. The practitioners who get real value write the question at the top of the sheet before writing any list underneath it. A set built after the question is stated can never be the set that was already lying around.

The household version is exact. The shops a household holds accounts at are its coverage list, kept short because only so many bills can be tracked. The shops worth checking a price against are chosen by what is being bought today. Anybody who prices a washing machine only against the three shops they hold accounts with has let convenience decide what a fair price is, and the answer will look perfectly sensible.

The comparison that was never built

Meghna Iyer needs a comparison for the margin question and the four names are already on her screen. She drops the other three into a table beside Sarvani Coatings Limited, computes margins, and writes that the company's gross margin gain of 2.96 points over two years, from 43.04 to 46.00 per cent, is ahead of what its peers managed. The table is neat. The arithmetic is right. The word peers is doing something it has not earned.

One of those three makes resins and additives. A supplier's margin is not a comparable margin, so a fourth of the table is measuring a different thing, and the ranking silently absorbs it. Worse, the two names that are genuinely comparable are there because the desk covers them, and the desk covers them because a hiring decision was taken two years ago about which sectors to staff. Nowhere in the file is there a line saying who the comparison was made against, or why those names and not others.

The cost lands as a relative reading whose denominator was set by a staffing decision, and it never surfaces as an error. Every company in the table really does make coatings, and the table really does look like a peer table. Six months later, when somebody asks whether the margin gain was shared with the field, the honest answer is that the file does not say, and the file does not say because the question was answered against whoever was already on the screen.

The fix is three lines of work, not a change of habit. Write the question at the top. Build the set for that question and name it as the set for that question. Record each exclusion with its reason category. And where the comparison set and the coverage list do coincide, say so in the document rather than letting a reader assume the overlap was analytical.

India

Which body sets the rule on a published coverage list

Reading a peer table and building one are the same job in every market. The rulebook underneath does vary: what a research analyst takes on by maintaining a published view on a listed issuer, and what has to appear on a document that carries one. In India that sits with the Securities and Exchange Board of India (SEBI), whose material is published at sebi.gov.in. A rulebook gets revised, so what binds a published view is the text current on the day the view is published. Where the job is locating a filing rather than reading a rule, the two exchanges publish at nseindia.com and bseindia.com.

Try it out

Last one. Where do most of the companies in a field sit?

How a comparison set is chosen honestly, what a coverage commitment obliges, and the step by step procedure for building a comparison set are each set out separately, and all three stand behind this distinction. How a source is logged and how evidence is filed belong with the written communication material. Requirements attaching to a published coverage list are SEBI's and are routed above.
Two gates keep the peer group and coverage list apart. See what each excludes.

Where the two halves of this subject would be settled

BodySiteChecked
Securities and Exchange Board of Indiasebi.gov.in28 August 2026
National Stock Exchange of Indianseindia.com28 August 2026
BSE Limitedbseindia.com28 August 2026
No filing, anywhereno such sourcenot applicable

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

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