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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
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ivExits
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How to Update Research After an Earnings Release

A results release is worked in order. The basis comes first, then the questions the view actually rests on, and the headline last rather than first. Most releases move several numbers and no views, and telling those two apart is the whole skill. Finishing an update having changed nothing is a finished update, not a wasted one.

Everything below sits on one distinction, set up in researching a company from a standing start and put to use here. Research on a company ends with a view and with the questions that view is standing on. When the next set of results arrives, the release does not know what those questions were. The release arrives as a list of figures arranged in the order the company chose, and working out which of those figures touch anything the analyst is actually uncertain about is the analyst's job, not the company's. Almost none of them will.

What order does an update actually run in?

Seven steps, and the order is the point. The analyst checks what basis the figures are on, goes to the written questions, sorts what moved into things that changed a number and things that changed a view, names which figures could have borne on a question at all, deals honestly with the gap between the release and the forecast, writes down what the release taught, and then stops.

The headline figure is not step one and it is not step two, and a reader who starts there has handed the ordering of their own research to whoever wrote the press note. That is not a complaint about companies. A results release is written for lenders, employees, journalists, index compilers and shareholders at once, and it leads with what is legible to all of them. The analyst's questions belong to the analyst alone, so nothing in the release is arranged around them.

Consider a school report for a child a parent knows well. The one line every reader can use is the overall grade, so the report leads with it. But a parent is not every reader. The two things that parent was actually worried about are already known, whether the handwriting improved and whether the child is speaking up in class, and a good parent goes to those two lines before the grade. The grade is real. The grade is just not what the parent came for.

THE ORDER AN UPDATE RUNS IN, AND WHAT EACH STEP LEAVES BEHIND 1 Check the basis before reading any number at all SAME BASIS 2 Go to the written questions, not to the headline A FILTER 3 Sort a changed number from a changed view THE TEST 4 Name which figures could bear on a question at all THE EVIDENCE 5 Separate a wrong number from a broken mechanism TWO ERRORS 6 Write down what moved, what it touched, what is open A RECORD 7 Stop, whether or not every figure has been read AN END THE HEADLINE FIGURES ARE REACHED AT STEP SEVEN, NOT AT STEP ONE
An update checks the basis, goes to the questions the view rests on, and reaches the headline figures last rather than first, which is the reverse of the order a release is written in.
Try it out

A results release contains roughly thirty figures. Before any of them are read, how many would be expected to change a view?

Step one: what is checked before reading a single number?

Four things, and none of them is a number the analyst came for. Is the statement standaloneFigures for the parent company by itself, leaving out the entities it holds a controlling stake in. How the two presentations are built is settled in the accounting material. or consolidatedFigures for the parent company and the entities it controls added together as one economic unit, with dealings between them removed.. Then the period the statement covers, and the period it is being compared against. Has any corporate actionA company level event that changes the shape of the equity or the entity, such as a bonus issue, a split, a merger or a sale of a business. Settled in the listings material. occurred since the last set examined. And have the prior period figures been restatedPrior period figures reissued on a new basis so they can be read alongside the current ones, usually after an accounting change or a reorganisation. Settled in the listings material..

The basis comes first because a comparison drawn across a restated period is not a comparison at all, and no amount of careful reading further down can repair it. If last year has been recast and this year has not, or the entity has absorbed a business partway through, then every growth rate calculated is measuring two different things against each other and calling the difference performance. Why restatement happens and what it does to a per share figure is covered separately. A restatement has to be looked for before the reading starts.

There is a household version of this that most people already do without naming it. A household is checking whether the electricity bill went up. Before the two amounts are compared, the number of days each bill covers gets checked. A sixty two day bill against a thirty day bill is not a price increase, it is a calendar. Nobody finds that subtle. The same check becomes subtle only when the two periods are both called quarters and the difference is buried in a note.

FOUR CHECKS THAT STAND BETWEEN THE RELEASE AND ANY COMPARISON THE RELEASE as it arrives Standalone or consolidated? What period, against what period? Any corporate action since last time? Have the prior figures been restated? SAME BASIS now comparable on both sides SKIP THE RESTATEMENT CHECK AND EVERY GROWTH RATE BELOW IT IS MEANINGLESS
Four checks sit between the release and any comparison, and a skipped restatement check makes every growth rate calculated afterwards a comparison of two different things.
Try it out

The release opens with a note saying the prior period figures have been restated after a corporate action. What comes first?

Equity Research Bootcamp — Fin Maverick Spotting Quality of Earnings Red Flags — free micro-course from Fin Maverick

Step two: what comes first, the headline or the written questions?

The written questions, and this only works if they were written down. Researching this company from a standing start ended with exactly two for Sarvani Coatings Limited. First, can gross margin sit at 46.0 per cent from here, or has the company just touched its high point on the way back down. Second, was the 0.13 point move in share of the field the start of something or a single good year.

A reader who wrote two questions down at the end of the previous note opens the release holding a filter, and a reader who did not opens it holding nothing and reads in whatever order the company printed. That is the entire difference, and it is available to anybody for the cost of two sentences typed at the end of a note.

Neither question is "will the results be good", and neither is "will profit beat the market". Both are narrow, both name a specific figure, and each can in principle be settled by one named disclosure. Narrowness is what makes step four possible at all. Which figures bear on a question cannot be asked until the question is sharp enough to have an answer.

Spotting Quality of Earnings Red Flags teaches you to test whether a reported profit is a sound base to forecast from.

Step three: how is a changed number told apart from a changed view?

A number changes every single period. Moving is what a number does. A view changes only when something the view was resting on has moved. A changed number and a changed view are different events, they happen at wildly different frequencies, and confusing them is the most common way a research process turns into noise.

Most releases change many numbers and no views, and treating every release as informative is exactly how a research process fills up with movement that means nothing. Revising something after every set of results is not responsiveness. Revising on that schedule is being led, one quarter at a time, by whatever moved most.

The test is mechanical once the two questions are in hand. A line is taken from the release and set against what the view was standing on. If the line is not one of those supports, it changed a number. If it is one of those supports, a second question follows: did it move, or did it merely appear again at the same level? A support that appears again unchanged is comforting, and comfort is not a change of view.

ONE RESULTS RELEASE, FOURTEEN LINES, SORTED INTO TWO BINS CHANGES A NUMBER 14 OF 14 CHANGES A VIEW NOTHING LANDED HERE FOURTEEN NUMBERS MOVED AND NOT ONE OF THEM MOVED A VIEW
Every one of the fourteen lines on this release changed a number and none of them changed a view, which is the ordinary result of an update rather than an unusual one.
Try it out

Profit is well ahead of last year, and the cost of materials sits unchanged at 54.0 per cent of revenue. Has the margin question been answered?

Step four: which figures could bear on a question at all?

Now go the other way. Instead of sorting what arrived, name in advance what would have to arrive for each question to move. The margin question asks whether 46.0 per cent is somewhere gross margin can sit or the top of a climb, and the case record is explicit that the gain came from realisationRevenue per unit sold, meaning what the average unit actually fetched. Realisation moves with both price and the mix of what was sold, so the two have to be separated. outrunning input cost per unit rather than from input cost falling. So the evidence that would move it is a volume and realisation split, or a segment disclosureResults broken out by line of business rather than reported as one total, so a reader can see which part of the company produced the movement. separating decorative from industrial. The share question needs a figure for the whole field over the same period. A single company's release cannot contain one.

The figures that would update a view are usually not the figures a release leads with, and that gap is a fact about who a release is written for rather than a criticism of the company that wrote it. A release leads with revenue, profit and earnings per share because those are the lines every reader shares. The two questions here are shared by nobody.

WHAT THE RELEASE CARRIED, AND WHAT IT DID NOT ON THE RELEASE Revenue, Rs 2,750 crore Cost of materials, Rs 1,485 crore Gross profit, Rs 1,265 crore EBITDA, Rs 508 crore Profit after tax, Rs 315 crore Earnings per share, Rs 13.13/- and eight further lines like them NOT ON THE RELEASE A volume and realisation split, which the margin question needs A segment disclosure separating decorative from industrial A revenue figure for the whole field over the same period THE THREE DISCLOSURES THAT WOULD HAVE MOVED A VIEW ARE THE THREE THAT ARE ABSENT
The release carried fourteen lines and none of the three disclosures that either open question actually needed, which is the ordinary shape of a release rather than a hidden one.
Try it out

Which single disclosure would have done most to settle whether gross margin can sit at 46.0 per cent from here?

Step five: the forecast missed. What was actually wrong?

Say Meghna Iyer had written down a profit after tax forecast of Rs 355 crore, and the release printed Rs 315 crore. She is Rs 40 crore adrift, a miss of 11.3 per cent, and a miss that size is bad by any standard. The temptation is to treat that as a verdict on her thinking.

A forecast number is almost never right, so the useful question after a miss is not whether the number was right but whether the mechanism described still holds. Her mechanism was that the cost of materials would sit at 54.0 per cent of revenue. The cost of materials sat at exactly 54.0 per cent of revenue. The cost behaviour she claimed to understand ran precisely as she said it would, and she still missed the profit line by 11.3 per cent. A profit forecast also carries a revenue estimate, an expense estimate, a depreciation estimate and a tax rate, and any of those can be adrift while the mechanism is intact.

A broken mechanism and a wrong number are two different errors, and they carry two different repairs. A broken mechanism means the story told about the business was wrong, and the work has to be redone. A wrong number on an intact mechanism means the arithmetic or the inputs were off, worth noting and not a reason to change the account of what is happening. Confusing the two is what makes sound work look broken and, just as often, makes a lucky number look like understanding.

TWO THINGS CAN BE WRONG, AND THEY ARE NOT THE SAME THING THE NUMBER LANDED THE NUMBER MISSED MECHANISM HELD MECHANISM BROKE Nothing to repair. The story held and the arithmetic landed, which is the rarest cell of four THE ARITHMETIC WAS WRONG Rs 355 crore forecast against Rs 315 crore printed, cost line exactly where she assumed Right for the wrong reason, the most dangerous cell because it feels like skill THE THESIS WAS WRONG and the work has to be redone ONLY THE BOTTOM ROW IS A REASON TO CHANGE THE VIEW
A profit forecast can miss by 11.3 per cent while the mechanism behind it held exactly, and only a broken mechanism is a reason to change the view.
Try it out

The profit forecast missed by 11.3 per cent, and the cost of materials landed at exactly the 54.0 per cent assumed. What was wrong?

Step six: what actually gets written down?

Four fields, and they take five minutes. What moved. Whether it touched a question. The new answer to that question, if there is one. Whatever is still open. Four fields are the whole record, and the record is worth more than any single conclusion reached this year.

The outcome cannot show which parts of the work were sound. A record of the reasoning is the only thing that can. Judging research by how a position turned out is covered separately: the outcome is a fact about the world, not a fact about the quality of the thinking that produced it, and grading work by its result rewards luck and punishes care with equal enthusiasm. The record is the alternative. The record puts the reasoning on paper before the answer is known, and that is the only moment at which it can be written honestly.

There is nothing sophisticated about the form. A shopkeeper who writes "took extra stock in before the festival because last year I ran out on day two" has done exactly this, and next year they can tell whether the reasoning was sound separately from whether the festival was busy. Without the note, all they have is a takings figure and a story assembled after the fact.

THE RECORD THAT SURVIVES THE UPDATE, FOUR FIELDS SARVANI COATINGS LIMITED, UPDATE AGAINST THE LATEST RESULTS RELEASE WHAT MOVED Fourteen lines, all of them, revenue to earnings per share DID IT TOUCH A QUESTION Three lines touched the margin or share question. None of the three moved from where it already sat NEW ANSWER None. Neither question was settled either way STILL OPEN Both, and now with a named list of what would settle them NO VIEW CHANGED. UPDATE COMPLETE.
Four fields hold the whole record of an update, and the honest entry here is that both questions stayed open with a named list of what would settle them.
Try it out

Which of these three entries in an update record is doing the most work a year from now?

Step seven: when does an update stop?

An update stops when three things are true. The basis has been checked. Each open question has either been addressed or explicitly left open with a note of what would settle it. The record is written. Three conditions are the whole stopping rule, and none of them is "every figure in the release has been read".

An update that changes nothing is a finished update, not a wasted one, and a process that cannot record a null result will keep manufacturing changes to justify the time it spent. The stopping rule is the hardest of the seven to act on. An hour spent producing no revision feels like an hour wasted, and the feeling is wrong. The field handed over no answer this period, exactly what would have done so is now known, and that stands in writing.

Compare it to a health check that comes back clear. Nobody says the appointment was pointless because nothing was found. The information is precisely that nothing was found, and it is worth having because it was looked for properly.

What must never be a step?

Revising a view because the share price moved after the release. Not softening the view, not hardening it, not quietly adjusting a forecast until the arithmetic agrees with where the price now sits.

A price move after a release is a great many other people updating their own assumptions at once. The move may be informative about what they had assumed, and it is not evidence about the business. If the price falls sharply on a release the analyst read as unremarkable, the useful reading is that others were carrying an expectation the analyst did not know about, and that is a question about positioning rather than about the company. Positioning may be worth pursuing. The price has disclosed nothing about the business, so a price move is no reason to revise the account of the business.

THE ONE ROUTE THAT IS NEVER A STEP THE PRICE, THE MORNING AFTER release other people revising their own assumptions NOT A ROUTE THE VIEW Changes only when something it was resting on has moved, and nothing here rested on a price the two questions are untouched A PRICE MOVE IS EVIDENCE ABOUT OTHER PEOPLE, NOT ABOUT THE BUSINESS
A price move after a release is other people updating their own assumptions, which is evidence about what they assumed rather than evidence about the business.
Try it out

The share price falls sharply the morning after a release read as unremarkable. What has that established?

What does the whole procedure look like on one release?

Sarvani Coatings Limited has published a fresh set of results. How the release below was built matters for what it can and cannot show. Revenue is grown at the company's own published rate of 13.9 per cent, every cost line is held at exactly the share of revenue it took in year three, finance cost and other income are held at their published amounts because neither moves with revenue, and tax is struck at the published effective rate. Every ratio on this release is therefore a ratio the company has already reported. Only the period is new.

Step one, the basis. The figures are standalone, they cover a full year against the full year before it, no corporate action has occurred since the last set, and no prior period figure has been restated. Both sides are on the same basis, so a comparison is permitted. ComparabilityThe condition that two periods are stated on the same basis, so that a difference between them reflects a change in the business rather than a change in how it was measured. is not a formality. Being on the same basis is the licence to do everything that follows.

Step two, the questions. Can gross margin sit at 46.0 per cent from here. Was the 0.13 point share move the start of something. Straight past the profit line, straight to those two.

The release, line by line, against the year before it
LineYear threeThe releaseWhat changed
RevenueRs 2,415 croreRs 2,750 croreUp 13.9 per cent
Cost of materialsRs 1,304 croreRs 1,485 crore54.0 per cent both years
Gross profitRs 1,111 croreRs 1,265 crore46.0 per cent both years
Employee costRs 205 croreRs 233 croreUp 13.7 per cent
Other expensesRs 460 croreRs 524 croreUp 13.9 per cent
Earnings before interest, tax, depreciation and amortisation (EBITDA)Rs 446 croreRs 508 crore18.47 per cent both years
Depreciation and amortisationRs 92 croreRs 105 croreUp 14.1 per cent
Earnings before interest and tax (EBIT)Rs 354 croreRs 403 crore14.66 to 14.65 per cent
Finance costRs 21 croreRs 21 croreUnchanged
Other incomeRs 38 croreRs 38 croreUnchanged
Profit before taxRs 371 croreRs 420 croreUp 13.2 per cent
TaxRs 93 croreRs 105 crore25.1 to 25.0 per cent
Profit after taxRs 278 croreRs 315 croreUp 13.3 per cent
Earnings per shareRs 11.58/-Rs 13.13/-Up 13.4 per cent

Step three, the sort. Fourteen lines moved and not one of them moved a view. The two lines that come closest are these. The cost of materials sits at 54.0 per cent of revenue, exactly where it sat, and gross margin sits at 46.0 per cent, exactly where it sat. Both of those bear directly on the margin question. Neither of them moves it. Sitting still for one more year fits a margin that can be held, and it fits a high point that has simply not turned yet. The share question stands apart. A single company's release names only its own figures, so no line of this one reaches the field at all. Revenue growing 13.9 per cent is only a share gain against a known figure for the whole field, and the release does not say.

Step four, what was absent. Three disclosures would have moved something and none of them arrived: a volume and realisation split, a segment disclosure separating decorative from industrial, and a revenue figure for the whole field over the same period. Naming those three is the most valuable output of this update. The list says exactly what to look for next time, and it prevents a second reading of the same fourteen lines with more attention.

Step five, the forecast. Meghna Iyer had Rs 355 crore against a printed Rs 315 crore, a miss of 11.3 per cent, while the cost line she had assumed at 54.0 per cent came in at 54.0 per cent. Her mechanism held and her arithmetic did not. A year from now the mechanism and the arithmetic will need to be read separately, so the distinction goes in the record as two separate lines.

Step six and seven, the record and the stop. Fourteen lines moved, three of them touched a question, none of the three moved from where it already sat, no new answer, both questions still open with a named list of what would settle them. The basis was checked, both questions were addressed, the record is written. Stop. The honest output of this update is that no view changed, and that is a successful update rather than a wasted one.

Play with it

Sort the release yourself, one line at a time

Two questions are open, and every line of the release has to go into one of two bins. The panel loads with the whole release already sorted, exactly as the worked example above leaves it. Start over clears the sort so the calls can be made afresh, and the two bins redraw with each call.

Question one. Can gross margin sit at 46.0 per cent from here, or was that the high point?
Question two. Was the 0.13 point move in share of the field the start of something?
The release, sorted
All fourteen lines have been placed.
WHERE THE LINES ARE LANDING CHANGES A NUMBER 14 CHANGES A VIEW nothing here yet SORTED 14 of 14
Changes a number
14
Changes a view
0
Calls right
not started
Every line on the release is in the left bin. The right bin is empty, and that emptiness is the finding.
All fourteen lines are sorted. Fourteen changed a number, none changed a view, and the margin question and the share question both remain exactly where they were.
Educational illustration built on invented figures. The release is constructed by growing revenue at the published rate and holding every cost line at its published share of revenue, so every ratio in it is one the company has already reported. The two open questions are the ones carried in from the previous note.

Who runs this, and what it saves them

A fund analyst covering twenty companies faces four results seasons a year, or eighty releases. Read cold, that is eighty documents each capable of producing a revision. Run through this order, most of those eighty produce a two line record and no change, and those null results are what make covering twenty companies possible at all rather than a permanent state of reaction.

A household investor holding six shares faces the same arithmetic at smaller scale, and usually solves it the wrong way, either by reading nothing or by reacting to whichever headline was loudest. Two written questions per holding turns twenty four releases a year into a short list of things to check.

A lender monitoring a borrower is doing a narrower version with a different pair of questions, usually about cover and about the cash cycle, and the procedure is identical: check the basis, go to the covenant lines, sort what moved, record it. The questions differ. The order does not.

The revision nobody can audit later

An analyst opens a release, sees profit after tax comfortably ahead of last year, and marks their view up. The release contained nothing whatever that touched either of the two questions their view was actually standing on. The margin question needed a cost line to move or a mix to be disclosed, and neither happened. The share question needed a field figure, and a single company cannot supply one.

The analyst now holds a view that differs from last month's for no reason that was ever written down. Twelve months later, when somebody asks why the view is where it is, the honest answer is that a profit headline was ahead in one period, and nobody, including the analyst, can reconstruct whether that mattered. Repeat that across a coverage list and across a few years and the result is a set of views that drift with headlines. No record of reasoning exists to grade, so those views cannot be audited and cannot be improved.

The repair is one rule and one habit: a view changes only when something it was resting on has moved, and the two questions written at the end of the previous note are what make that testable rather than a matter of taste.

Try it out

An update finishes, the record says no view changed, and it took an hour. Was the hour worth spending?

India

Where the filing and the obligations sit

In India the disclosure obligations on a listed issuer and the conduct expected of a person publishing research are set by the Securities and Exchange Board of India, and the results filings themselves are lodged with the exchanges. All of that can be amended, so it should be read where it is written rather than from any summary of it. Confirmation at source comes before reliance.

Researching a company from a standing start, which is where the two questions used here came from, is covered separately. Judging whether reported earnings are of good quality, and the wider work of earnings analysis, are covered separately. Valuation method is covered separately.
Financial Analyst Program Bootcamp — Fin Maverick

Where do the filing and the obligations actually live?

Filing duties and their deadlines are a conduct and disclosure matter, they get amended, and a written summary is the worst possible place to learn them from. Take the obligation from the regulator that writes it and the filing from the venue that received it, and never carry either into an update out of memory.

Every outside thing an update leans on, and where to go for it

Checked at its own source, not carried from memory
What is being checkedWhere it sitsSite or document
The results filing itself, and the hour at which it reached the marketNational Stock Exchange of India, corporate announcementsnseindia.com
The same filing lodged at the second venue, which helps when one posting lagsBSE Limited, formerly the Bombay Stock Exchange, corporate announcementsbseindia.com
Disclosure duties placed on a listed issuer, and the conduct expected of anyone publishing researchSecurities and Exchange Board of Indiasebi.gov.in
Grading a decision by how it happened to turn out, and why a written record is the alternativeAnnie Duke, Thinking in Bets, 2018Book, credited where step six uses it

Sarvani Coatings Limited, the rival makers named around it and Meghna Iyer are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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