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25 options and derivatives interview questions with answers

25 original derivatives interview examples with explained answers on put–call parity, binomial pricing, Greeks, forwards, bond risk and simulation.

How to approach these questions

An option price is useful only alongside the assumptions that support it. Work from terminal payoffs to replication, then connect the resulting price to Greeks, interest-rate risk and simulation error. Unless stated otherwise, examples use frictionless markets, consistent borrowing and lending rates, and per-share payoffs. They are model exercises rather than market quotes or trading recommendations.

Write the terminal payoff

Payoff, profit, contract delivery price and current contract value are different quantities. Make the timeline and financing convention explicit before substituting numbers.

Match cash flows

Use no-arbitrage relations only for comparable contracts. European exercise, maturity, strike and dividends matter for put–call parity and replication.

Explain the model risk

After a calculation, state what a discrete hedge, jump, cost or changed volatility assumption would alter. A correct formula can still be a poor operational approximation.

Sample questions, answers and explanations

Try each question before reading its answer. These original teaching examples remain free to read on this page.

Payoffs and no-arbitrage bounds

Identify the rights the contract grants and compare portfolios with matching terminal cash flows.

1. Call payoff versus profit

A European call has strike 100 and premium 7. At expiry the stock is 112. What are payoff and profit, ignoring financing and fees?

Answer: Payoff 12; profit 5 per share.

Explanation: Apply max(S − K,0), then subtract the premium. The option's payoff chart alone does not show its net profit.

2. Put payoff

A European put has strike 90. The stock expires at 82. What is its payoff per share?

Answer: 8.

Explanation: A put pays max(K − S,0). Its holder benefits from a terminal price below the strike.

3. Put–call parity

A non-dividend stock is 100, strike present value is 96 and a European call costs 9. What should the matching put cost under no arbitrage?

Answer: 5.

Explanation: C − P = S − PV(K), so P = 9 − 100 + 96. Strike and maturity must match.

4. Include dividends

A stock is 100, known dividends have present value 3, PV(K) is 95 and a matching European put costs 4. Find the call price.

Answer: 6.

Explanation: Dividend-adjusted parity is C − P = S − PV(dividends) − PV(K). Ignoring dividends would overprice the call by 3.

5. European call lower bound

A non-dividend stock is 80 and PV(K) is 75. What no-arbitrage lower bound applies to its European call?

Answer: At least 5.

Explanation: A call cannot be worth less than max(S − PV(K),0). This discounted-strike bound differs from immediate exercise value.

Forwards and binomial pricing

A small tree makes risk-neutral pricing and hedge construction visible without numerical machinery.

6. Call upper bound

For a nonnegative underlying worth 80, what upper bound applies to a European call under standard frictionless assumptions?

Answer: 80.

Explanation: Owning the underlying dominates the call's terminal payoff. A price above the underlying would violate that dominance.

7. Forward delivery price

A non-dividend asset is 100 and the one-year continuously compounded risk-free rate is 5%. Find the no-arbitrage forward delivery price.

Answer: 100 exp(0.05), approximately 105.13.

Explanation: Buying and financing the asset replicates forward delivery. This is a delivery price, not the initial value of a fair forward.

8. Value an existing forward

A long forward has delivery price 100. The current matching fair forward price is 106, with a discount factor of 0.95. Find its value.

Answer: 5.7.

Explanation: Discount the delivery-price advantage: 0.95 × (106 − 100). An existing forward can have nonzero value.

9. One-period risk-neutral probability

A stock is 100 and will be 120 or 90. The one-period risk-free gross return is 1.05. Find the risk-neutral up probability.

Answer: 1/2.

Explanation: Solve 100 × 1.05 = q × 120 + (1 − q) × 90. The risk-free return lies between the down and up gross returns.

10. Price a binomial call

Use stock outcomes 120 and 90, current price 100, gross risk-free return 1.05 and strike 100. Price the one-period European call.

Answer: 200/21, approximately 9.52.

Explanation: Terminal call payoffs are 20 and 0. Weight with risk-neutral probability 1/2 and discount by 1.05.

Sensitivities and model assumptions

Connect derivatives of the price to the exposure being hedged and check where sign claims apply.

11. Replicating shares

In that binomial model, how many shares replicate the call's difference between states?

Answer: 2/3 share.

Explanation: Delta equals (20 − 0)/(120 − 90). Financing supplies the remaining level of the replicating payoff.

12. Why expected stock return disappears

In frictionless Black–Scholes replication, why does the stock's physical expected return not enter the European option price?

Answer: A self-financing delta hedge removes the local stock risk.

Explanation: The remaining locally riskless portfolio must earn the risk-free rate. This depends on the model's continuous hedging assumptions.

13. Black–Scholes log dynamics

Under dS = μS dt + σS dW with constant coefficients, what is the drift of log S?

Answer: μ − σ²/2.

Explanation: Itô's second derivative correction subtracts half the instantaneous return variance. The drift of a log return differs from price growth.

14. Vanilla vega sign

In the standard Black–Scholes model with positive time and volatility, what is the vega sign of a long European call or put?

Answer: Positive.

Explanation: More volatility raises the value of convex vanilla payoffs under this model. Do not extend this sign claim to every exotic payoff.

15. Gamma and hedge risk

What does positive gamma mean for a long vanilla option's delta as the stock rises?

Answer: Delta increases.

Explanation: Gamma is the derivative of delta with respect to the stock price. A fixed hedge becomes stale when the underlying moves.

Exercise, volatility and bond risk

Exercise rights and carry affect value; bond duration converts a small yield move into an approximate price change.

16. Is every option theta negative?

Must every option's calendar-time theta be negative?

Answer: No.

Explanation: Carry, interest rates, dividends and payoff structure can change the sign. Even a European put can have positive theta in some settings.

17. Early exercise of a call

Should a holder optimally exercise an American call early on a non-dividend stock when interest rates are nonnegative and markets are frictionless?

Answer: No.

Explanation: Keeping the option preserves optionality and defers paying the strike. Dividends or different rate assumptions change the comparison.

18. A volatility smile

What does a strike-dependent implied volatility reveal about a single constant-volatility Black–Scholes fit?

Answer: One constant volatility cannot match all those option prices.

Explanation: Implied volatility is an inverted price quote. A smile indicates a mismatch with the model's single-volatility restriction.

19. Zero-coupon bond

A default-free bond pays 100 in two years. The continuously compounded yield is 4%. Find its price.

Answer: 100 exp(−0.08), approximately 92.31.

Explanation: Discount the single cash flow over its full maturity. Match the compounding convention to the quoted yield.

20. Duration approximation

A bond has modified duration 5. A parallel yield increase is 10 basis points. Approximate its percentage price change.

Answer: −0.5%.

Explanation: Use ΔP/P ≈ −Dmod Δy with Δy = 0.001. Basis points are not percentage points.

Portfolio risk and numerical pricing

Keep covariance, simulation uncertainty and implementation assumptions visible when assessing a numerical result.

21. Add bond convexity

Modified duration is 5 and convexity is 30. For a yield rise of 0.01, approximate ΔP/P through second order.

Answer: −4.85%.

Explanation: Compute −5 × 0.01 + (30/2) × 0.01². Convexity corrects the linear approximation; large moves still create approximation error.

22. Two-asset variance

Two equally weighted assets each have volatility 20% and correlation zero. Find portfolio volatility.

Answer: Approximately 14.14%.

Explanation: Portfolio variance is 0.5² × 0.2² + 0.5² × 0.2² = 0.02. Take the square root only after combining variances.

23. Monte Carlo precision

Independent payoff simulations have sample standard deviation 12 across 10,000 draws. Estimate the standard error of their mean.

Answer: 0.12.

Explanation: Divide payoff standard deviation by √n. This measures sampling uncertainty in the mean, not dispersion of individual payoffs.

24. Control variate

A simulated payoff X is positively correlated with control Y whose mean is known. In X − β(Y − E[Y]), what population β minimises variance?

Answer: Cov(X,Y)/Var(Y), assuming Var(Y) > 0.

Explanation: Minimise the quadratic variance expression. The centring term preserves the expected payoff when the control mean is correct.

25. Replication in practice

Why can a model's continuous delta-hedging argument fail to match realised hedge P&L?

Answer: Discrete rebalancing, transaction costs, jumps and model error leave residual risk.

Explanation: Name the assumption being relaxed and its effect. A replication formula within a model is not a guarantee of actual hedging performance.

283 finance/derivatives questions from the bank

Each question has its own page with a short answer and a credit to its source. Hints and full worked solutions are in the question bank with a free account.

  1. Direction of a European put when rates riseEasy
  2. Value of a perpetual 100 dollar cash stream at 16%Easy
  3. Riskless profit from two continuously compounded accountsEasy
  4. Mispriced straddle against a call and a putMedium
  5. Highest gamma among ATM options on different stocksEasy
  6. Put ITM probability from a call delta of 0.67Easy
  7. Pricing a plus-or-minus-one digital payoffMedium
  8. Present value of a 4% annual coupon bond at 7%Easy
  9. Ideal expiry price for a 35/37.5/40 butterflyEasy
  10. Gamma of a far out-of-the-money callEasy
  11. Delta of a put that is far in the moneyEasy
  12. Straddle delta given a put delta of minus 0.31Easy
  13. Back-of-envelope value of a 3-month ATM callMedium
  14. Two-wide market on a dice-product call struck at 19Medium
  15. Straddle arbitrage with calls, stock and bonds onlyMedium
  16. Delta drift of a hedged ITM call near expiryHard
  17. Hedging 100 short puts using a call delta of 0.25Medium
  18. Maximum gain on 200 shares with two short callsMedium
  19. One-step tree price of a call struck at 5Medium
  20. Implied vol from a 3-month ATM call price of 2.3Medium
  21. Put spread too wide for the strike gapMedium
  22. European call priced above its American twinEasy
  23. Group-stage contracts summing to less than twoHard
  24. Shares to short against ten ATM callsEasy
  25. Rehedging a straddle 30 minutes before expiryHard
  26. Call price from a put via put-call parityMedium
  27. Breakeven for a 3 dollar call struck at 4Easy
  28. Bounding a 33-strike put from a 35-strike putMedium
  29. Digital payoff outside the 15 to 20 bandEasy
  30. Call ITM odds from a put ITM probability of 0.42Easy
  31. Upper bound on a 5/10 bull call spreadMedium
  32. Put delta when the matching call has delta 0.21Easy
  33. Digital call price from a digital put at 0.36Easy
  34. Two-step tree value of a squared-stock payoffMedium
  35. Breakeven of a covered call on 100 sharesEasy
  36. Fair price of a put struck at 4 on a dice productEasy
  37. Put butterfly price from call quotesMedium
  38. Sign of call rho for a European callEasy
  39. Max-Sharpe weight in A with a fully invested budgetHard
  40. Straddle gamma when the call gamma is 0.03Easy
  41. Arbitrage on a contract capped at twice the stockMedium
  42. Value of a three-year bond with quarterly couponsEasy
  43. Put price from parity against a futures contractEasy
  44. ATM call value with a thousand-year maturityMedium
  45. Preferred direction for a strangle bought below both strikesMedium
  46. Intrinsic and time value of an OTM putEasy
  47. Recovering a 10-strike call from three putsMedium
  48. Lower bound on a vanilla put from digital putsHard
  49. Intrinsic and time value of an ITM callEasy
  50. Weight for a riskless mix of two opposite assetsMedium

What our question-bank data shows

Our bank summary dated contains 311 Finance/Derivatives entries in the bank. Counts describe entries in our curated practice bank, including its source and classification choices. They do not measure employer interview frequency, candidate success rates or how often any one question is asked.

  • Options Pricing: 57 entries, or 18.3% of this topic's bank. Use this coverage to identify areas for practice alongside the technique-based examples above.
  • Greeks: 43 entries, or 13.8% of this topic's bank. Use this coverage to identify areas for practice alongside the technique-based examples above.
  • Fixed Income: 32 entries, or 10.3% of this topic's bank. Use this coverage to identify areas for practice alongside the technique-based examples above.

The public examples above were written for these guides. They illustrate the techniques and are not a reproduction or ranking of the bank's sourced questions. The dashboard's broader bank combines sourced questions, worked answers where available and references for book entries without a reproduced solution.

Subtopic coverage in the bank

SubtopicBank entries
Options Pricing57
Greeks43
Fixed Income32
Black-Scholes27
No-Arbitrage22
Exotic Options18
Volatility & Smile18
Option Properties & Bounds17
Hedging & Replication12
Portfolio Theory11
Monte Carlo8
Binomial Trees8
Forwards & Futures7
Interest Rate Models6
Risk Management6
Markets5
Numerical Methods3
Finite Differences3
Expected Value2
Swaps2
Time Value of Money2
Algebra & Number Theory1
Credit1

Bank difficulty labels: 138 easy · 126 medium · 47 hard.

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