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Patterns

Companies fail in new stories but old shapes. Each post-mortem on Fathom ends in a pattern card: the signal, the mechanism behind it, and the exact place in a filing where you can check it. This page collects all of them, so the lessons work as a lookup, not just a story.

A pattern is the reusable shape underneath a company's story: debt-funded growth into losses, a moat under attack, profit that never reaches the owner. Companies fail in fresh headlines but old shapes, so learning the shapes lets you spot trouble early, even in a business you have never seen before. Every pattern below is drawn from a real Fathom case study and points to the exact line in a filing where you can check it.

Debt-funded acquisition into losses
SignalA company buying a loss-making competitor with borrowed money, in an industry that already struggles to earn a decent return.
MechanismThe debt is fixed and permanent. The savings the deal promises are neither. In a business with no power to raise prices, the interest has to come out of a margin that the next price war will take away, so the company loses the room it needs to survive an ordinary bad year.
Where to checkThe acquisition note in the annual report of the year of the deal, for what was paid and how it was funded. Then borrowings and finance costs in the three annual reports that follow. Then the shareholders' funds line on the balance sheet, which tells you how much cushion is left.

But not always. Buying a rival with debt is not always ruinous. It works when the purchase removes a competitor from a market that can then charge more, which is roughly what happened to Airtel when a dozen operators became three and tariffs finally rose. Jet's purchase added fixed cost to a fare war it could not end. So the test is not the size of the cheque, it is whether the deal leaves the industry with fewer people willing to cut prices.

See it happen: Jet Airways (India) Ltd, 1993 → 2024
One good deal mistaken for a formula
SignalA company that keeps citing one celebrated past acquisition as the reason to make the next one.
MechanismA brilliant first deal is read as proof of a repeatable skill, when it was really a rare alignment of a cheap distressed seller, a fixable problem, unbuyable market access and a rising cycle. Management repeats the move on assets that lack one or more of those ingredients, usually funding it with debt, and the misses accumulate faster than the one hit can cover.
Where to checkThe acquisitions and goodwill notes and the segment disclosures across several annual reports. Look for a repeated cadence of buying, rising debt funding it, and the acquired segment's profit share falling even as its revenue share climbs. Large and loss-making overseas revenue is the warning, not large revenue.

But not always. Serial acquisition is not always a trap. Some companies genuinely industrialise it, with a disciplined price ceiling, cash rather than debt funding, and a real integration engine that has worked across many deals, not one. The danger sign is specifically the single-triumph justification and debt-funded expansion into assets that do not share the reasons the first one worked.

See it happen: Crompton Greaves (now CG Power), 2005 → 2020
Currency-mismatched debt
SignalA company borrowing in a currency it does not earn in.
MechanismThe loan is fixed in dollars while the revenue arrives in rupees. If the rupee weakens, the debt grows in the company's own books without management making a single new mistake, and it grows fastest in exactly the years when business is already bad.
Where to checkThe borrowings note in the annual report, which splits the debt by currency and by maturity. Read it against the revenue or segment note showing where sales actually come from. If the two do not match, the mismatch is the risk, and the size of it is the size of the debt.

But not always. Foreign borrowing is not a sin in itself. An exporter that earns dollars and borrows dollars is hedged by its own business, and pays a lower interest rate for the privilege. The danger is the mismatch, not the currency. And keep the second half of this story separate from the first: clearing debt by issuing new shares rescues the company, not the shareholder, so check the equity capital line every year whatever the debt is doing.

See it happen: Suzlon Energy Ltd, 2008 → 2026
The consolidated vs standalone gap
SignalConsolidated profit sitting persistently and far below standalone profit.
MechanismThat difference is what the subsidiaries lose. A good core business is quietly funding other people's bad ones, and because the loss only becomes a headline when it is written off, the write-off lands years after the cash actually left. By then it is old news dressed as a shock.
Where to checkPut the consolidated profit and loss account next to the standalone one in the same annual report, and read the gap for five years running. Then turn to the subsidiary schedule, the AOC-1 at the back, which lists every subsidiary with its own revenue and profit. The losers are named.

But not always. A gap is not automatically a warning. A company deliberately building something new will lose money in subsidiaries for years and be entirely right to do so. The questions that separate the two are how long the losses have run, whether they are narrowing, and whether management has ever stated a return threshold and then actually honoured it. Mahindra's recovery began the day it set a hard 18% return rule and walked away from businesses that failed it, including one it had owned for a decade.

See it happen: Mahindra & Mahindra, 2018 → 2020
Growth that never reaches the owner
SignalRevenue keeps growing for years while the share price does not move at all.
MechanismSomething is standing between the growth and the owner, and it is usually one of three things: interest on borrowed money, capital spending that has to be repeated forever, or a price war that takes back every rupee of extra volume. The business gets bigger. The owner gets nothing.
Where to checkThe cash-flow statement in the annual report. Put cash from operations next to purchase of fixed assets, and put finance costs next to profit before tax. If capital spending and interest keep eating what the business earns, you are funding growth for somebody else.

But not always. This is not a rule that debt kills. Airtel carried an enormous debt and survived it, because the money had bought a national network, and once a dozen operators had shrunk to three, that network could finally raise prices and make them stick. Suzlon's debt bought a business with no such power. So the question is never how much debt, it is what the debt bought and who is left to compete with you afterwards.

See it happen: Bharti Airtel, 2007 → 2020
A toll booth on someone else’s boom
SignalOne revenue stream growing far faster than everything else, in an activity a regulator has publicly said it wants to reduce.
MechanismFixed costs mean nearly every extra rupee of that revenue becomes profit on the way up, which is thrilling, and nearly every lost rupee becomes lost profit on the way down, which is not. If the volume depends on somebody else's policy, they hold the switch and you hold the shares.
Where to checkThe segment reporting note in the annual report tells you what share of revenue comes from the one stream. Total expenses against total revenue over the last eight quarters tells you how much leverage is in the machine. Then read the regulator's own consultation papers and circulars, which are free and dated.

But not always. Concentration is not automatically a flaw. Asian Paints depended on one product line for decades and it was among the safest businesses in India, because repainting a house is ordinary, needed and unregulated. Concentration turns dangerous when the single stream is both discretionary, meaning people can simply stop, and supervised, meaning somebody can make them stop. Ask those two questions about the stream, not about its size.

See it happen: BSE Ltd, 2023 → 2026
A re-rating that outran the earnings
SignalA stock that has risen far more than its earnings have, so that most of the move sits in a P/E multiple that has expanded several-fold, often after a change of owner, story or category rather than a change in the numbers.
MechanismPrice equals EPS times P/E. When the multiple does most of the rising, the return is being paid for a change of opinion about the future, not for profit already earned. That can be right, but it front-loads years of hoped-for growth into today's price, and it reverses hard: a disappointment shrinks the earnings and the multiple at the same time, so the price falls faster than the profit.
Where to checkTake the trailing EPS from the P&L at two dates and the price at those dates, and split the move: how much is the EPS ratio, how much is the P/E ratio. Read the guidance and order announcements, then ask whether even full delivery justifies the current multiple. The annual report's segment note tells you how concentrated the revenue still is.

But not always. A multiple expanding is not automatically a warning. When a business genuinely and durably improves, from cyclical to steady, from commodity to brand, from lumpy to recurring, a higher multiple is deserved and can persist for years. The question is never just 'has the P/E risen', but 'has the business changed enough to hold the higher multiple, and how much of the future is already in the price'. A four-fold better business can deserve a re-rating; whether it deserves a twenty-two-fold one is the judgement the arithmetic forces you to make consciously.

See it happen: Cupid Ltd, 2023 → 2026
The capacity attack on a moat
SignalA competitor announces capital spending large enough to change the total capacity of an industry.
MechanismCapacity arrives years after it is announced, and once built it must be filled. It gets filled with lower prices and better terms for the channel. The incumbent's margin is what pays for the newcomer's factory being busy.
Where to checkNot the incumbent's filings. Open the challenger's annual report: capital expenditure and capital work in progress in the cash-flow statement, plus whatever the company says about installed capacity. Then set that capacity against the size of the industry.

But not always. New capacity does not automatically break an incumbent. It bites only where customers can switch cheaply. Asian Paints kept growing revenue through the attack because the moat was never the paint, it was that dealers and painters made more money by carrying it. So ask what the moat actually is. If it is the product, new capacity is dangerous. If it is your partner's economics, the newcomer has to outbid you for a relationship, which is slower and far more expensive.

See it happen: Asian Paints, 2000 → 2026
A premium that outlived the returns
SignalA beloved, high-multiple business whose stock falls while its earnings keep rising.
MechanismWhen a great business gets cheaper while its earnings keep rising, the reflex is to call it a bargain. First ask the opposite: whether the market is finally pricing in lower returns. Often the trigger is that ROCE has been quietly drifting down for years, with new competition accelerating the drift, so the lower multiple is the correct multiple rather than a discount.
Where to checkWork through it in order: earnings (did profit actually fall, usually no), then ROCE (are returns fading, often yes), then the historical P/E (how much of the old premium was extrapolation), then competitive capacity (is new supply coming, and from whom). To test an overcapacity claim, find installed capacity, production and utilisation over several years, and read the challenger's capex, not just the incumbent's.

But not always. A falling multiple is not automatically a bargain. Sometimes the market is right that returns stepped down, and the lower multiple is the new correct one, not a discount. And beware the tidy overcapacity story: a big capacity addition into an industry that was under-utilised to begin with need not create a glut at all. Prove the utilisation actually fell before you blame oversupply, and check whether returns are merely lower or genuinely impaired, because those deserve very different prices.

See it happen: Indian Paint Industry, 2019 → 2026
A liquidity moat that outlasts the technology
SignalAn incumbent with a century of history and an obvious structural weakness (opacity, exclusivity, a physical bottleneck) facing a new entrant with better-designed access.
MechanismWhoever accumulates the deeper pool of participants gets a self-reinforcing edge (tighter pricing, more reliable execution) that compounds regardless of who had the better technology on a given day. The entrant does not need to be more advanced forever. It only needs to win the first lap of the flywheel.
Where to checkFor an exchange or marketplace business, check market share of turnover or transaction volume over time, not just the technology roadmap. A first-mover on a specific product (BSE's Sensex futures) that still fails to gather volume is a strong tell that the moat lives in liquidity, not features.

But not always. Being first and having deeper liquidity does not guarantee permanence either. BSE itself shows the flywheel can be restarted in a corner the incumbent hasn't claimed, an owned expiry day, a niche product, a distribution platform. The lesson is not 'network effects are undefeatable.' It is that beating one usually requires building a new pool, not fighting for the old one. What would prove this reading wrong: if BSE's derivatives share kept growing not by opening a pool of its own but by pulling volume straight out of NSE's existing pool on NSE's own terms, that would show an incumbent's liquidity moat can be beaten head-on, not just outflanked.

See it happen: BSE Ltd, 1875 → 2026

A pattern is not a verdict. It is a reason to open the filing and look. The counterexample on each card is there so the lesson never hardens into a superstition.

Ten stories. Ten shapes. One habit: check the note, not the headline.