Fin Maverick
Foundations VocabularyAccounting & ReportingEconomics & MacroQuant Methods & ProgrammingBusiness & Company AnalysisCorporate Finance & ValuationBehavioural Finance
Banking & Market InfrastructureFixed Income & RatesDerivatives & Structured ProductsPublic EquitiesTransactions & DealsPortfolio ConstructionFunds & AMCs
Private Markets & AlternativesRisk, Treasury & ControlAI & Digital FinanceStochastic Calculus & PricingWealth & Personal FinanceIndian Markets & RegulationProfessional Practice
CalculatorComparison
Frameworks
Explore Bootcamps
Equity ResearchPortfolio ManagementMutual Fund MasteryFinancial LiteracyInvestment Banking Analyst
Private Equity AnalystHedge Funds AnalystBreaking Into VCBreaking Into QuantsAI For Finance
Financial Analyst ProgramRisk Management ProgramPrivate Wealth ManagementDebt Capital MarketsDerivatives Foundation
Explore Internships
Equity Research InternMutual Fund Intern
Portfolio Management InternFinancial Literacy Intern
Explore Micro Courses

Equity Research6

Writing an Investment ThesisBuilding a Discounted Cash FlowReading an Annual Report FastReading a Sector Before a CompanySpotting Quality of Earnings Red FlagsBuilding a Revenue Forecast From Drivers

Portfolio Management3

Rebalancing: When, Why and What It CostsStrategic and Tactical Asset AllocationMeasuring Risk in a Portfolio

Mutual Fund Mastery3

Comparing Funds Without Being FooledHow a NAV Is Struck and Which Day You GetReading a Fund Factsheet Properly

Derivatives Unlocked4

Hedging a Real ExposureThe Greeks, PracticallyFutures, the Basis and What Moves ItReading an Option Payoff

AI For Finance2

Retrieval and Grounding for FinanceDocument Extraction in Finance

Breaking Into Quants4

Backtesting a StrategyHypothesis TestingCleaning Financial DataRegression for Finance

Breaking Into VC3

Sizing a MarketReading a Term Sheet as a FounderHow a Venture Round Actually Works

Financial Analyst Program4

Common Size and Trend AnalysisReading a Cash Flow StatementRatio Analysis That Says SomethingBuilding a Working Capital Schedule

Risk Management Program2

Credit Exposure and How It Is ReducedValue at Risk and What It Hides

Investment Banking Analyst3

Precedent Transactions and Why They DifferReading a Term Sheet StructurallyBuilding a Comparable Companies Table

Private Wealth Management3

Tax Aware Portfolio DecisionsBuilding a Client Risk ProfileGoal Based Planning Arithmetic

Debt Capital Markets3

Analysing an Issuer's CreditDuration and What It Does Not Tell YouBond Pricing and Yield Mechanics

Private Equity Analyst2

Fund Waterfalls and CarryThe LBO in Structure

Hedge Funds Analyst2

Short Selling MechanicsLong Short Mechanics
Courses
Explore Career Roadmaps
Investment Banking AnalystEquity Research AnalystVC AnalystPrivate Equity AnalystHedge Funds Analyst
Quant AnalystAI For FinanceFinancial Analyst ProgramPrivate Wealth ManagementDebt Capital Markets
Risk Management ProgramDerivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
VC Analyst · CoreTrack
1Business, Industry & Company Analysis
iBusiness Fundamentals and Models
The Business EcosystemThe Business ModelStakeholdersThe Business Life CyclePlatform BusinessesHow to Build a…The Value NetworkMonetisationUnit EconomicsThe Profit PoolTake RateB2B vs B2C
iiRevenue and Pricing
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
iiiOperating Model and Supply Chain
The Operating ModelThe Value ChainThroughputThe Supply ChainVertical IntegrationVertical vs Horizontal IntegrationProcurementCapacity UtilisationJust-in-Time vs Just-in-Case InventoryMake vs Buy
ivCustomers and Brands
Brand EquityCustomer LoyaltyCustomer Segments and the JourneyCustomer EconomicsHow to Analyse Customer…Distribution ChannelsCustomer Acquisition Cost
vCompetitive Advantage and Moats
The Sources of Competitive…Competitive RivalryEconomies of Scale and…Network EffectsSwitching CostsCost Leadership vs DifferentiationHow to Test Whether a Moat Is Eroding
viIndustry Structure and Sector Behaviour
Industry TypesConsolidation and FragmentationSubstitutesBuyer PowerSupplier PowerThe Industry Life CycleHerfindahl-Hirschman IndexSector vs IndustryCompany Analysis vs Industry AnalysisCyclical vs Defensive SectorHow to Apply Porter's…How to Analyse Competitive…
viiMarket Size and Addressable Market
Market SizeMarket Concentration vs Market ShareTop-Down vs Bottom-Up Market SizingDemand DriversThe Adoption CurveGrowth DriversMarket FragmentationMarket ShareHow to Interpret Market Share Changes
viiiInnovation and Technology Shift
InnovationResearch and DevelopmentTechnology Adoption and DiffusionThe Product Life CycleProduct Innovation vs Process InnovationDigital TransformationCannibalisationDisruptive InnovationThe Technology S-Curve
ixCorporate and Business Strategy
Corporate and Business Strategy ComparedHow to Build Business…How Execution Risk Can…Organic and Inorganic Growth ComparedGrowth Investment vs Capital ReturnOrganisation Design and TransformationHorizontal vs Conglomerate DiversificationCentralised vs Decentralised OrganisationCompany Research vs Investment ResearchHow to Separate Facts,…
xManagement and Governance Quality
Management QualityFounder-Led vs Professional ManagementThe PromoterThe BoardInstitutional OwnershipPromoter Ownership vs Institutional…The Agency ProblemIndependent DirectorsInsider OwnershipHow to Analyse Ownership…How Capital Allocation Shapes…
xiStrategic and Business Risk
Business RiskPlatform vs Pipeline BusinessAsset-Light vs Asset-Heavy vs…Commodity vs Branded BusinessHow to Write a…The Business Risk RegisterStrategy in PracticeStrategic Risk vs Financial RiskHow to Evaluate a…How to Build a…
xiiBusiness Research Method
Business AnalysisCompany Filings as a Research SourceCompetitor MappingThe Variant ViewPrimary ResearchPrimary vs Secondary Research
2Private Markets & Alternative Investments
iPrivate Markets Foundations
The Private FundHedge Fund vs Mutual FundHow to map a…How to distinguish a…Category I, II and III AIFs ComparedAlternative Investment FundPrivate MarketsPrivate Markets vs Public MarketsPrivate Equity vs Venture CapitalPrivate Credit vs Public CreditLong-Short vs Market NeutralHow to map Private Credit SeniorityHow to read a…How to map a…How to read a…How to map Private-Market Exit RoutesClawbackIlliquidityPreferred ReturnNAV Financing vs Preferred EquityFund RegistrationMultiple on Invested CapitalBuyout vs Growth EquityManagement Fee vs Carried InterestNAV vs Fair ValueNAV Financing vs Continuation VehicleGP vs LPHow to trace a…How to map a Fund LifecycleHow to read a…
iiPrivate 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
iiiFund Lifecycle
Fund Formation and TermRealisation and DistributionInvestment Period and Harvest PeriodDistributionFundraisingFinal CloseFund TermPrivate Fund Return MultiplesVintage BenchmarkVintage YearPublic Market EquivalentThe J-CurveRealised Value, Unrealised Value…MOIC vs IRR
ivPrivate Equity
Private EquityBuyoutGrowth EquityPortfolio CompanyBoard Observer
vVenture Capital
Venture CapitalSeed RoundVenture Capital Fund, Angel,…Series ASeries BThe Cap Table
viPrivate Credit
The Private Credit StackDistressed DebtWorkoutSecurity PackagePIK InterestPreferred EquitySyndicated LoansSenior DebtDirect LendingLeverage Ratios in Private Credit
viiReal Assets
Real AssetsBrownfield InfrastructureGreenfield and Brownfield InfrastructurePrivate Real Estate FundsREIT vs InvIT vs…Infrastructure FundsOccupancyThe Real Asset Risk SpectrumReal-Asset Cash Flow vs…Leases in Real AssetsNet Operating Income
viiiHedge Funds
Hedge FundsGetting Out of a Hedge FundPrime BrokerRedemption WindowSide PocketTail Risk in AlternativesGlobal MacroManaged FuturesMarket NeutralRelative ValueShort SellingHow Long-Short Strategies WorkEvent-Driven StrategiesArbitrageExposure and Leverage
ixDue Diligence and Private Fund Reporting
Private Fund NAVThe Investor LetterDue DiligenceInvestment Due Diligence vs…Fund AuditValuation AgentValuation LagLook-Through ReportingHow Private-Fund Reporting Can…The Quarterly Report
xExits
Strategic and Financial BuyersExitNAV FinancingContinuation VehicleContinuation Vehicle vs Traditional…IPO as an Exit RouteSecondary TransactionsStrategic SaleStrategic Sale vs Secondary Sale vs IPO

Network Effects: When Each User Makes the Product Better

Almost everything written about this subject is written with adjectives. A service gets stronger, a position gets deeper, an effect kicks in. Two counts and one division do the same job, and the reason to prefer them is not tidiness. The adjectives all point the same way and the arithmetic does not.

The argument rests on two published counts and on nothing else. Setu Bazaar, an invented online marketplaceA business that brings buyers and sellers together and never takes title to the goods that pass between them. The marketplace carries the listing and the order, and somebody else holds the stock., has 50,000 buyers and 2,000 merchants. Every figure that follows is one of those two counts, a doubling of one of them, or the number produced by dividing one by the other. A network effect is the idea in company analysis most often argued with adjectives instead of arithmetic, and two published counts are enough to settle the argument.

The second thing the argument rests on is a published result for the year, and that result is what keeps the arithmetic honest. Setu Bazaar closed its published year at minus Rs 2,50,00,000/-. A network effect describes what one participantAnybody on either side of a marketplace, whether they are buying or selling. A buyer is a participant and so is a seller. gets. A result describes whether the year worked. Setu Bazaar carries the effect and carries the loss, in the same published year, and that pairing is the cheapest proof available anywhere that the two are different objects and not two readings of one.

The third thing the argument rests on is arithmetic so ordinary that stating it feels unnecessary. A ratio rises when the top of it rises and falls when the bottom of it rises. Every reader knows that. Almost nobody attaches that rule to the word better, and the moment it is attached, the sentence a marketplace got better splits into two sentences that point in opposite directions.

What is a network effect, and what exactly is getting better?

The whole argument sits inside the definition, so the definition repays reading slowly. A network effect means that the value of a service to one participant depends on how many other participants are there. Not on how good the service is. Not on what it charges. On how many other people showed up.

A network effect with no participant named is not yet a claim anybody can check. Better is a two place word: something is better than something else, for somebody. A sentence that leaves out for whom has dropped the half that could be tested, and what remains sounds like a finding while behaving like a mood.

Take a picture off the street first. A shopping arcade has ten shops in it and an eleventh opens. For a shopper walking in off the road, that eleventh shop is one more reason to come, one more window to look in, one more chance of finding the thing they came for. For the ten shopkeepers already paying rent, the eleventh shop is one more competitor for the same footfall walking through the same doors. One event. Two readings. The two readings are about two different people, and nobody said which one they meant. No contradiction anywhere.

The arcade is the entire structure of a network effect on a marketplace, and it is why every claim about one has to name a side. A marketplace has at least two kinds of people standing in it, and an event that adds people to one kind is not the same event when read from the other kind. Once the split has been seen in an arcade it can be seen everywhere. Performed on two published counts, the same observation produces a number rather than a feeling.

Try it out

A note says a marketplace has strong network effects and is therefore getting better. What is missing from that sentence?

What is the only number on Setu Bazaar that a claim like this can be checked against?

Setu Bazaar has 50,000 buyers and 2,000 merchantsA seller listed on a marketplace, who holds the goods and takes the order, rather than the marketplace itself. On Setu Bazaar there are 2,000 of them.. The first divided by the second gives the number a claim about Setu Bazaar can be checked against. Fifty thousand divided by two thousand is 25.00, and the unit matters as much as the figure: 25.00 buyers a merchant.

The 25.00 measures one merchant's reach from standing in the marketplace, not the marketplace itself. Read it the wrong way round and everything that follows goes wrong, so it is worth saying what the ratio does and does not carry. The ratio counts heads on both sides and it counts nothing else. It says nothing about how much anybody bought or how often. The ratio is not a rate, not a share and not a growth figure. The ratio is a head count divided by a head count, so anybody holding the two published counts can recompute it.

One line of housekeeping saves confusion later. Wherever the figure 25.00 appears below it means buyers a merchant, and it never means anything else. The same two digits can describe a completely different quantity about the same business, and a reader who carries the figure across without carrying its unit has carried nothing at all.

TWO PUBLISHED COUNTS AND THE ONE DIVISION BETWEEN THEM BUYERS ON SETU BAZAAR 50,000 divided by MERCHANTS ON SETU BAZAAR 2,000 25.00 buyers a merchant WHAT ONE MERCHANT REACHES, DRAWN OUT AS TWENTY FIVE BUYERS 1 A measure of what one merchant gets, and not a measure of the marketplace.
Setu Bazaar's 50,000 buyers divided by its 2,000 merchants is 25.00 buyers a merchant, and that ratio measures what one merchant gets rather than the size of the marketplace.

There is one more discipline to apply before moving on, and it is the one every competitive advantage is measured by. A gap has to be measured against something named. So say what the 25.00 is measured against. The 25.00 is measured against Setu Bazaar's own two counts as they stand today. No rival's buyer count or merchant count is published, so it is measured against no rival marketplace anywhere. A figure measured against its own counts is checkable, and that is worth a great deal. The same figure is modest, and that is worth stating out loud rather than quietly hoping nobody asks.

Try it out

Setu Bazaar has 50,000 buyers and 2,000 merchants, so one merchant reaches 25.00 buyers. What is that 25.00 measured against?

Equity Research Bootcamp — Fin Maverick

What happens to a merchant when the marketplace doubles its merchants?

Hold the 50,000 buyers exactly where they are. Do not move them, do not add one, do not lose one. Now take the merchants from 2,000 to 4,000, twice the published count. The same division runs again: fifty thousand divided by four thousand is 12.50 buyers a merchant.

Nothing was taken away from any merchant and every merchant is worse off. That sentence is uncomfortable on first reading and it is exactly right. No buyer left the marketplace. No merchant lost an account. The same 50,000 people are simply spread across twice as many sellers, so the reading falls to half of what it was. Look at the denominatorThe bottom number in a division. Here it is the merchant count, and a ratio falls when its bottom number rises even though the top number has not moved. rather than at anybody's behaviour and the whole thing is obvious.

Say it in a picture. One ferry crosses a river and carries everybody who wants to cross. A second ferry starts the same route on the same river with the same passengers walking down to the same jetty. Nobody took a passenger off the first boat. Nobody boycotted it. The first boat now carries half as many people. The arithmetic did all of the work on its own, and no explanation involving service quality, pricing or effort is required.

The reading is not new. The account of platform businesses with two dependent sides works this exact event through from both sides: twice the choice for a buyer, half the reach for a merchant. The question nobody attaches to it is the one that matters for durability. If an effect can run backwards for a side that is already present, is it the kind of gap that survives, or is it just a description of why people turned up?

DOUBLE THE MERCHANTS, HOLD THE BUYERS: THE MERCHANT READING HALVES BUYERS ONE MERCHANT REACHES, BOTH BARS ON ONE SCALE BEFORE 2,000 merchants 25.00 AFTER 4,000 merchants 12.50 BUYERS 50,000 to 50,000, unchanged MERCHANTS 2,000 to 4,000, doubled Not one buyer left, and every merchant reaches half as many as before.
Doubling the merchants to 4,000 while the buyers stay at 50,000 takes the buyers one merchant reaches from 25.00 to 12.50, and not one buyer left.
Try it out

Setu Bazaar's 50,000 buyers hold exactly where they are and the merchants double from 2,000 to 4,000. What happens to the buyers one merchant reaches?

Play with it

One control, two readings, and they move in opposite directions

There is one thing to move here and it is the merchant count. The buyer count is locked at 50,000 at every single setting. Holding one side still is what separates the two bars, and the lock is the whole point of the panel. The upper bar is the merchants one buyer can choose between, the merchant count itself. The lower bar is the buyers one merchant reaches, 50,000 divided by that same count. A fixed tick sits on each bar at the published year, so every reading is seen against where Setu Bazaar actually sat.

1,000 at the low end2,000 merchants4,000 at the high end
Merchants one buyer can choose between
2,000
the published year exactly
Buyers one merchant reaches
25.00
the published year exactly
ONE SLIDER, TWO BARS, MOVING OPPOSITE WAYS MERCHANTS ONE BUYER CAN CHOOSE BETWEEN PUBLISHED: 2,000 2,000 merchants BUYERS ONE MERCHANT REACHES PUBLISHED: 25.00 25.00 buyers BUYERS 50,000 locked Setu Bazaar published a result for the year of minus Rs 2,50,00,000/-. Nothing here moves it.
With 2,000 merchants and 50,000 buyers, one merchant reaches 25.00 buyers, which is the published year exactly.
Locked at every setting: the buyer count stays at 50,000 wherever the slider goes. That is the most important line on this panel, because holding one side still is what makes the two bars separate at all. Green means a reading sits above its published tick and red means below, and the colour carries that one thing and nothing else.

Educational illustration. Setu Bazaar's published year is a result of minus Rs 2,50,00,000/- at every setting on the slider. The slider moves the merchant count and nothing else, and a result for the year moves only when a revenue or a cost moves.

Try it out

Now the 2,000 merchants hold and the buyers double to 1,00,000 instead. What does the same reading do, and what does that show?

Investment Banking Analyst Bootcamp — Fin Maverick

What happens to a merchant when the marketplace doubles its buyers?

Same business, same starting pair, opposite end of the division. Hold the 2,000 merchants exactly where they are and take the buyers from 50,000 to 1,00,000. One lakh divided by two thousand is 50.00 buyers a merchant, and that figure came from doubling the buyers.

The same ratio, moved from the other end, does the opposite thing. Not a smaller version of the same thing. Not a weaker version. The opposite direction, from one control that looks, in a headline, exactly as much like growth as the other one did. The pair of results yields one sentence. More buyers make the marketplace better for a merchant, but more merchants help a buyer only if they bring rangeHow much genuinely different choice a buyer gets, as opposed to how many sellers are counted. Two sellers of the same thing are two sellers and one kind of choice..

The second half of that sentence needs unpacking. No figure for range is published, and inventing one would be worse than saying nothing, so the unpacking has to be done without a figure. Think about what a buyer actually wanted. Somebody who came looking for one particular kind of thing, and who could already pick between two thousand sellers of it, gains close to nothing from the two thousand and first seller of the same thing. The same buyer gains a great deal from the first seller of something they could not get on the marketplace at all. A count of sellers is a proxyA stand-in figure used because the thing actually wanted is not counted. A proxy moves roughly with the real thing and is not the real thing. for range and it is not range.

Walk down a street with twenty tailors on it. The twenty first tailor changes almost nothing for a customer walking down that street. The choice they had was already wide in the only direction it went. The first shoe shop on that street changes everything, and it changes it for a customer who was never going to buy a shirt. One new shop, counted the same way in both cases, and two completely different effects on the person walking past.

DOUBLE THE BUYERS, HOLD THE MERCHANTS: THE SAME READING DOUBLES BUYERS ONE MERCHANT REACHES, ON THE SAME SCALE AS THE FIGURE ABOVE BEFORE 50,000 buyers 25.00 AFTER 1,00,000 buyers 50.00 MERCHANTS 2,000 to 2,000, unchanged BUYERS 50,000 to 1,00,000, doubled Not one merchant was added, and every merchant reaches twice as many.
Doubling the buyers to 1,00,000 while the merchants stay at 2,000 takes the same reading from 25.00 to 50.00, and not one merchant was added.

Why is a network effect not symmetric?

Put the two directions in one place and read them together. Separately each of them looks unremarkable and together they are the finding. From the published pair of 50,000 buyers and 2,000 merchants: doubling the merchants takes the merchant reading from 25.00 to 12.50, and doubling the buyers takes the same reading from 25.00 to 50.00. Two events. One ratio. Opposite outcomes.

A network effect is not symmetric, so growth on one side and growth on the other are not the same event and must never be summarised together as growth. Both events add participants. Both would be reported as the marketplace getting bigger. Only one of them improves the reading for the side already standing there.

Now the difficult part, said plainly. Almost every short description of a network effect is written as though every extra participant helps everybody, and that description is not a rough simplification of the arithmetic. On one of the two sides it is the reverse of the arithmetic. A merchant reading that a marketplace has strong network effects, and understanding it to mean that every new arrival helps them, has been handed a sentence that runs the wrong way for one of the marketplace's two sides.

The fix costs one clause. Before any effect is called an advantage, the question is which side it was measured on. Naming the side is the whole discipline, and it is cheap enough to apply to every claim a reader meets.

THE TWO DIRECTIONS, SET AGAINST THE SAME THREE QUESTIONS THE QUESTION MERCHANTS DOUBLE TO 4,000 BUYERS DOUBLE TO 1,00,000 Which count moved The bottom of the ratio, from 2,000 to 4,000 The top of the ratio, from 50,000 to 1,00,000 What one merchant reaches becomes 12.50 half of 25.00 50.00 twice 25.00 What a buyer gets Twice as many sellers, and more range only if Nothing new, since the sellers are the same 2,000 they sell different things Both events add participants. Only one of them improves the reading for the side already standing there, so the two must not be summarised together.
More buyers make the marketplace better for a merchant, but more merchants help a buyer only if they bring range, which is why growth on one side and growth on the other are not the same event.
Private Equity Analyst Bootcamp — Fin Maverick

What happens when a marketplace recruits sellers faster than buyers?

Recruiting one side faster than the other is where the asymmetry stops being a curiosity and turns into a question about whether an advantage lasts. Signing sellers is visible work. Somebody can be sent to do it, the count goes up, and the count can be put in a report. Signing buyers is the same work performed on the side that is harder to reach and harder to count. So of the two counts that make up the ratio, the easier one to move is the one sitting underneath.

A marketplace that recruits sellers faster than buyers has made itself worse for the side it already had. Follow that through for the gap rather than for the quarter. A merchant stayed on Setu Bazaar for the buyers it could reach from there. A marketplace that spreads those buyers thinner has spent the reach that was holding that merchant, and it spent it in order to report a bigger number.

Say the other half plainly. The first half on its own is unbalanced. The asymmetry is not an argument against signing sellers. A marketplace with too few sellers is a marketplace where buyers find nothing, and nobody is suggesting that a seller count should sit still. The argument is narrower and harder: the two counts have to move together, or the advantage narrows while the headline widens, and the two things happen in the same quarter and get reported in the same sentence.

There is a weekly vegetable market version of this that anybody who has stood in one has watched happen. The market doubles its stalls without doubling its shoppers. From the road it looks twice the size and twice as busy. Every stallholder goes home with more unsold stock than the week before, and none of them can point at the person who did it to them.

THE REGION A MARKETPLACE ENTERS BY GROWING THE WRONG SIDE 1,000 2,000 4,000 MERCHANTS 25,000 50,000 1,00,000 BUYERS UNDER 25.00 BUYERS A MERCHANT OVER 25.00 BUYERS A MERCHANT merchants doubled, buyers held buyers doubled, merchants held THE PUBLISHED PAIR The shaded region is entered by growing, not by shrinking.
A marketplace that recruits sellers faster than buyers has made itself worse for the side it already had, and it enters that state by growing rather than by shrinking.
Try it out

A marketplace signs sellers faster than it signs buyers for two years running. What has happened to the reach that held its sellers in place?

Hedge Funds Analyst Bootcamp — Fin Maverick

Does a network effect make a business profitable?

No. An account that skips this answer has taught a reader something true and left them holding a conclusion that does not follow from it, and a true fact with a false conclusion attached is worse than teaching nothing.

Setu Bazaar's published year is a result for the yearWhat is left after every cost is taken off. The result can be a positive figure or a negative one, and Setu Bazaar's is negative. of minus Rs 2,50,00,000/-, which is two croreAn Indian unit of counting equal to one hundred lakh, being ten million. Rs 2,50,00,000/- is two crore fifty lakh rupees. fifty lakh rupees of loss. Its network effect, meanwhile, is entirely real: a merchant standing on that marketplace reaches 25.00 buyers it would otherwise have to find one at a time.

Setu Bazaar carries the effect and carries the loss, in the same published year, and neither fact argues with the other. The rule holds in both directions: a network effect is about what a participant gets, and it says nothing at all about whether a year worked. The effect and the result are answers to two different questions, and only one of them is a question about the accounts.

Why is this confusion so common and so expensive? Because Setu Bazaar's effect is genuine, and a reader who has just been shown a real advantage is in the most receptive state they will be in all day. Almost any conclusion offered immediately afterwards gets accepted, and the conclusion most often offered is the one about the result. The joins are where it happens. The 25.00 and the minus Rs 2,50,00,000/- linked by so or therefore. A sentence beginning with as the marketplace grows. A caption pairing a ratio and a result inside one clause. None of those joins is earned by the two counts or by the result.

TWO CARDS, AND DELIBERATELY NOTHING JOINING THEM WHAT ONE PARTICIPANT GETS 50,000 buyers divided by 2,000 merchants 25.00 buyers reached by one merchant A real effect, and it is checkable. WHETHER THE YEAR WORKED Setu Bazaar, result for the published year minus Rs 2,50,00,000/- a loss, as published A real result, and it is published. THE ARROW THAT IS NOT DRAWN neither card causes, cures or predicts the other Two answers to two different questions, sitting in the same published year.
Setu Bazaar carries the effect and carries the loss in the same published year, and a network effect is about what a participant gets rather than about whether the year worked.
Try it out

Setu Bazaar's published year is a result of minus Rs 2,50,00,000/-, and its network effect is real. How do those two facts sit together?

Bond Pricing and Yield Mechanics — free micro-course from Fin Maverick

When is a network effect an advantage that survives, and when is it only growth?

An advantage is a gap that survives, and a gap survives only where a rival cannot put the other side together. Why assembling a second side is genuinely hard is set out separately under Platform Businesses: Why Two-Sided Markets Behave Differently.

The test that falls out of the asymmetry has two steps. The first asks which side the effect protects. The second asks what that side would lose by leaving. For a merchant on Setu Bazaar, leaving means giving up the buyers it reaches, and that loss is exactly the 25.00 buyers a merchant computed from the two published counts. An effect that only describes why participants arrived is not yet a reason they cannot leave.

The second question is what disposes of the adjective. Strong network effects is not an answer to what would this side lose by leaving. A ratio is. The second question is the practical reason to carry the number and drop the adjective, and it is also why the number keeps its unit attached: a reader can take 25.00 buyers a merchant, hold it against the counts, and disagree in arithmetic rather than in tone.

Two questions sit just outside the arithmetic. Why a participant who could leave stays anyway is covered under Switching Costs: Why Customers Stay Even When They Could Leave. Why a business is able to raise the fraction it keeps of what crosses it is covered under The Sources of Competitive Advantage, and Whether Any of Them Lasts. On that second point, the sources that let a business hold its charge without losing volume are four: brands, switching costs, scarcity and rivalry. A network effect is not one of the four. The arithmetic supports something narrower: a marketplace can hold what it charges a side only while that side is still getting more there than it would elsewhere, and the ratio measures the more.

Try it out

A merchant is asked what it would lose by leaving Setu Bazaar today. Which answer is the one a reader can actually check?

How does a reader actually read a network effect claim?

Four questions, asked in this order, and they work on any claim of this shape whoever wrote it. An analyst covering a marketplace, a lender looking at one, a merchant deciding whether to list on one and a household deciding whether to shop on one are all asking the same four in the same sequence.

First: which side is the claim measured on? Second: what are the two counts, and which of them moved? Third: what happened to the other side's reading when it moved? Fourth: what was the year's result, and what did the effect have to do with it?

The third question is the one people skip, and it is the only one of the four that can turn good news into bad. The first two feel like housekeeping and the fourth feels like a different subject, so the third is where the attention runs out, and the third is where the arithmetic lives.

The Setu Bazaar claim goes through all four. The claim is measured on the merchant side, and it is stated in the buyers a merchant reaches. The two counts are 50,000 buyers and 2,000 merchants. When the merchant count doubles, the merchant reading falls to 12.50, and that is the third question answered against the claim rather than for it. And the year is a result of minus Rs 2,50,00,000/-, a loss the effect neither caused nor cured. Four questions, four answers, no adjective anywhere in them.

FOUR QUESTIONS THAT READ ANY NETWORK EFFECT CLAIM, IN ORDER 1 Which side is the claim measured on? A claim with no side attached cannot be checked at all. 2 What are the two counts, and which of them moved? Here they are 50,000 buyers and 2,000 merchants. 3 What happened to the other side's reading when it moved? 25.00 went to 12.50 one way and to 50.00 the other way. 4 What was the year's result, and what did the effect have to do with it? Usually nothing, and saying so is the answer rather than a dodge. The third question is the one people skip, and the only one that turns good news into bad.
The third question is the one people skip, and it is the only one of the four that can turn good news into bad.
Try it out

A marketplace is reported to have doubled one of its two counts, and its position is said to be strengthening. Which question comes first?

Where does this reading go wrong, and what does the mistake cost?

The analyst is competent, is reading a true fact, and files the note on time. Setu Bazaar's merchant count has doubled from 2,000 to 4,000 in the year. The note says the network effect is strengthening and concludes that the marketplace's position is widening.

Every word of the first half is true. The merchant count really did double. And on the buyer side of the marketplace that really is an improvement, at least in the counted sense: a buyer picks between four thousand sellers where there were two thousand.

The second half is the reverse of the truth on the other side. For a merchant, that same event took the buyers it reaches from 25.00 to 12.50. A merchant reaching half as many buyers is not being held more tightly, it is being held more loosely, so a note calling the position wider has said the opposite of what happened to one of the two sides.

Name what the error costs. The error is a durability claim written on the side of the market that was diluted, so the note says the position is widening at exactly the moment when the reach holding one side in place has halved. Nobody pays anything on the day the note is written, and that is precisely why it survives review: the merchant count is right, the direction of the effect on buyers is right, and the sentence reads as though it followed. The bill arrives later, when the diluted side starts leaving and the note that predicted a widening position has to explain a narrowing one.

The fix costs one clause, and it is the same clause throughout. The side belongs in the sentence, every time. A claim about a network effect then cannot be made at all without saying who it is about.

THE NOTE AS IT WAS FILED, AND THE FIGURE THAT IS NOT ON IT MARKETPLACE NOTE, SETU BAZAAR Merchant count doubled from 2,000 to 4,000 in the year. OK true, and checkable against the published counts The network effect is strengthening. NO no side named, so there is nothing here to check The position is widening. NO written on the side that was diluted by the very same event NOWHERE ON THE SHEET 12.50 buyers a merchant, which is what the doubling did to the side being written about Write the side into the sentence, every time.
Write the side into the sentence, every time, so a claim about a network effect cannot be made without saying who it is about.
Where this applies

India, for the units only

Setu Bazaar's figures are written the Indian way, grouped in lakh and crore, so Rs 2,50,00,000/- reads as two crore fifty lakh rather than as twenty five million. The grouping is the only local element. The mechanism itself belongs to no jurisdiction: a head count divided by a head count reads the same in any market on earth. Where a marketplace has to disclose anything about either of its two sides, that requirement is set by the relevant authority in that market.

The arithmetic of a network effect is one division on two counts, and it stops there. How a marketplace with two dependent sides actually works, why neither side turns up first, and the two ordinary ways of getting one started are covered separately under Platform Businesses: Why Two-Sided Markets Behave Differently. The share a marketplace keeps of what crosses it is covered separately under Take Rate: What a Platform Keeps of What Passes Through, and why any business is able to raise that share is covered separately under The Sources of Competitive Advantage, and Whether Any of Them Lasts.

Whether Setu Bazaar covers what one customer costs it is covered separately under Unit Economics: Profitability at the Level of One Customer. Why a participant who could leave stays anyway is covered separately under Switching Costs: Why Customers Stay Even When They Could Leave.

Growth and a surviving gap look identical from outside. See which network effects last.

Where does the idea of a network effect come from?

SourceDocumentSite
Michael Katz and Carl Shapiro, 1985Network Externalities, Competition, and Compatibilitynber.org
Jean-Charles Rochet and Jean Tirole, 2003Platform Competition in Two-Sided Marketsssrn.com

Setu Bazaar is invented.
Educational material. Not advice on any investment, tax, budget or market position.

← PreviousNext →
Fin Maverick Micro CoursesExplore Micro Courses
Fin Maverick BootcampsExplore Bootcamps
Fin Maverick

Finance education that ends in a job, not a certificate that gathers dust. Built for young India.

LEARN
CalculatorsFrameworksComparisonsCareersShowdown
RESOURCES
All CoursesMicro CoursesBootcampsInternships
COMPANY
AboutJob openingPartnership
LEGAL
Privacy PolicyTerms & ConditionsContent LicenseReturn & Refund Policy
© 2026 FIN MAVERICK / BUILT FOR INDIA.DO FINANCE, DO NOT JUST READ ABOUT IT.