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 MasteryInvestment Banking Analyst
Private Equity AnalystQuant & Hedge Fund AnalystBreaking Into VCFinancial Analyst Program
Risk Management ProgramPrivate Wealth ManagementDebt Capital MarketsDerivatives Foundation
Explore Free 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
QuarksCourses
Explore Interview Preparation
Investment BankingEquity ResearchVenture CapitalistPrivate EquityHedge Funds
QuantFinancial AnalysisPrivate Wealth ManagementDebt Capital MarketsRisk Management
Derivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
Interview tracksAll
1Investment Banking
Question bankPuzzlesCase studies
2Equity Research
Question bankPuzzlesCase studies
3Venture Capital
Question bankPuzzlesCase studies
4Private Equity
Question bankPuzzlesCase studies
5Hedge Funds
Question bankPuzzlesCase studies
6Quant
Question bankPuzzlesCase studies
7Financial Analysis
Question bankPuzzlesCase studies
8Private Wealth Management
Question bankPuzzlesCase studies
9Debt Capital Markets
Question bankPuzzlesCase studies
10Risk Management
Question bankPuzzlesCase studies
11Derivatives Foundation
Question bankPuzzlesCase studies
12Portfolio Management
Question bankPuzzlesCase studies
13Mutual Fund Mastery
Question bankPuzzlesCase studies
027

Case 027Market sizing and thesesHard

Do a vertical deep dive on India's used-car chain for Gaadivik Auto, a listings site. Where does the profit pool sit, and what should Gaadivik own next?

Insight PartnersNew York · 2019

1The situation

Gaadivik Auto runs a used-car listings site and is raising a Series B. Use these round numbers for the whole market: 45 lakh used cars sold a year at an average of Rs 4.5 lakh. Dealers earn a 6% margin on what they sell. A quarter of cars are bought with a loan for 75% of the price, and the lender earns a 3.5% net spread a year over a three-year loan. Inspection and paperwork earn Rs 3,000 a car, insurance commission is Rs 2,500 on the 60% of cars that take a new policy at sale, and listings earn Rs 800 a car.

For simplicity, treat every car as passing through a dealer and the loan as outstanding in full for its three years. All figures are illustrative; a real deep dive would confirm each from industry sources.

2Your task

Size each slice of the chain in rupees a year, show where the profit sits, and say what Gaadivik should own next and why.

Quick check

Roughly what share of the chain's yearly pool sits in listings, the part Gaadivik already does?

Worked solution

Try it on paper, then open one step at a time.

30-second answerThe answer to give first

About two thirds of the roughly Rs 18,522 crore yearly pool is dealer margin and a fifth is financing; listings hold under 2%. Gaadivik should next own the transaction layer, inspection, paperwork and insurance, which lifts what it earns per car from Rs 800 to Rs 5,300 with little capital and puts it at the moment the loan is chosen. Lending should come through partners first; inventory last, if ever.

Step 1Why map the whole chain instead of sizing Gaadivik's own market?

A wedding has many hands in it: the hall, the caterer, the decorator, the photographer, the card printer. Ask where the money goes and you find the hall and the caterer take most of it, while the card printer, however busy, takes very little. A used car is the same: one transaction pays several businesses, and a listings company sits at the card-printer end. Sizing only listings tells you how big your current slice is. Sizing the chain tells you which slices are worth moving into, which is the real question in a Series B.

So price every slice per car, then multiply by the cars it touches. The dealer earns 6% of Rs 4.5 lakh, Rs 27,000 on every car. A financed car carries a loan of Rs 3.375 lakh, and 3.5% a year for three years is Rs 35,438, earned on a quarter of cars. Inspection and paperwork earn Rs 3,000 on every car, insurance Rs 2,500 on 60% of cars, and listings Rs 800 on every car. The total market moves Rs 2,02,500 crore of cars a year.

Where the money sits in a used car: area = rupees a yearFinancing: Rs 35,438 a financed carx 25% of cars = Rs 3,987 cr, 22%Dealer marginRs 27,000 a carRs 12,150 cr, 66%Inspection, papersRs 3,000 a carRs 1,350 cr, 7.3%InsuranceRs 2,500 a carRs 675 cr, 3.6%ListingsRs 800 a carRs 360 cr, 1.9%Width: share of the 45 lakh cars each activity reaches. Height: rupees earned per car reached.Total pool about Rs 18,522 crore a year; listings, where Gaadivik starts, hold under 2%.
Dealer margin is the widest and nearly tallest block at Rs 12,150 crore a year, financing is narrow but the tallest at Rs 3,987 crore, and inspection, insurance and listings together make only Rs 2,385 crore of a Rs 18,522 crore pool.
SliceShare of carsRs per car reachedPool, Rs crore a yearShare of pool
Financing25%35,4383,98721.5%
Dealer margin100%27,00012,15065.6%
Inspection and paperwork100%3,0001,3507.3%
Insurance60%2,5006753.6%
Listings100%8003601.9%
Total18,522100%
Rs crore a year on 45 lakh cars. Dealer margin and financing together are 87% of the pool; listings are 1.9%.
Step 2If dealing is the biggest pool, why not become a dealer?

Because the pools are gross, before the cost of earning them, and the costs differ wildly. A dealer's Rs 27,000 is earned by owning a Rs 4.5 lakh car for weeks, paying to refurbish it, and carrying the risk that it sells for less. Financing's Rs 35,438 needs Rs 3.375 lakh of lending capital per car and the credit losses that come with it. Listings and services need software and people, not balance sheet. So read the chart as a map of prizes, then weigh each prize by the capital and risk it asks you to carry.

What each extra layer earns per car, and what it asks you to fundListings onlyNeeds: softwareRs 800Add inspection and insuranceNeeds: inspectors in each cityRs 5,300Add lending on its own bookNeeds: Rs 3.4 lakh lent per financed carRs 14,159Add owned inventoryNeeds: Rs 4.5 lakh of stock per carRs 41,159ListingsServicesLendingDealing
Gaadivik earns Rs 800 a car from listings, Rs 5,300 once it adds inspection, paperwork and insurance, Rs 14,159 if it also lends on its own book, and Rs 41,159 as a dealer, with each step demanding more capital.
Step 3So what should Gaadivik own next?

Own the transaction layer: inspection, paperwork and insurance. It multiplies revenue per car by more than six, from Rs 800 to Rs 5,300, with almost no capital, and it puts Gaadivik inside the deal at the moment the buyer decides how to pay. A certified inspection report is also the data a lender needs to price a used-car loan, which makes financing the natural next step. Start lending through partner banks and finance companies, taking a share of the spread, and move to a loan book only when Gaadivik's own data shows lower losses than the partners'.

Keep inventory last. Dealers own the biggest pool, but buying stock turns a software company into a used-car trader with working capital, price risk and thin returns on capital. Say the limitation, too: the financing figure assumes the loan is outstanding in full for three years. A loan that amortises earns on a falling balance, roughly half as much, which would cut that pool to about Rs 2,000 crore and make the transaction layer look relatively better, not worse.

Where candidates lose it

The common loss is sizing only listings, Rs 360 crore a year, and calling it the market. The interviewer asked for a vertical deep dive to see whether you can find where money moves in the whole chain, and the answer is that the listing is the cheapest part of the transaction.

The second is reading the biggest pool as the best one and telling a software company to buy cars. Pools are gross; a dealer's margin comes with inventory, refurbishment and price risk that a listings company has no edge in carrying.

What the interviewer asks next

  • What share of the financing pool could Gaadivik keep as a loan distributor rather than a lender?
  • Which data would you ask for to test whether Gaadivik's inspection reports predict loan losses?
  • How would the pool shift if the average used car rose to Rs 6 lakh?
  • Why might a listings company still choose to hold some inventory, and how would you cap it?

Asked at Insight Partners, Generalist, New York, 2019 (Wall Street Oasis): I would come in through studying about one specific industry vertical and being able to speak to that

← Case 026Antimvik Logistics pays a rider by the day and earns Rs 32 a parcel. What does a parcel cost at 25 drops a day and at 40, and what drop density breaks even?Case 028 →Make the bear case on Zorvik Quick Commerce, a popular dark-store grocery company. What does each order and each store contribute, and how many orders does a store need to break even?

Company names and figures are illustrative.

Fin Maverick Free CoursesExplore Free 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
CalculatorsFrameworksComparisonsInterview RoadmapsShowdown
RESOURCES
All CoursesFree 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.