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Hedge Funds Analyst · CoreTrack
1Public Equities & Securities Analysis
iEquity Research Fundamentals
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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…
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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
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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…
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2Private Markets & Alternative Investments
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How to Read Management Guidance and What It Leaves Out

Run it as a procedure, not as a reading of tone. Go to the document the company filed rather than anybody's summary of it, separate every committed number from every adjective, write down the measures nobody addressed, date each statement and note the basis it was made on, then compare it at the result on the same measure and the same definition. One period settles nothing, so score each statement separately.

Every step below is an instruction about where to look and what to write down. None of them explains what guidance is, how the filed version differs from the spoken one, or how a forecast gets built from either. Guidance, the two versions and the building of a forecast are settled elsewhere and assumed here. The order below can be run on the morning a company reports, and it finishes with a sheet somebody else can check line by line.

The order is what keeps an impression out of the reading, so the order matters more than any single step. An analyst who listens first and sorts afterwards has already formed a view, and the sorting then arranges itself around the view instead of testing it. Sort first, on the words alone, and the view has to arrive later and argue with a list. The delay is the whole design.

THE ORDER, AND THE ONE STEP THAT IS ABOUT PEOPLE 1Go to the document the company filed, not to a summary of it 2Split on the words: bounded numbers one side, adjectives the other 3Write the silence: measures that carry the year and went unmentioned 4Date every statement and note the basis it was made on 5At the result, compare on the same measure and the same definition 6Score each statement on its side of the sheet, and never net them 7Build the record across periods, and only then read the speaker Steps one to six produce facts about statements. Step seven is the only one that produces anything about people, and it cannot be reached until several periods have been through steps one to six on the same measures.
Six of the seven steps produce facts about statements, and only the seventh, which needs several periods behind it, produces anything at all about the people speaking.

Step one: where do the actual words come from?

From the company, in writing, and in three places. The primary documentThe statement a company filed itself, rather than anybody's report, note or article about it. A document that did not come from the issuer or the venue it filed with is not primary. is the results filing, which goes to the exchanges alongside the numbers. Beside it sits the released presentation, prepared for the same day. Then there is the transcriptThe written record of what was said on a results call, including the questions asked and the answers given. Companies commonly post one within a few days of the call. of the call, which is longer, less prepared and where most of the adjectives live.

All three are pulled. The three will not say the same thing, and the differences between them are information available no other way. A wedding caterer illustrates the point. There is the written quote, there is the sheet of options they left on the table, and there is the long phone call in which a cousin was told not to worry about the paneer. All three are real. Only one of them will be produced when the bill is disputed, and only the phone call contains the reassurance everybody actually remembers.

Step two exists to make a split. A summary has already made that split, and usually made it wrong. Somebody else decided which sentence was the headline, which adjective counted as guidance and which question was worth reporting. Every one of those was a judgement, none of them was recorded, and none can be undone from the summary. Starting from the filed words means starting from nobody's judgement but the company's.

THREE DOCUMENTS, ONE PERIOD, DIFFERENT WORDS Pull all three before sorting anything. The differences between them are the point. THE FILED STATEMENT Filed with the exchanges alongside the results. Written, checked and signed off before release. The shortest of the three. THE PRESENTATION Released beside the filing. Charts, headings and labels that are not in the filing. Emphasis somebody chose. Read it for what it omits. THE TRANSCRIPT The written record of the results call. Longest, least prepared, and the place the adjectives actually live. Answers, not statements. A SUMMARY OF ALL THREE has already chosen the headline and has already sorted the statements, without recording who decided what, or on what grounds. Illustrative structure only. No real filing, presentation or transcript is reproduced or paraphrased here.
The filing, the presentation and the transcript carry different words about the same period, and a summary has already chosen between them without recording the choice.
Try it out

A desk note quotes management as having guided to strong growth. Which move comes first?

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Step two: how are the statements split?

Two columns, and nothing else at this step. On the left go the committed statementsA statement that names a measure, a period and a bound. A later result can then show it to be wrong. The difference between the two kinds of guidance is settled separately.: a measure, a period, a bound. On the right go the directional statementsA statement that names a measure and attaches an adjective to it, with no number or range. A directional statement points somewhere without ever being falsifiable.: a measure and an adjective, with nothing to fail against. Read each sentence, decide which column it belongs in, move on.

Whether a statement is plausible, ambitious or likely does not belong at this point. Judging plausibility is a different job for a different afternoon, and doing it here contaminates the sort. A tailor who says the blouse will be ready by Tuesday evening has said something he can be held to on Wednesday morning. A tailor who says it will be ready soon has not, however sincerely he meant it, and the sincerity is not the thing being sorted.

Before any opinion about the speaker enters the room, the split is done on the words. Run the year three communication of Sarvani Coatings Limited, an invented paints manufacturer, through it. The left column takes exactly one entry, high single digit volume growth. The right column takes one, gross margin holding around the prior year level. Two sentences are the entire harvest of a results day: one that can ever be shown wrong, and one that cannot.

SARVANI COATINGS, YEAR THREE, SORTED ON THE WORDS COMMITTED high single digit volume growth Measurevolume growth Periodyear three, whole year Bounda floor of 7.0 per cent can be shown wrong DIRECTIONAL gross margin holding around Measuregross margin Periodyear three, whole year Boundnone, an adjective only cannot be shown wrong A whole results day produced two entries. Only the left one carries a bound, so only the left one can ever be scored.
Sorting the year three communication on the words alone gives one bounded statement on the left and one adjective on the right, and nothing else that could ever be checked.
Try it out

Sort these two: high single digit volume growth, and gross margin holding around last year.

Try it out

How many lines of a profit ladder does a typical set of guidance actually address?

Step three: how is what was not addressed written down?

The analyst takes the profit ladderThe ordered list of lines running from revenue down to profit after tax, with the costs subtracted in a fixed sequence. Its construction is covered in the accounting material. and goes down it line by line, ticking each one that was mentioned and writing down every one that was not. Then come the lines that sit outside the ladder but still carry the year: capital spend, the working capital movement, the segment split, the effective tax rate. The unticked lines are the silence.

Writing the silence down is the step people skip, and it is skipped for a structural reason rather than a lazy one. Every other step in this procedure is prompted by something already in front of the analyst. A document cannot say what it left out, so step three is prompted by nothing at all. The silence is produced from the ladder rather than from the document. The silence has to be written deliberately, or it never gets written.

The same thing happens outside finance. A household sits down to plan the month and talks for an hour about the school fee and the festival shopping, and nobody says the word electricity. The bill still arrives. Absence never announces itself, and nothing in the conversation flagged the missing bill. For Sarvani Coatings' year three, two of the eight lines that carry the year were addressed and six were not. A quarter of the ladder was spoken about, and three quarters left in the dark.

THE SILENCE, WRITTEN OUT FROM THE LADDER Year three outcomes, all invented and illustrative. The right column is what the communication touched. Volume growth6.0 per centADDRESSED Gross margin46.0 per centADDRESSED RevenueRs 2,415 croreSILENT EBITDARs 446 croreSILENT Capital spendRs 186 croreSILENT Working capital movementRs 54 crore absorbedSILENT Segment mix, industrial25.01 per centSILENT Effective tax rate25.1 per centSILENT Two of eight lines addressed, or 25.0 per cent. Six carry the year and nobody mentioned them. This list was produced from the ladder. Nothing in the document could have prompted it.
Two of the eight lines carrying Sarvani Coatings' year three were addressed, and the six left silent had to be written out from the ladder because no document reports its own omissions.

Step four: why does every statement need a date and a basis?

Because a statement is only comparable with a result that was measured the same way, and both the date and the basisHow a figure was put together: which items were grouped where, and under which policies. Change any of that and a different thing has been measured under the old name. are what make that check possible. Beside each statement go the day it was made, the period it covers, and the definitions in force at the time: which lines were grouped where, how the segments were drawn, whether a figure was reported or adjusted.

The reason is entirely practical. Definitions move. A company changes how it draws its segment reportingThe breakdown of revenue and profit by business or geography that a company publishes alongside its consolidated figures. How segments are drawn is a policy the company sets and can revise. boundaries, or restates a cost from one heading into another, and the line that carries a name in the statement is no longer the line carrying that name in the result. A statement made before a change in definitions cannot be compared with a result reported after one, and the date attached at this step is the only thing that makes the mismatch visible at all.

A shopkeeper quotes a price in March, and in June the same item costs more, but the quote covered delivery and the June price does not. Neither figure is dishonest. The two figures are answers to two different questions wearing the same label, and only the date on the quote signals that a check is needed.

FOUR CHECKS BEFORE ANY COMPARISON IS EVEN AVAILABLE Same measure? Same definition? Same period? Same basis? ALL FOUR HOLD The comparison is available. Score the statement against the result and write both figures down. ANY ONE FAILS Record the mismatch and stop. adjust until the two agree The mismatch is itself the finding. Adjusting a statement onto new definitions hides the change from the reader as well as from the analyst, and produces a comparison that looks completed while resting on a measurement nobody ever made.
A statement can be scored against a result only when the measure, the definition, the period and the basis all survived intact, and any one failure ends the comparison.
Try it out

The statement predates a change in segment definitions and the result follows it. What now?

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Step five: how is a statement compared against the result?

Put the statement and the result side by side, on the same measure, the same definition and the same period, and write both numbers down without editorialising. For Sarvani Coatings' bounded statement the comparison runs: high single digit volume growth, taken at a floor of 7.0 per cent, against volume that came in at 6.0 per cent. One percentage point short. The growth rate was measured from the prior year revenue of Rs 2,120 crore. Valued on that base, the missing point is Rs 21.2 crore of revenue that did not arrive.

For the adjectival statement the comparison runs the other way. The adjective pointed at the prior year gross margin, 44.0 per cent, and said the measure would hold near it. Gross margin came in at 46.0 per cent, 2.0 points above. On year three revenue of Rs 2,415 crore, holding at 44.0 per cent would have given gross profit of Rs 1,062.6 crore. The published figure is Rs 1,111 crore. The difference is Rs 48.4 crore of gross profit above what the adjective pointed at.

The same shortfall measured against a different base is a different number, and no reader can tell which base was used, so the base a comparison was taken on is always stated. The one percentage point of volume is Rs 21.2 crore on the year two base of Rs 2,120 crore and about Rs 24.2 crore if taken on year three revenue instead. Both arithmetic is correct. Only one of them answers the question asked, and writing the base beside the figure is what lets somebody else find out which.

Try it out

Sarvani Coatings guided to high single digit volume growth, a floor of 7.0 per cent, and delivered 6.0 per cent. Valued at the prior year revenue of Rs 2,120 crore, what did the missing percentage point cost in revenue?

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Step six: why is each statement scored separately?

Because the two statements were never about the same thing, so any figure combining them measures nothing that exists. Volume growth and gross margin sit on different lines, are driven by different forces and were made with different degrees of commitment. One column of the sheet takes the volume observation. The other takes the margin observation. There is no third column.

A single number is easier to carry into a meeting and easier to compare across companies, so the temptation to produce one score is strong. Resist it. Any school report makes the point: a child scores 30 in mathematics and 95 in drawing, and the average of 62.5 describes no child in the room. Both real facts vanish into it, and the one useful instruction, get help with mathematics, vanishes with them.

Netting a Rs 21.2 crore shortfall against a Rs 48.4 crore surprise produces Rs 27.2 crore and destroys the information in both. The Rs 21.2 crore is revenue that did not arrive on a statement management chose to put a bound around. The Rs 48.4 crore is gross profit that did arrive, above a level management was cautious about. The shortfall and the surprise are two findings pointing in opposite directions, and that is the most useful shape a set of observations can have. The netted figure has neither of them in it.

TWO OBSERVATIONS, AND WHAT NETTING THEM COSTS SCORED SEPARATELY, AS THE PROCEDURE REQUIRES what was guided Volume growth minus Rs 21.2 crore of revenue Gross margin plus Rs 48.4 crore of gross profit NETTED INTO ONE, WHICH THIS PROCEDURE REFUSES One score plus Rs 27.2 crore of nothing both observations recoverable from this Rs 21.2 crore is revenue that did not arrive. Rs 48.4 crore is gross profit that did. They are different lines, measured on different bases, so the Rs 27.2 crore between them corresponds to nothing anybody can point at.
Netting the Rs 21.2 crore volume shortfall against the Rs 48.4 crore margin surprise gives Rs 27.2 crore, a figure that carries neither observation and points at nothing.
Try it out

A miss on volume sits beside a beat on margin. Which single score covers both?

Try it out

After one year of running this procedure, what is known about the management team of Sarvani Coatings?

Hypothesis Testing teaches you to run a test, say what it can and cannot support, and recognise a manufactured result.

Step seven: what does a record across periods give?

The chance, eventually, to say something about the people speaking. Nothing before step seven permits it. A single sheet holds one row per statement per period, carrying the measure, the bound, the result, the base and the definitions in force. The sheet is added to every period. Beside the sheet, written in advance, sits what would change the reading of the speaker. The reading is decided before the evidence arrives, not after.

One year of Sarvani Coatings gives two observations: a bounded volume statement that came in below its floor, and an adjectival margin statement that came in two points above the level it pointed at. Two observations are not a record of anybody. Five years of the same two measures would give ten observations. If definitions moved in one of those years, the two rows for that year are voided rather than adjusted, leaving eight comparable ones. Everything in steps one to six produces facts about statements, and only a run of periods long enough to show a habit produces anything about the speaker.

A vegetable seller is not judged on one morning's tomatoes. The judgement rests on whether the crate at the back matches the crate at the front, week after week, through a good season and a bad one. A single visit tells only about that visit. Only the repetition, on the same stall and the same vegetables, becomes knowledge about the person.

ONE PERIOD IS NOT A RECORD AFTER YEAR THREE ALONE Year three two observations, one on each statement, and no record of anybody AFTER FIVE YEARS OF THE SAME TWO MEASURES Year three Year four Year five Year six Year seven definitions moved, both rows voided Ten observations across five years, of which eight survive a change in definitions. One year gives two, and two is not a habit.
Five years of the same two measures produce ten observations and eight comparable ones after a definition change, while a single year produces two and no habit.

What does the whole procedure look like, run end to end?

The complete run on Sarvani Coatings Limited's year three communication follows. Not a single row of it holds an opinion about a person.

StepWhat is doneResult on year three
1Pull the filing, the presentation and the transcriptthree documents, no summary
2Sort every sentence on the wordsone bounded, one adjectival
3Write the silence out from the laddersix of eight lines unaddressed
4Date each statement, note the basisstart of year three, definitions intact
5Volume, floor of 7.0 per cent against the result6.0 per cent, one point short
5Gross margin, 44.0 per cent against the result46.0 per cent, two points above
6Score the volume statement on its lineminus Rs 21.2 crore of revenue
6Score the margin statement on its lineplus Rs 48.4 crore of gross profit
7Add both rows to the recordtwo observations, year one of it
Stop, and hand overno reading of management yet

Each entry is either a document a colleague can open for themselves or a division they can do again on the back of the same envelope. There is one test that matters for work of this kind, and this is it: could somebody handed the sheet rebuild every line without needing to ask a single question? There is nothing behind the word confident to rebuild, so a sheet containing it fails that test immediately.

Notice too what the run refuses to do. The run does not decide whether missing the volume floor was excusable, whether beating on margin was skill or a gift from input prices, or whether Sarvani Coatings' management is candid. All three are real questions. None of them is answered by anything above, and the run is more useful because it stops cleanly at the boundary rather than drifting across it.

One more thing about the run. Six of the seven steps are sorting operations performed on words, and a slider cannot sort a sentence. One genuinely numerical relationship remains: a bounded statement measured against the result it is scored on. Step five works it through with the base written beside it, and that division is the whole of the arithmetic this procedure ever needs.

The revision that nobody could audit

Meghna Iyer listens to a results call, forms the impression that management sounded confident about the year ahead, and raises her forecast that evening on the strength of it. Nothing dishonest has happened. The call really did sound confident, and she really did think so.

Running steps two and three over the same call, though, yields one bounded statement, one adjective and a silence covering six of the eight lines that carry the year. The raised forecast rests on none of the three, so nobody, including Meghna Iyer, can say later what it was raised against. The cost is not that the revision was wrong. The revision may well turn out right. The cost is that it is unauditable: it cannot be attributed to anything if it fails, it cannot be repeated if it succeeds, and it teaches her nothing either way. Twelve months later the note simply says the forecast changed.

The fix is one line of discipline. A revision is written against a named statement or a named number, recorded beside it. If none can be named, the revision was not made for a reason, and the honest move is to leave the forecast where it is until one can be.

THE REVISION NOTE, AND WHAT IT NEVER NAMED REVISION NOTE, AS ACTUALLY WRITTEN Datethe evening of the results call Changeforecast raised Reason recordedthe call sounded confident Written againstnothing Nobody can audit this a year later, including the person who wrote it. WHAT THE PROCEDURE PRODUCED one bounded statement one adjective six measures in the silence The revision names none of the three. Illustrative artefact. A revision written against a named statement or a named number can be checked later; this one cannot.
A revision raised on tone names no bounded statement, no adjective and nothing in the silence, so nothing recorded beside it can ever be checked.
Try it out

Two analysts run this procedure on the same call and disagree about what management meant. Which part of their work can they actually settle between them?

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Who actually runs this, and on what morning?

A buy side analyst runs it on results morning, before the price has settled and before anybody in the room has said the word confident out loud. The sorted sheet goes into the file with the date on it, and its real value arrives two years later, when somebody asks whether this management has a habit of guiding cautiously on the measure they later beat.

A credit analyst at a lender runs a narrower version, caring less about the bounded statements and much more about the silence. The lines that were never addressed are usually the lines a lender cares about: capital spend, the working capital movement, how much of the year's cash actually stayed in the business. For Sarvani Coatings, all three of those sat in the silence, and a lender who noticed that has a specific question to ask rather than a general unease.

A household investor with three shares and a Sunday afternoon runs the shortest version of all, and gets most of the benefit. Open the filing, find the two or three sentences that name a measure, write them on the back of an envelope with the date, and look at the envelope next year. The discipline costs nothing but the willingness to write things down before an opinion has formed. More resources make the procedure faster, never better.

India

Where the words are filed, and who sets the obligations around them

A listed company's results filing, the presentation released beside it and, where the company posts one, the transcript of the results call are all lodged with the exchanges, and both venues carry them at nseindia.com and bseindia.com. Disclosure about a period that has not yet happened, the treatment of information that moves a price, and the conduct expected of anybody publishing research on a listed company are all set by the Securities and Exchange Board of India (SEBI).

Thresholds, filing periods, timetables and the rule text itself sit at sebi.gov.in. The rules are amended from time to time, and the wording in force on the day a statement is made is the wording that governs it.

What guidance is, and how a filed statement differs from what gets said on a call, is covered separately and assumed here. How a forecast is actually built from drivers, and how a set of estimates gets aggregated into an expectation, are both covered separately. What a profit ladder is, what a segment is and what an effective tax rate measures belong to the accounting material.
Try it out

Last one. Name what a revision must be written against.

Where can any of this be checked?

Two addresses, and neither of them supplies a number. These two places hold what the procedure actually runs on: the words a company put its name to, and the rules about saying them.

Who holds itWhat sits thereWhere to look
The exchangesA listed company posts its results filing there, the presentation it releases beside it, and in most cases the written record of the call that followsnseindia.com and bseindia.com
SEBIThe obligations attaching to what a listed company says about a period that has not happened, and the conduct expected of anybody who then publishes research on itsebi.gov.in

Sarvani Coatings Limited and Meghna Iyer are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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