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The Revenue ModelRevenue Growth vs Monetisation…Pricing PowerRecurring RevenueAverage Revenue Per UserARPU vs Average Order ValuePrice DiscriminationGross Margin vs Contribution MarginFixed Costs vs Variable Costs
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Demand Drivers: What Actually Causes the Buying

A demand driver is a fact about the buyer that explains why the buying happens. Four of them are published about one invented maker of school registers: a calendar, a purpose, a relationship and a name. Not one of the four is measured. Naming a cause is honest work; putting a size on it is a second job nobody here has done, and putting a future on it is a third.

Almost every bad list of demand drivers goes wrong at one exact point. Start with what separates a cause of buying from everything else sitting on a seller's desk. A demand driver is a fact about the buyer, and a price, a discount, a delivery time and a sales visit are all facts about the seller. Each of those four is an attempt to win an order that somebody on the other side of the counter had already decided to place or not to place. The reason the buying happens at all lives with the buyer, and going and looking at it is a completely different job from improving anything the seller controls.

Then the awkward part. Naming a cause and measuring one are two separate jobs, and the first being easy is exactly why the second gets skipped. Anybody who has spent a week near a business can say why its customers buy, and be right. Nobody can put a size on that reason without a population, a count of that population and a date, and those three are gathered by asking a great many people rather than by thinking harder about it. The two jobs feel like one job because the first one feels like understanding.

And measuring a cause is still not forecasting from it. A measured cause states how large something was in a period that has finished. A projection states what a period nobody has watched will contain. One question separates them cleanly: does the sentence need a future period in order to be true? Anything describing a period that has already closed does not. A projection is unfalsifiable until the period it names arrives. Nobody can check it, and being uncheckable is exactly why it keeps getting written.

So there are three steps, named then measured then forecast, and there are two gates rather than one. Almost every note that goes wrong on this subject clears the first gate honestly, writes a true sentence about a cause, and then walks straight through both remaining gates in the same breath without noticing that either was standing there. A driver named is not a driver measured, and a driver measured is not a forecast.

What is a demand driver, and what can it not produce?

A demand driver is a fact about the buyer that explains why the buying happens. The definition stops there, and the rest of the work is about what may and may not be done with a cause once it is in hand.

None of the quantities that would size these causes exists in this case. There is no figure for how much buying there is, no rate of growth for any year that nobody has watched, and no count of the people who might buy, at any boundary anybody cares to draw. The four causes set out below were gathered by people who went and looked, and the quantities that would size them were never gathered by anybody, so producing one here would mean manufacturing the evidence rather than reporting it.

The four causes below carry exactly one number between them, and that number is not a number about buyers. The second half of that sentence is the finding, and the arithmetic that produces it takes one line.

How is a cause of buying told apart from a lever the seller pulls?

Ask one question of any candidate sentence, and ask it before asking whether the sentence is true: does this describe the buyer's situation, or the seller's effort? A discount is the seller's effort. A new delivery van is the seller's effort. A school year starting again is the buyer's situation, and nobody working for the seller can move it by a single day.

A demand driver is a fact about the buyer and a sales lever is a fact about the seller, and the two get listed in the same column constantly. A driver and a lever belong in the same conversation, so they end up in the same column, and they answer two different questions. A lever answers who captured the order. A driver answers why there was an order to capture.

Take it out of business language for a moment. The reason a household buys school shoes in the weeks before term is that the school year starts, and no shoe shop on the road decided that. Which shop on that road gets the sale is a question about display, price, stock and who the household went to last year, and every one of those is the shop's own business. Two questions, two answers, and mixing them is how a shop ends up believing it created a rush that the calendar created.

Whose fact is it? The one question that sorts a driver from a lever THE BUYER'S SITUATION THE SELLER'S EFFORT The school year begins again A record that has to last the year Eleven years of buying from one maker A name head teachers already know A price cut A discount for paying early A new delivery van A sales visit to a school office NOBODY AT THE SELLER CAN MOVE ANYTHING IN THE LEFT COLUMN and all four published causes sit in that column Both columns are true. Only the left one answers why the buying happens at all.
Four facts about the buyer sit on the left and four things the seller decided sit on the right, and the sorting question is whose fact it is rather than whether the thing worked.
Try it out

A register maker cuts its price, and a school that had been buying elsewhere places an order. Is the price cut a demand driver?

Which four causes are actually published about this business?

The business is Anjani Stationers Private Limited, an invented maker used for teaching. Anjani Stationers makes hard-bound registers and sells them to 36 accounts, every one of them an institutional buyerA buyer that is an organisation rather than a person, so the decision to buy runs through a role and a budget instead of through a preference., invoiced directly. Its published revenue in the second year was Rs 2,70,00,000/-. Four causes of the buying are published about it, and each one was recorded separately for a different purpose, so this is the first time the four have stood beside each other. Assembling them is what produces the count later on.

A calendar. The order bookThe orders a maker has accepted and has still to deliver. It looks forward, where a set of accounts looks back. refills each spring, on the school terms its buyers run to, and the cash credit facilityA running borrowing for day to day costs, drawn and repaid as needed up to an agreed ceiling, with interest charged only on what is actually out. is drawn through the school-supply season and cleared before the year end. Both halves of that are the business's own accounts showing the buyer's calendar rather than the seller's.

A purpose. Two versions of one published sentence in one set of notes is worse than either version on its own, so here is the published sentence, quoted rather than rewritten: a school is not trying to acquire a hard-bound register, a school is trying to have a record of something that lasts the year, can be written in by hand, can be signed by whoever is responsible for it, and can be produced again a term later when somebody asks. The buying exists to meet that need.

A relationship. The Sunrise Public School group has bought from Anjani Stationers Private Limited for eleven years, and the order book refills each spring without anybody having to persuade the schools all over again. The Sunrise group accounts for Rs 81,00,000/- of the Rs 2,70,00,000/- year.

A name. The name over Anjani Stationers' door is known to head teachers across the district. Bhavani Register Works makes the same registers to the same specificationThe written description of what a thing has to be, so that two makers turning out to the same one are turning out the same thing., and its name is not. A known name set against an unknown one is a real difference between two makers, and nobody has ever attached a number to it.

All four are facts about buyers, and not one of them was produced by the seller trying harder. The absences on the list matter as much. Not one of the four is phrased from the seller's side, and not one of them could have been created by a marketing budget. The pattern is no accident of how the four were gathered. The sorting question produces exactly that pattern whenever it is applied honestly.

Four causes, four cards, and three quantity cells that stay empty A CALENDAR The order book refills each spring, and the borrowing runs up through the season and clears before the year end. WHERE IT CAME FROM Read off the accounts HOW BIG IS IT? not measured nothing counts the schools or their terms A PURPOSE A record that lasts the year, can be written in by hand, can be signed, and can be produced again a term later. WHERE IT CAME FROM Asked of a school HOW BIG IS IT? not measured nothing counts who holds that purpose A RELATIONSHIP The Sunrise Public School group has bought for eleven years and takes Rs 81,00,000/- of the year. WHERE IT CAME FROM Read off the accounts HOW BIG IS IT? 30.00 per cent of Anjani Stationers' own revenue A NAME Head teachers across the district know this name. Bhavani Register Works, same registers, is not known. WHERE IT CAME FROM Asked of head teachers HOW BIG IS IT? not measured no awareness figure exists here The three empty cells are the finding of the drawing, not a part of it that somebody forgot to fill in.
Four causes of the buying are published about this business, each traceable to where it was gathered, and three of the four carry no quantity at all while the fourth carries 30.00 per cent of Anjani Stationers' own revenue.
Try it out

Which of the four published causes had to be gathered by asking somebody, rather than read off a set of accounts?

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Where did each of the four come from, and why does that matter?

Where a cause came from is a question about evidence rather than about truth. All four causes are equally true. The four are not equally available, and the difference decides what a careful reader can do with each one.

Two of the four were read out of the business's own accounts. A borrowing drawn and cleared at the same points of every year leaves its shape in the statements whether anybody comments on it or not. The calendar is visible there for exactly that reason. The relationship is visible there too, as one name at the top of a customer list for eleven years running.

The other two were gathered by asking. Somebody had to ask a school what it was actually trying to achieve, and somebody had to ask head teachers whether they knew a name. Neither answer appears in any statement anybody files, and neither ever will.

Half of this business's demand evidence sits outside its accounts permanently, and no amount of careful reading will bring it in. These notes already settled a version of that asymmetry from the other direction: a set of accounts can show that a rival was not behind something, and can never show that a rival was. The same shape runs on the demand side. Books are conclusive about absence and silent about cause.

A personal bank statement makes the point in four seconds. The statement records exactly when a thing was bought, exactly what was paid, and exactly who it was paid to. The same statement contains not one word about why the buyer wanted the thing. The reason can only be had by asking the buyer.

One wall, and which side of it each cause was found on INSIDE THE ACCOUNTS OUTSIDE THEM, IN CONVERSATION A CALENDAR A borrowing drawn and cleared at the same points of every year leaves its shape in the statements, whether anybody says so or not. A RELATIONSHIP One name at the top of a customer list for eleven years running, with an amount printed beside it every one of those years. A PURPOSE Somebody had to ask a school what it was actually trying to achieve, and write the answer down in the school's own words. A NAME Somebody had to ask head teachers across the district whether they knew a name, and no statement anywhere records the answer. TWO OF FOUR ARE IN THE BOOKS. THE OTHER TWO NEVER WILL BE.
Two of the four causes were read out of the business's own accounts and two had to be gathered by asking, so half of this business's demand evidence sits outside its books permanently.
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What separates naming a cause from measuring one and forecasting from it?

Three steps, and two gates between them. Walk them slowly. The whole difficulty of this subject is that the walk feels like one continuous movement when it is three separate acts with two locked doors in the middle.

Naming a cause requires somebody who went and looked. Going and looking is the entire requirement, and it is why naming is the step that gets done. Measuring one requires a population, a count of that population, and a date on which the count was taken. Forecasting from one requires something further again that nobody anywhere holds here: a reason the quantity would move, and evidence that it moved before.

Clearing the first gate says nothing whatsoever about the second. A perfectly named cause and a completely unmeasurable one are the same sentence until somebody asks what the number under the line would be. The ordering therefore matters more than the definitions.

Then the test, made explicit so that it can be run on any sentence anybody offers: does this sentence need a future period in order to be true? If it does, it is a projection, and no quantity of correctly named causes sitting underneath it changes what it is. A stack of true reasons does not turn a projection into a description. The stack only makes the projection harder to spot.

Three steps, two gates, and only the first step is easy 1. NAMED Says why the buying happens, and says nothing about size. NEEDS: somebody who looked GATE 1 2. MEASURED Says how large it was, in a period that has already finished. NEEDS: a count and a date GATE 2 3. FORECAST Says what a period nobody has watched is going to contain. NEEDS: a reason to move A population, a count of that population, and a date A reason the quantity would move, and evidence it moved before CLEARING GATE ONE SAYS NOTHING WHATSOEVER ABOUT GATE TWO and most notes that go wrong walk through both in a single sentence
Naming a cause, measuring one and forecasting from one are three steps with two gates between them, and each gate asks for something the step before it never needed.
Try it out

The panel below takes a claim from named, to measured, to forecast. Before it is moved: how many of the four published causes can carry a forecast?

Play with it

Move what the sentence claims, and watch how many causes can still carry it

One thing changes the count: what the sentence claims about a cause. Choosing a row changes nothing about the count and only changes which row the panel talks about in detail. The panel opens at the measured setting, the case worked in the text below it.

measured is what the sentence claims about a cause

The four published causes, against the claim as it stands A CALENDAR no denominator: nothing counts the schools or their terms CANNOT CARRY IT A PURPOSE no denominator: nothing counts who holds that purpose CANNOT CARRY IT A RELATIONSHIP a denominator somebody named: the seller's own revenue CAN CARRY IT A NAME no denominator: no awareness figure exists in this case CANNOT CARRY IT What this claim demands, checked against the selected row The selected row is a relationship, and the marks below are that row's, not the whole set's. A DENOMINATOR a number somebody named to divide by HELD A COUNT OF IT how many are actually in that number HELD A DATE the day the count was taken HELD Held means these notes actually carry the thing. It never means somebody could reasonably estimate it. How many of the four can carry the claim, drawn as height NOT ONE OF THE FOUR 1 of 4 25.00 per cent of the four causes published here The stack counts causes. It is not a quantity of anything anybody bought.

At this setting the sentence claims a cause is measured. That claim needs a denominator somebody named, a count of what is in it, and a date it was counted on. Of the four causes published about Anjani Stationers Private Limited, 1 can carry it, which is 25.00 per cent of the four. The selected row, a relationship, carries it at 30.00 per cent of Anjani Stationers Private Limited's own revenue, being Rs 81,00,000/- of Rs 2,70,00,000/-.

Educational illustration. All four causes are published about one invented business. Measured here means a quantity with a denominator somebody named, and nothing weaker counts at that setting. The one cause that qualifies there is measured against the seller's own revenue, and the panel prints that denominator every time it marks the row. No population of buyers exists anywhere in these notes, at any setting, so the count at the forecast setting is nothing rather than something small. The count is a count of causes against a claim, and no quantity of buying is computed anywhere in it.

How many of the four carry a quantity, and a quantity of what?

The arithmetic takes one table. Each cause sits beside the question how big is it, and what these notes actually hold is written down rather than what feels available.

The causeHow big is it?Why
A calendarnot measuredThe schools and their terms are counted nowhere in this case, and the published drawing of the seasonal swing carries no vertical scale for exactly that reason
A purposenot measuredNo count exists of how many buyers hold that purpose, or of what any of them would pay to have it met
A relationship30.00 per centRs 81,00,000/- of Rs 2,70,00,000/-, being Anjani Stationers Private Limited's own revenue for the year
A namenot measuredThere is no awareness figure anywhere in this case, for either business, and none is published where the name is set down
Four causesone quantity1 of 4 is 25.00 per cent, and 3 of 4 is 75.00 per cent

One of four carries a quantity, which is 25.00 per cent of the causes and one hundred per cent of the temptation. A single number in a table of four blanks pulls every eye it meets. The single figure is the only entry in the table that looks like analysis, and it is therefore the only entry capable of doing real damage.

So turn it over and read its denominatorThe number sitting under the line in a division, and therefore the thing any percentage is a percentage of. out loud. Thirty per cent of what? Of Anjani Stationers Private Limited's own revenue for the year. Rs 81,00,000/- over Rs 2,70,00,000/- is 30.00 per cent, and the number under the line is a seller's revenue line. The remaining Rs 1,89,00,000/- is left for the other 35 accounts to share. Divide it out and each of them averages Rs 5,40,000/-. Set against the same Rs 2,70,00,000/-, that average comes to 2.00 per cent apiece. Every one of those figures is a share of the same seller's own ledger.

The one measurable cause is measured against the seller's own ledger and not against anything to do with buyers. The finding is a standing one arriving from a new direction. Every share these notes publish turns out to be a share of something that is not a market, and the four causes make it happen again on the only quantity they carry between them. The quantity that can be measured is never the quantity the analyst wanted to measure.

The same 30.00 per cent, over two different things THE READING THAT IS PUBLISHED 30.00 per cent Rs 81,00,000/- Rs 2,70,00,000/- ANJANI STATIONERS' OWN REVENUE a seller's ledger, and a real number anyone can redo in one division THE READING NOBODY MAY WRITE 30.00 per cent Rs 81,00,000/- no such number exists A POPULATION OF BUYERS nothing in these notes counts one, at any boundary anybody draws ONE MEASURABLE CAUSE, MEASURED AGAINST THE SELLER'S OWN LEDGER
The one cause that carries a quantity is 30.00 per cent of Anjani Stationers Private Limited's own revenue, so the measurable thing here is a seller's ledger rather than anything at all to do with buyers.
Try it out

One of the four causes carries a number, being 30.00 per cent. Thirty per cent of what?

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What would somebody have to go and find before any of this could be sized?

Four things, each of them nameable in a few words, and not one of them anywhere in these notes. Writing them down as named blanks is the useful part, so here they are.

A count of the schools inside whatever boundary is drawn. An enrolmentThe count of pupils on a school's roll. Had somebody gathered it here, a large school could be told from a small one, and nobody has. figure. A school with nine hundred children on its roll and a school with ninety buy in completely different quantities, and the difference is not a detail. Something about the district's population or its households, if a district is the boundary chosen. And an output path for an economy, if anybody wants to claim the buying moves with one.

Not one of the four exists anywhere in these notes, and naming them is what turns a refusal into a finding. A card with four named blanks on it tells the next reader exactly which four facts would settle the question and exactly where to go looking. A card filled in with plausible numbers tells them nothing they can check, and worse, it tells them the question has been settled when it has not.

The drawing below is therefore a completed card rather than an unfinished one. Everything the notes carry is written in. Everything they do not carry is drawn as a labelled blank. Both halves are the output.

A completed card. The blanks are filled in as blanks, on purpose. WHAT WOULD HAVE TO BE FOUND BEFORE ANY OF THESE COULD BE SIZED A count of the schools inside whatever boundary is drawn not published anywhere here An enrolment figure, telling a big school from a small one not published anywhere here A district population, or a count of its households not published anywhere here An output path for an economy, if the buying moves with one not published anywhere here AND WHAT IS PUBLISHED, WHICH IS WHY THIS CARD IS COMPLETE Four causes of the buying, two of them read off the accounts and two of them gathered by asking, each traceable to where it was found, and exactly one of them carrying a quantity.
Knowing precisely which four facts are absent is itself the answer to what would have to be found, so a card whose value cells are labelled blanks has been finished rather than abandoned.
Try it out

Four things would have to be found before any of these causes could be sized. How many of the four exist anywhere in these notes?

The order book refills every spring. Is that growth?

This is the block most readers need and the one most often got wrong, so work it slowly. The order book refills each spring. The cash credit facility runs up through the season and comes back to nothing before the year closes. Both statements are true, both are published, and both describe a pattern that returns to the same place every twelve months.

A pattern that repeats at the same point of every year is a season, and a season returns to its starting point while growth does not. These notes already settled the ruling and it is quoted rather than argued again: a borrowing drawn and cleared at the same points of every year is a season, and it is not evidence of a cycle.

The trap is not a stupid one, and careful people walk into it every year, so it is worth naming in the open. The shape of a season looks exactly like the front half of a growth path. Rising order book, rising borrowing, rising activity, every one of them true and every one of them the same rise a genuinely growing business would show. The only thing that tells the two apart is what happened at the end of the twelve months, and that cannot be seen from inside month four.

The household version is the electricity bill. The bill climbs every summer and falls every winter, and it has not grown in ten years. Anybody who looked at it in May, drew a line through three months of increases and announced a trend would have been reading a thermostat as a forecast. The line is real. The line is simply drawn through a shape that comes back.

Two shapes over twelve months, and only the ending tells them apart start twelve months later back where it started somewhere else entirely a season: it comes back growth: it does not There is no vertical scale on this drawing, because nothing anywhere in these notes publishes one for either shape. The heights carry no amount at all. Only the two endings carry the claim.
A pattern that repeats at the same point of every year returns to its starting point while growth does not, and the only thing that separates the two shapes is where each of them stands when the twelve months are up.
India

What in this is local, and what would hold anywhere?

The local part is the calendar, and calendars are local by nature. India supplies the currency, the digit grouping, the legal form Private Limited that the invented maker carries, and the school year that the buying runs to: the spring that refills the order book is the spring a term begins in, and the borrowing clears before a year end that sits in the same season. Term dates, holiday dates and the definition of an academic year are the kind of thing that gets produced fluently and wrongly, and none of the three is set down above.

Everything else holds anywhere anybody keeps a calendar. A cause of buying is a fact about the buyer in every market there is. The walk from named to measured to forecast asks for the same two things at the same two gates whatever the currency. And a season returns to its starting point on any calendar at all, whichever month somebody happens to start it in.

Try it out

The order book refills every spring and the cash credit facility is cleared before every year end. What does that establish about the buying?

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If a cause cannot be sized, what is it actually for?

A named cause gives two things a number would not, and both of them can be acted on tomorrow.

First, it names what to go and ask. If the purpose is a record that lasts the year, can be signed, and can be produced again a term later, then the question to put to a school is what else would satisfy that, and the answer to that question is gathered rather than computed. No percentage would ever have led to that question. A percentage states how much; the purpose states what to say on arrival.

Second, it names what would make the buying stop. A cause names the condition the buying rests on, so it names the thing to watch. If schools stopped needing a record that can be signed and produced again, the buying would go, and no amount of price, delivery or persuasion on the seller's side would hold it. The sentence is a genuinely useful one, and there is not a single number in it.

A cause that cannot be sized still names what would end the buying. Most sized things do less. A number states how large something was in a year that has closed. A cause states what the whole arrangement depends on. Given the choice between the two, most people would take the number, and most people would be choosing the less useful one.

Try it out

None of the four causes can be sized. What can still be done with the purpose, being a record that lasts the year and can be signed and produced again a term later?

The failure: a cause that arrived with a rate attached, and the only rate in the room belonged to something else

An analyst is asked for two paragraphs on why this business sells what it sells, and does the first half well. Four causes, all correctly named, all traceable to where they were found, all genuinely about buyers. The first half is good work and deserves saying so. The error that follows is one sentence long, and everything before it is right.

Then the note has to say something about next year. Every note does. The analyst looks through the file for a number and finds exactly one that speaks to size at all: revenue moved from Rs 2,40,00,000/- to Rs 2,70,00,000/-, a rise of 12.50 per cent. The sentence that gets written is that demand is growing at that rate, driven by the school calendar and a well known local name.

Three separate things happened inside that one sentence, and each is invisible on its own. Name them one at a time. First, a description of two years that had already finished became a rate of something ongoing. Second, a movement in one seller's own revenue became a movement in the buying. A statement about buyers had been made, and nobody had measured it. Third, two causes carrying no quantity whatsoever became the named source of a quantity. The move from no quantity to a named source is what makes the sentence read like analysis rather than like a guess. Nothing was fabricated and every input was published, and that is exactly why nothing in the sentence looks wrong.

A reader who has met the failure already published in these notes will read this one as a restatement of it, so separate the two. The published failure is a loop: a stage name is inferred from the very quantity it is then used to predict, and the argument closes on itself. The failure worked above does not loop at all. The analyst moves one number sideways, off a seller's ledger and onto a population of buyers, and then borrows four true causes to explain a figure that was never about them. A sideways move is harder to see than a circle. Nothing comes back round to give it away.

One number, moved sideways, and four true causes borrowed to explain it ONE SELLER'S OWN REVENUE LINE first year Rs 2,40,00,000/- second year Rs 2,70,00,000/- 12.50 per cent true, published, and about a ledger the same figure, carried across A STATEMENT ABOUT BUYERS the buying is growing at a rate nobody measured on buyers, because nobody ever measured buyers AND THE FOUR SUPPORTS PUT UNDER IT RELATION has a size CALENDAR no size PURPOSE no size NAME no size THREE THINGS HAPPENED IN ONE SENTENCE AND EACH IS INVISIBLE ALONE A finished description became a rate. A ledger became the buying. Causes with no size became the source of one, and only the last of those three makes the sentence read like analysis.
A rise of 12.50 per cent between Anjani Stationers Private Limited's two published years describes one revenue line, and the same figure set under a statement about buyers becomes a claim nobody measured, propped on three causes that carry no quantity at all.

The cost lands somewhere specific rather than in the abstract. Growing buying is a reason to be able to make more, so the sentence goes into a paper about whether to add capacity. And the one published figure that actually speaks to that decision is not about buying at all: the works already runs at 62.50 per cent of its rated capacityThe output a shed is set up to produce across a year when it runs normally, which is a different number from whatever it did produce., so the ability to make more is already sitting there unused. Spare capacity is a fact about the seller's own shed, drawn from the seller's own accounts, and it was available the whole time.

The repair takes one sentence and it is not a sharper estimate. Print the number under the line beside every rate, every time. A rise in one seller's own revenue then cannot be read as a rise in anything else. Had the note said a rise of 12.50 per cent in this business's own revenue, no reader anywhere would have taken it for a statement about buyers, and the analyst would have noticed the substitution while typing it.

Two failure shapes, and only one of them gives itself away THE PUBLISHED FAILURE: A LOOP a name inferred from the quantity it then predicts it comes back round, so it can be seen THE FAILURE HERE: A SIDEWAYS MOVE a seller's own ledger a claim about buyers nothing returns, so nothing gives it away A SIDEWAYS MOVE IS HARDER TO SEE THAN A CIRCLE
A circular argument eventually returns to its own starting point where a reader can catch it, while a number carried sideways from one thing to another never comes back and leaves nothing behind to notice.
Try it out

In that failure, one number moved somewhere it did not belong. Where did it start and where did it end up?

A named cause says what to go and ask. See what a driver settles.

What should be asked of any demand driver?

Four questions to run on any cause, worked here on a published one

This is the part a working reader takes away, and it runs in one direction. The sequence of the four below is doing as much work as their wording. When a sentence about why customers buy arrives, it goes past all four without skipping ahead.

Is this a fact about the buyer or about the seller? The first question sorts half of most driver lists into the wrong column immediately. Run it on the eleven year relationship: the Sunrise Public School group has bought for eleven years. Eleven years of buying is a fact about a buyer's behaviour and not about anything the seller decided this quarter. It clears.

Who went and looked? Ask for the answer as a thing rather than as a reassurance: a set of accounts, a conversation, or nobody. On the relationship the answer is the customer list, about as solid as answers get. It clears.

What population would this be measured against? The number under the line is the part that is usually missing, so ask this before asking whether it was measured. On the relationship the answer is Anjani Stationers Private Limited's own revenue for the year, a real number that is not a population of buyers. The relationship half clears, and saying so out loud is the whole value of asking.

Does the sentence need a future period in order to be true? The fourth question is the projection test, and it catches the failure worked above. The relationship needs no future period at all: eleven years have happened. It clears.

A driver that clears the first two questions and stumbles on the third is the normal case, and it is still worth writing down; a driver that fails the fourth is not a driver at all, it is a forecast wearing one. Nothing about this routine is about distrust. The routine is about knowing which of four different things is in hand. The claim each one supports can then be stated, and no more.

The four questions, in order, run on the eleven year relationship 1 Whose fact is this, the buyer's or the seller's? A buyer bought for eleven years. Nothing the seller decided this quarter. CLEARS 2 Who went and looked? The customer list, which is a set of accounts rather than a recollection. CLEARS 3 What population would this be measured against? A seller's own revenue for the year. Real, and not a population of buyers. HALF CLEARS 4 Does the sentence need a future period to be true? No. Eleven years have already happened, so it needs no year to arrive. CLEARS Three clear and one half clears, which is the normal result for a cause worth writing down.
Run in fixed order on the eleven year relationship, the four questions clear three times and half clear on the population, which is the ordinary shape of a cause that is worth writing down and cannot be sized.
Try it out

Consider this sentence: the buying of school registers is expected to grow steadily, on the back of a rising school-age population. Taken through the four questions in order, which question is the one these notes cannot answer at all?

The causes of the buying at one invented register maker are named above, and exactly one of the four carries a number. Splitting a revenue change into volume, price and mix is covered separately under Growth Drivers: Volume, Price, Mix and New Markets, worth reading straight after this because it takes the same subject from the arithmetic end. The shape buyers make as they take up something new is covered separately under The Adoption Curve: How New Products Spread. What else could solve the same problem for a buyer is covered separately under Substitutes: The Competition That Is Not in the Industry. What a long relationship establishes about the cost of moving is covered separately under Switching Costs: Why Customers Stay Even When They Could Leave. What a known name is worth, and why it carries nothing on a balance sheet, is covered separately under Brand Equity: What a Brand Does Before Anyone Prices It. Separating a season from a cycle at length is covered separately under The Industry Life Cycle: Emergence to Decline. Splitting a revenue change into activity and yield is covered separately under Revenue Growth vs Monetisation Improvement. Sizing a field at all, from the total addressable market (TAM) down through the serviceable addressable market (SAM) to the serviceable obtainable market (SOM), is taken earlier under Market Size: TAM, SAM, SOM and How to Estimate Honestly. How much a share is even worth once a field has filled up belongs to Market Fragmentation: Share in a Crowded Market.
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Where does any of this come from?

Each source below, and the narrow thing it was consulted for

WhoWhat was taken from it, and what was notSiteRead on
Ministry of Corporate AffairsTwo words, being the company form Private Limited that the invented maker carries. Nothing else at all.mca.gov.in25 August 2026
Fin Maverick teaching notesAll four causes above and every rupee figure beside them. Every one of them was set down earlier in these notes for a different reason. The single percentage in this guide is Rs 81,00,000/- divided by Rs 2,70,00,000/-, and that division is printed beside the figure so it can be redone in under a minute instead of taken on trust.finmaverick.com25 August 2026

Anjani Stationers Private Limited, the Sunrise Public School group and Bhavani Register Works are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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