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

Hedge Funds puzzles, solved step by step

Puzzles
100
Traced to a firm
38
Topics
14
Hard
30
Topic
All topicsBetting and sizing5Conditional probability and Bayes7Continuous probability and distributions7Counting and combinatorics7Estimation and mental maths4Expected value and dice games8Logic and brainteasers10Market making and trading games6Options and payoffs5Portfolio and risk maths8Random walks and Markov chains7Returns, compounding and fees7Statistics and estimation11Valuation, accounting and macro riddles8
Level
AnyWarm upCoreHard
Source
AnyReported at a firmStandard
Showing 1–1 of 1 · filtered from 100Clear filters
  1. 005Without paper, what are 997 x 1,003 and 67 squared?Estimation and mental mathsWarm upAkuna Capitalchicago · 2024

    Try it first

    What is 997 x 1,003?

    Show the worked solution

    997 x 1,003 = 999,991 and 67 squared = 4,489. The first is a difference of squares: the numbers sit 3 either side of 1,000, so the product is 1,000,000 minus 9. The second uses the same identity the other way round: 67 squared is 64 x 70 plus 3 squared, which is 4,480 plus 9. Both take one line once you spot the round number nearby.

    Why does multiplying around a round number work?

    Take a square garden 10 metres a side and reshape it to 13 by 7. The fence is the same length, but the plot shrinks from 100 square metres to 91. It always shrinks by the square of how far you moved each side, here 3 squared, 9. Two numbers spaced equally around a midpoint multiply to the midpoint squared minus the gap squared. For 997 x 1,003 the midpoint is 1,000 and the gap is 3, so the answer is 1,000,000 minus 9.

    Move one strip and a square minus a corner becomes a rectangleb²a x (a - b)stripaasquare minus corner: a² - b²stand the stripon its enda x (a - b)stripa + ba - brectangle: (a - b)(a + b)997 x 1,003 = (1,000 - 3)(1,000 + 3) = 1,000,000 - 9 =999,99167 x 67 = (67 - 3)(67 + 3) + 3² = 64 x 70 + 9 = 4,480 + 9 =4,489
    Removing a b by b corner from an a by a square and standing the leftover strip on its end makes a rectangle a + b wide and a - b tall, which is why 997 x 1,003 is 1,000,000 - 9 = 999,991 and 67 squared is 64 x 70 + 9 = 4,489.
    The relationship
    (a−b)(a+b)=a2−b2a2=(a−b)(a+b)+b2(a-b)(a+b) = a^2 - b^2 \qquad a^2 = (a-b)(a+b) + b^2
    athe round midpoint, or the number being squared
    bthe gap you choose to make a factor round
    What it says in wordsA product around a midpoint is the midpoint squared less the gap squared; run it backwards to square any number.

    How do you square a number like 67 in your head?

    Push it to a round neighbour and repair the difference. Move 3 down to 64 and 3 up to 70, multiply those, then add back the 3 squared you took away: 64 x 70 = 4,480, plus 9 is 4,489. You choose the gap so one factor is round. The expansion route agrees: 67 is 70 minus 3, so 67 squared is 4,900 - 420 + 9, the same 4,489. Two methods landing on one number is your check.

    Why would a fund ask arithmetic at all?

    A trader checks prices, spreads and position sizes in their head all day, and a slip costs money before any spreadsheet catches it. Interviewers use speed on arithmetic like this as a proxy for how quickly you would catch a quote that does not add up. Say the identity as you use it, so that if you slip, the interviewer can see where and you can recover out loud.

    Where candidates lose it

    The trap is grinding 997 x 1,003 column by column under time pressure, dropping a carry and landing on 1,000,009 or 999,909. Two numbers either side of 1,000 is the whole question, and it is there to see whether you notice.

    For 67 squared, candidates who remember 65 squared is 4,225 try to count up from there and lose track of the cross term. Pick the route that gives you one round multiplication, and say it out loud as you go.

    What the interviewer asks next

    • What is 48 x 52?
    • What is 95 squared, and what is the fastest route?
    • Estimate 1.03 to the tenth power in your head.

    Asked at Akuna Capital, Hedge Fund, chicago, 2024 (Wall Street Oasis): focusing on quick probability puzzles, mental math, and some data structure questions

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.