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
Hedge Funds Analyst · CoreTrack
1Public 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
2Private Markets & Alternative Investments
iPrivate Fund Structure and Governance
Limited PartnerThe Limited PartnershipPlacement MemorandumCommitment, Call and Capital AccountCapital CallCarried InterestHow Conflicts of Interest…Fund AdministratorFund SponsorKey-Person ProvisionsGeneral PartnerHow Limited-Partner Advisory Committees…Side LettersThe Waterfall
iiHedge Funds
Hedge FundsGetting Out of a Hedge FundPrime BrokerRedemption WindowSide PocketTail Risk in AlternativesGlobal MacroManaged FuturesMarket NeutralRelative ValueShort SellingHow Long-Short Strategies WorkEvent-Driven StrategiesArbitrageExposure and Leverage
iiiDue Diligence and Private Fund Reporting
Private Fund NAVThe Investor LetterDue DiligenceInvestment Due Diligence vs…Fund AuditValuation AgentValuation LagLook-Through ReportingHow Private-Fund Reporting Can…The Quarterly Report
ivExits
Strategic and Financial BuyersExitNAV FinancingContinuation VehicleContinuation Vehicle vs Traditional…IPO as an Exit RouteSecondary TransactionsStrategic SaleStrategic Sale vs Secondary Sale vs IPO

Event Risk: The Risk That Sits Outside the Model

Event risk is the chance that something happens to the company itself which was never in the model, so the model is not wrong by a margin but wrong about its subject. An event replaces an input rather than moving one, so a band around volume or margin cannot hold it. One purchase carries a business from net cash into borrowings of plus Rs 408 crore.

Underneath that answer is a distinction about kinds rather than sizes. A forecast carries uncertainty about what its inputs will turn out to be, and that uncertainty is measured, ranged and reported all the time. Event risk is a different creature living in the same house. Event risk is the chance that the company acquires a second business, returns a quarter of its cash to holders, issues shares to people who are not on the register yet, or hands the running of itself to somebody new. None of those is a value the model could have taken. Each is a different sheet arriving.

Sarvani Coatings Limited, an invented maker of decorative paints and industrial coatings, publishes the year three balance sheet used throughout. Four further states of that same sheet stand beside the published one, and none of the four has been carried out or proposed by anybody. Each exists to be measured against the others on a single scale.

What is event risk, when a model already carries risk of its own?

Any forecast has uncertainty already written into it. Volume growth might land at 4 per cent or at 8 per cent. Gross margin might hold at 46.0 per cent or give a point back. Somebody has usually flexed those, printed a range and called the range the risk. Flexing volume and margin is real work and it is worth doing.

Event risk is not more of that, and it is not the same measurement made less confidently. Event risk is the chance that the company being modelled stops being the company that was modelled. The sheet described a paints and coatings maker with Rs 2,415 crore of revenue, Rs 240 crore of borrowings and Rs 312 crore of cash. After a purchase it describes a paints and coatings maker plus somebody else, with different borrowings, a different revenue mix and an entry for goodwillThe accounting entry that arises when a business is bought for more than the net assets recorded inside it. Measuring it, and carrying it afterwards, is a matter for the accounting rules and is not settled here. that was not there yesterday.

Think about a household planning next year on one salary. The uncertainty everybody sizes is whether the increment lands at six per cent or at ten. A second household member moving in reshapes the year, and so does a house loan, and so does one earner leaving to start something. None of those is an increment at all, so widening the increment range never reaches them. Each one is the household becoming a different household. The finance version behaves identically, and the arithmetic below shows by how much.

What is the difference between an input moving and an input being replaced?

The mechanical heart of the whole distinction is worth taking slowly. When a demand assumption moves from 5 per cent to 8 per cent, the model is working. The line existed, it had a range, the range was explored, and the answer changed by a knowable amount. Nothing about the structure moved. Every other line still means what it meant.

When Sarvani Coatings buys another business, a different set of inputs arrives. There is a second revenue line with its own growth, a second cost base with its own behaviour, borrowings that did not exist on Monday, and an asset on the balance sheet that no operating decision produced. The old lines are all still there, still correct, and they now describe a part of something rather than the whole of it.

One is a value inside a structure and the other is a change of structure. The two are never measured on the same scale, so no width of range on the first ever reaches the second. Volume growth can be set at 4 per cent, at 9 per cent, at minus 3 per cent, and at no setting does a second business appear inside the sheet. The range explores a space. The event leaves the space.

Two things that are called risk, and are not the same kind of thing. AN INPUT MOVES Volume growth 4 to 9 per cent Gross margin 44 to 47 per cent Input cost per unit a stated range The sheet is the same sheet throughout a value changes inside a structure A SET OF INPUTS ARRIVES the sheet as it was every line still true + a second set of lines Borrowings that did not exist A revenue mix nobody chose An asset no operation produced no setting of the left panel produces this the structure itself changes The purchase drawn on the right is hypothetical and has not been proposed by anybody.
A model carries uncertainty about what its inputs will be, and event risk is the chance that a different set of inputs arrives instead, so no width of range on the first ever reaches the second.
Try it out

A demand assumption moves from 5 per cent to 8 per cent. Is that event risk?

The Greeks, Practically — free micro-course from Fin Maverick

Why can a sensitivity band not express it?

A sensitivity bandA range of outcomes produced by pushing one input up and down around a central case. How one is actually built belongs to valuation method and is not rebuilt here. is a continuousAble to take any value across a range, which is what a model input almost always is. object. A band runs smoothly from one end to the other, usually sits symmetrically around a central case, and every point inside it is a value the input could take. An event is not like that at all. An event is discreteSomething that either happens or does not, with no half-way values available in between.: it lands or it does not, and there is no such thing as forty per cent of a purchase sitting quietly inside the range.

So somebody reasonable asks the obvious question. Why not simply widen the band until the purchase fits inside it? Try it and watch what happens to the band. Work it through on the published year. At the low corner, volume growth of 3.0 per cent puts revenue at Rs 2,487.45 crore, and a gross margin of 44.0 per cent leaves about Rs 429.5 crore of earnings before interest, tax, depreciation and amortisation (EBITDA) once the Rs 665 crore of employee cost and other expenses is taken out. At the high corner, volume growth of 9.0 per cent puts revenue at Rs 2,632.35 crore, and a margin of 47.0 per cent leaves about Rs 572.2 crore. The spread between those two corners is about Rs 142.7 crore. On 24.00 crore shares that is about Rs 5.95/- a share, and every rupee of it has been allowed to land in cash with nothing taken out for tax or capital spend. The purchase moves the same measure by Rs 20.00/- a share. A band stretched to cover the second is between three and four times wider than the operating uncertainty it was built to describe.

Widening a band until it covers an event destroys the band for its own job. Event risk is listed rather than modelled for exactly that reason. The band existed to answer a narrow question: how much does the answer move if the operating year goes well or badly. Stretch it far enough to swallow a purchase and the band answers nothing. A reader can no longer tell whether the width came from a plausible bad year or from a transaction nobody has proposed. Two instruments, two jobs. Cramming both into one produces neither.

Both bars are movements in net debt per share, drawn to one scale. The whole plausible operating year volume 3.0 to 9.0 per cent, margin 44.0 to 47.0 Rs 5.95/- a share One hypothetical purchase Rs 480 crore, paid in cash and new borrowing Rs 20.00/- a share The dashed line is where the operating band ends. The purchase carries on past it. The band is drawn generously, before tax and before any capital spend, so it is wider here than it would honestly be. Twenty user units to the rupee on both bars. The purchase is hypothetical and has not been proposed.
A whole plausible operating year moves net debt per share by about Rs 5.95/-, and one hypothetical purchase moves it by Rs 20.00/-, so a band stretched to cover the second stops describing the first.
Try it out

Why not simply widen the sensitivity band until it covers a possible purchase?

Building a Discounted Cash Flow teaches you to build a model, say where its answer comes from, and defend the two assumptions carrying it.

How does event risk actually break a thesis?

A thesis rests on a handful of named variables, and beside each one somebody writes the disconfirming evidenceThe observation, written down in advance, that would show a stated view to be wrong. Settled in the reading before this one and applied rather than rebuilt here. that would show it wrong. The worked thesis this reader arrived with names three: whether gross margin holds at 46.0 per cent, whether volume growth holds above the sector's 4.5 per cent, and whether the 0.13 percentage point share gain repeats. All three are year three figures and all three are quoted here rather than rebuilt.

Now imagine the day after a purchase. Gross margin on the old business is still 46.0 per cent. Volume on the old business still beat 4.5 per cent. The share gain still repeated. Every disconfirming test written in advance comes back negative. No evidence anybody thought to name has broken the view.

An event can leave every named variable intact and still make the thesis irrelevant. The entity the thesis was about has changed shape, and no list of disconfirming evidence catches a change of shape. The list was built to test statements about a business. The list has nothing to say about the business becoming a different business. A well built instrument pointed at the wrong object keeps reporting cleanly the whole time.

Which is why a disconfirming list needs a companion sitting beside it rather than a better version of itself. Sharpening the tests does not help. There is no wording of the sentence about gross margin that also detects the arrival of a second business, and trying to write one produces a sentence that tests nothing well.

The morning after a purchase. Every test written in advance comes back clean. THE THREE NAMED VARIABLES, TESTED THE NEXT DAY Gross margin holding at 46.0 per cent STILL TRUE Volume growth above the sector at 4.5 per cent STILL TRUE The 0.13 percentage point share gain repeating STILL TRUE AND THE BUSINESS ALL THREE SENTENCES DESCRIBE HAS CHANGED SHAPE Nothing on the list was built to notice that, and nothing on it ever will be. The three variables are quoted from the worked thesis. The purchase is hypothetical and has not been proposed.
Gross margin at 46.0 per cent, volume above 4.5 per cent and the 0.13 percentage point share gain can all still be true the day after a purchase that changed what the business is.
Try it out

Gross margin held at 46.0 per cent and volume beat 4.5 per cent. Is the thesis intact after a purchase?

How large is a single event against a whole plausible forecast range?

Direction is cheap. Here is the size, built only from figures the shared record already publishes, with every step written out so that it can be repeated.

Start where Sarvani Coatings Limited actually sits. At the end of year three, net worth is Rs 1,486 crore, total borrowings are Rs 240 crore, of which Rs 90 crore is long term and Rs 150 crore is short term, and cash and investments are Rs 312 crore. Borrowings less cash is minus Rs 72 crore, so the business sits in net cash rather than in a state of gearingCarrying more borrowing than cash, so lenders hold a claim standing ahead of the holders of the shares.. On the assumed 24.00 crore shares that is net debt per shareBorrowings less cash, divided by the share count, so a balance sheet position can be set beside a per-share figure. of minus Rs 3.00/-.

Now four states beside it. Every one is hypothetical, not one has been carried out and not one has been proposed. A purchase, at Rs 480 crore, of an industrial coatings maker the record leaves without a name takes all Rs 312 crore of cash and needs Rs 168 crore of new borrowing, so borrowings become Rs 408 crore against no cash at all and net debt lands at plus Rs 408 crore, or plus Rs 17.00/- a share. A buyback of Rs 240 crore at Rs 600/- retires 0.40 crore shares, leaves Rs 72 crore of cash against unchanged borrowings, and gives plus Rs 168 crore of net debt on 23.60 crore shares, or plus Rs 7.12/- a share. A rights issue of one new share for every twenty held at Rs 350/- raises Rs 420 crore on 1.20 crore new shares which, simply held as cash, gives minus Rs 492 crore on 25.20 crore shares, or minus Rs 19.52/- a share. A follow-on placementAn issue of new shares to selected buyers rather than to existing holders, so nobody already on the register receives an entitlement. of the same 1.20 crore shares at Rs 460/- raises Rs 552 crore and gives minus Rs 624 crore, or minus Rs 24.76/- a share.

State of the balance sheetBorrowingsCashNet debtSharesPer share
As published, year threeRs 240 croreRs 312 croreminus Rs 72 crore24.00 croreminus Rs 3.00/-
Hypothetical purchase, Rs 480 croreRs 408 crorenilplus Rs 408 crore24.00 croreplus Rs 17.00/-
Hypothetical buyback, Rs 240 croreRs 240 croreRs 72 croreplus Rs 168 crore23.60 croreplus Rs 7.12/-
Hypothetical rights issue, one for twentyRs 240 croreRs 732 croreminus Rs 492 crore25.20 croreminus Rs 19.52/-
Hypothetical placement, 1.20 crore sharesRs 240 croreRs 864 croreminus Rs 624 crore25.20 croreminus Rs 24.76/-
Span across all five statesRs 1,032 croreRs 41.76/-

Every one of those four states leaves all three thesis variables untouched, and every one of them moves net debt per share by more than the entire plausible range of any of them. Now the question the opening asks. Double volume growth, from the sector's 4.5 per cent to 9.0 per cent, hold gross margin at 46.0 per cent and let the whole difference land in cash: that is about Rs 50.0 crore, or Rs 2.08/- a share. The purchase moves the same measure by Rs 20.00/-, about 9.6 times as far. Widen the flex to the full band of Rs 5.95/- a share and the purchase is still 3.36 times larger. The placement at Rs 21.76/- is 3.66 times larger, and even the smallest of the four, the buyback at Rs 10.12/-, is 1.70 times larger. The narrowest of these comparisons still has the event winning comfortably.

Net debt per share, one scale, five states of the same balance sheet. rights issue minus Rs 19.52/- buyback plus Rs 7.12/- placement minus Rs 24.76/- as published minus Rs 3.00/- purchase plus Rs 17.00/- minus 20 minus 10 nil 10 20 net cash side net debt side Rupees a share. Four of the five states are hypothetical, none has been carried out and none has been proposed. No operating assumption differs between any two of the five. Every mark is a balance sheet, not a forecast.
Net debt per share runs from minus Rs 24.76/- on a hypothetical placement to plus Rs 17.00/- on a hypothetical purchase against minus Rs 3.00/- as published, with no operating assumption moving in any of them.
Try it out

A hypothetical rights issue takes net debt to minus Rs 492 crore. Is that a smaller event than the purchase?

Try it out

Before the control below is touched: which moves net debt per share further, volume growth doubling or one purchase?

Play with it

Step between five states of one balance sheet and watch the step outgrow the band

The subject either happens or does not, so the single control steps rather than slides. Five positions, five states, and they are deliberately not arranged in order of size: they are five different things, not five points along a scale. Three things redraw at every step. The bar at the top is net debt in Rs crore, starting from the zero line and running left when the business is in net cash. The mark at the bottom is net debt per share. Between them sits a dark step bar measuring the distance from the published position, and behind it a shaded band, fixed forever, showing the whole plausible operating year on the same scale.

AS PUBLISHEDAS PUBLISHEDPLACEMENT
Net debt, Rs crore. The bar starts at the zero line and runs left for net cash. minus Rs 72 crore minus 600 minus 300 nil 300 The scale runs from Rs minus 700 crore to Rs plus 450 crore. Left of the line is net cash, right of it is borrowing. Net debt per share, Rs. The shaded band never moves. the whole plausible operating year: Rs 5.95/- wide the step this state makes: no step, this is the published position minus Rs 3.00/- minus 20 minus 10 nil 10 20 Marks sit above the axis and tick labels below it, so nothing sits on top of anything. Rupees a share. The band is centred on the published position and is a width, drawn there so it can be compared with the steps. Four of the five states are hypothetical. None has been carried out and none has been proposed.
State
As published
Net debt
minus Rs 72 crore
Per share
minus Rs 3.00/-
Step from published
none
Educational illustration only. No traded company is described anywhere in it. The opening position is the published year three balance sheet of Sarvani Coatings Limited, meaning borrowings of Rs 240 crore against cash and investments of Rs 312 crore on an assumed 24.00 crore shares. The other four positions are hypothetical: a Rs 480 crore purchase of an industrial coatings maker the record leaves without a name, a buyback of Rs 240 crore at Rs 600/-, a rights issue of one new share for every twenty held at Rs 350/-, and a placement of 1.20 crore shares at Rs 460/-. Not one of them has been carried out and not one has been proposed by anybody. Both raises are drawn with their proceeds simply held as cash, which is a simplification and not a plan. No operating line moves in any of the five states, so revenue, gross margin, volume and every cost assumption are identical throughout. The shaded band flexes volume growth from 3.0 per cent to 9.0 per cent and gross margin from 44.0 per cent to 47.0 per cent on the published year three revenue of Rs 2,415 crore, before tax and before any capital spend, which makes it wider than it would honestly be.
Equity Research Bootcamp — Fin Maverick

Can event risk be forecast, and if not, what can honestly be done with it?

No, it cannot be forecast, and pretending otherwise is where the work most often goes wrong. Nobody outside a boardroom knows whether a purchase is being discussed, and even inside one the answer changes month to month. Anybody publishing a probability that Sarvani Coatings buys something next year has invented that number, and the invention is not improved by being written to one decimal place.

Different work can be done instead, and it is honest work. Name the events the business is capable of, given its cash, its borrowings, its stated intentions and its shape. Size the largest of them. State which named assumptions each would replace. Each of those four is checkable, and not one of them is a forecast.

The output is a capability list, never a prediction, and writing it as a prediction is exactly where this goes wrong. Saying that Sarvani Coatings could fund a purchase of roughly Rs 480 crore from cash plus Rs 168 crore of new borrowing is a statement about a balance sheet. Saying that Sarvani Coatings will make one is a statement about people whose minds nobody has read. The first is arithmetic anybody can check against the published figures. The second is fiction wearing the clothes of the first, and the clothes are what make it dangerous.

A household does this without any vocabulary at all. The balance in an account supports the honest statement that a car could be bought with it. The same account supports no statement that a car will be bought. The account has no opinion. Everybody understands this perfectly until a balance sheet is involved.

Risk Management Program Bootcamp — Fin Maverick

What does a large cash balance actually establish?

Nothing whatever about intention, and this is worth stating flatly because the mistake is so easy and so common. The balance sheet is a statement of position on one date. The sheet says what the business held and what it owed. The sheet permits certain things and forbids others. The sheet has nothing at all to say about which of the permitted things anybody wants to do.

Cash and investments of Rs 312 crore against borrowings of Rs 240 crore says what Sarvani Coatings Limited could pay for, and says nothing whatever about what it will do. The same Rs 312 crore funds a purchase, funds a buyback, sits untouched for three years, or goes into the coatings line already held in capital work in progress at Rs 118 crore. All four are permitted. The statement ranks none of them. Nor does adding a second measure help: capital employed, meaning net worth plus borrowings, is Rs 1,726 crore, and that figure is just as silent about intention as the first one.

A researcher who reads intention into capacity has done something worse than guess. The researcher has written somebody else's plan for them and then treated their own writing as evidence. A note ends up saying a company is likely to buy something, sourced ultimately to nothing but the fact that it could. The chain looks like reasoning and contains no observation anywhere in it.

What the published balance sheet permits. It states nothing about intention. Cash and investments as published, year three Rs 312 crore Total borrowings Rs 90 crore long, Rs 150 crore short Rs 240 crore One hypothetical purchase nobody has proposed it all Rs 312 crore of cash Rs 168 crore borrowed Capacity is a fact about the statement. Intention is not on the statement at all. All three bars on one scale, 0.875 user units to the crore. The two segments of the third bar sum exactly to Rs 480 crore.
Cash and investments of Rs 312 crore against borrowings of Rs 240 crore says what Sarvani Coatings Limited could pay for and says nothing whatever about what it will do.
Try it out

Cash and investments are Rs 312 crore. What does that establish about what management intends?

Try it out

Event risk has to be recorded in a note. Number or list?

How is event risk written down in a research note?

As a named list, and each entry carries four things. The event itself, stated plainly. The balance sheet capacity that permits it, quoted from the published statement. The model lines it would replace, named specifically rather than gestured at. And the first observable, meaning the earliest thing a researcher outside the company could actually see that would tell them it had happened.

The first observable is the column people leave out and the column that does the most work. A list without it is a list of worries. A list with it is a monitoring instrument. Each row now tells the reader where to look and what would count. Without a first observable, an entry cannot ever be closed, and a risk register that only grows is a register nobody reads.

No single figure can carry any of those four columns, and that is the entire reason the instrument is a list rather than a number. A number can say twenty rupees a share. A number cannot say which twenty rupees, permitted by what, replacing which assumptions, visible first in which place. Compressing the four columns into one figure throws away everything a reader would need in order to act on it, and keeps only the part that looks precise.

The instrument itself. Four columns, and a number carries none of them. THE EVENT WHAT PERMITS IT WHAT IT REPLACES FIRST OBSERVABLE A purchase of another coatings business Rs 312 crore of cash and room on a Rs 240 crore book Net debt, the finance cost line and the revenue mix An announcement lodged at both exchanges A buyback of Rs 240 crore The same cash, put to the other use The share count, book value per share and net debt A board decision and the exchange record afterwards Neither row can be compressed into a figure without losing three of its four columns.
Each entry names the event, the balance sheet capacity that permits it, the model lines it would replace and the first observable that would show it had happened, which is why a list rather than a figure is the right instrument.
Financial Analyst Program Bootcamp — Fin Maverick

Who actually keeps a list like this, and what do they do with it on a Tuesday?

Meghna Iyer, covering the coatings names, keeps hers as four rows in the same file as the model, and she rewrites it once a quarter rather than once a year. The trigger is the results release, when the balance sheet capacity changes. Cash moves, borrowings move, and a row that was permitted last quarter may not be permitted now. When she writes a note, the list travels with the range rather than instead of it, and the two sit under separate headings so that nobody reads one as the other.

A lender does the identical work under a different name and with more force behind it. Before extending a working capital limit, a credit officer looks at what the borrower could do to the balance sheet that has nothing to do with trading badly. Could the borrower buy something and gear itself? Could it return cash it currently holds? Both questions get written into the loan documents as things the borrower agrees not to do without asking. A list of events has become a set of permissions. The lender does not forecast any of them either. The lender simply refuses to let capacity and intention drift apart without notice.

Everybody serious about this keeps two instruments side by side, one that ranges and one that lists, and the discipline is never letting either one pretend to be the other. Ravindra Setlur, sitting on the company side as chief financial officer, reads the same pair in reverse: he knows exactly which of his own capacities an outside reader can see, and he knows the reader cannot tell which one he intends to use. A household version exists too. A household budget carries a range for the electricity bill and a separate short list headed things that would change everything. On a kitchen table the difference is obvious, and nobody has ever confused the two.

India

Where the conduct rules for these events actually live

Everything above is arithmetic on a balance sheet. The Securities and Exchange Board of India (SEBI) sets what an Indian issuer must tell the market when an event of this kind is decided, and how the action itself must be conducted. The place to read it is sebi.gov.in. Requirements, thresholds and periods are amended, and a number copied out of a rule and left sitting in a lesson goes stale without anybody noticing. The rule governs as published, on the day it is needed.

The error that gets made, and what it costs

An analyst builds a careful model for Sarvani Coatings Limited, runs volume growth from 3 per cent to 9 per cent and gross margin from 44.0 per cent to 47.0 per cent, publishes the resulting range and calls it the risk. The work is genuinely good. Every step is checkable, the base year is stated, and the spread comes to about Rs 142.7 crore, or about Rs 5.95/- a share on the balance sheet measure.

A purchase is then announced. Net debt travels the whole way across, out of net cash at minus Rs 72 crore and into borrowing at plus Rs 408 crore, a move of Rs 20.00/- a share. Every operating assumption inside that published range remains untouched and correct. The analyst reports that the model broke. The model did not break. The model was answering a narrower question than the one being asked of it, and nothing inside a range built from volume and margin was ever capable of expressing a Rs 480 crore step.

The cost is a stated risk that understated the real one by a wide margin while looking rigorous, and the rigour is exactly what made it persuasive. A reader with no estimate stays alert. A reader holding a careful, checkable, thoroughly wrong estimate stops asking. Of the two states, that is much the more expensive one to be in.

The fix is not a better range. A range and a list are different instruments answering different questions, and the note carries both, under separate headings, with neither one summarising the other.

Try it out

Can event risk be forecast?

A combination, the reading of a purchase rationale, the difference between growth bought and growth grown, a change of the people running a business and a raising of fresh capital are each covered under their own headings. How a transaction is actually carried out, what it must comply with and what must be told to the market are covered under transactions and under Indian markets and regulation. How a range or a coherent set of assumptions is constructed is covered under valuation method. Risk across a set of holdings is covered under portfolio construction.

Where every figure came from

One published balance sheet and four inventions. The year three position of Sarvani Coatings Limited, meaning net worth Rs 1,486 crore, borrowings Rs 240 crore and cash and investments Rs 312 crore, is taken from the shared record unchanged. The purchase, the buyback, the rights issue and the placement are hypothetical. Not one of them has been carried out by Sarvani Coatings Limited, and not one has been proposed. The share count of 24.00 crore is an assumption the record hands over rather than derives, so every per-share figure here is built forward from it and none is back-solved out of it. Two roundings are worth stating: the buyback state computes to plus Rs 7.1186/- a share and prints as plus Rs 7.12/-, and the placement state computes to minus Rs 24.7619/- and prints as minus Rs 24.76/-. Both steps were differenced from those unrounded results and never from two printed per-share figures. The three thesis variables of 46.0 per cent, 4.5 per cent and 0.13 percentage points are quoted from the worked thesis covered separately and are not rebuilt here, and none of them is paired with the two year gross margin move of 3.0 points. The operating band of Rs 5.95/- a share is computed here from the published year three revenue of Rs 2,415 crore, and its working is set out beside the drawing that uses it. One coincidence deserves naming rather than reading. Half that band is Rs 2.9735/- a share and the published position is minus Rs 3.00/- a share, so the band's upper edge lands within three paise of zero. The near match is an accident of invented figures and means nothing at all.

Portfolio Management Bootcamp — Fin Maverick

Where to read further

BodyWhat each body is read forSiteWhen last opened
SEBIWhat must be told to the market when an event of this kind is decided, and how the action itself is conductedsebi.gov.in28 August 2026
National Stock Exchange of IndiaThe corporate action record for a listed issuer and the adjustment factor applied to its quoted historynseindia.com28 August 2026
BSE LimitedThe same record and factor from the second venue, useful because the two are worth reading against each otherbseindia.com28 August 2026
Ministry of Corporate AffairsThe company law route travelled where a combination proceeds by a scheme rather than by a purchase of sharesmca.gov.in28 August 2026
Institute of Chartered Accountants of IndiaHow goodwill arising on a purchase is measured and carriedicai.org28 August 2026

Sarvani Coatings Limited, Ravindra Setlur and Meghna Iyer 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.