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Options and Nonlinear Risk

Measure residual options risk and stress joint changes in spot, volatility, and skew.

These prompts are original practice. They are not questions from a named employer or a live hiring loop.

A delta-hedged short-gamma book

An options book is short gamma of 1,500 delta shares per dollar. Its initial +3,000 delta is fully hedged with stock. Spot rises $4. Assume constant gamma and use second-order approximation.

  1. 1.What is the starting net delta?

  2. 2.What change in option delta follows?

  3. 3.What is net delta immediately after the move?

  4. 4.What approximate gamma P&L follows?

  5. 5.What stock adjustment restores delta neutrality locally?

  6. 6.If spot instead fell $4, what gamma P&L would follow?

  7. 7.Why verify a large jump with full repricing?

  8. 8.What does the stock hedge leave unaddressed?

  9. 9.What if stock liquidity disappears after the jump?

  10. 10.What measure makes the breach report actionable?

Vega by maturity

The near-term sleeve has vega of −$9,000 per volatility point. The long-term sleeve has +$6,000 per point. An event raises near volatility 5 points and long volatility 1 point. Ignore other terms.

  1. 11.What is net vega to a parallel one-point move?

  2. 12.What is near sleeve event P&L?

  3. 13.What is long sleeve P&L?

  4. 14.What is combined event P&L?

  5. 15.What if both rose one point?

  6. 16.What does the parallel measure conceal?

  7. 17.Which hedge directly addresses the near risk?

  8. 18.If near vega is cut to −$5,000, what event P&L remains?

  9. 19.What should the analyst monitor after the event passes?

  10. 20.What scenario complements a near vol spike?

Skew exposure

A book has vega of −$7k per point in downside puts, +$5k at the money, and +$2k in upside calls. The adverse scenario raises put vol 6 points, ATM vol 3, and call vol 1.

  1. 21.What is aggregate parallel vega?

  2. 22.What is put P&L in the skew scenario?

  3. 23.What is ATM P&L?

  4. 24.What is upside call P&L?

  5. 25.What is combined skew P&L?

  6. 26.Which dashboard breakdown reveals this risk?

  7. 27.Why stress skew alongside spot?

  8. 28.What if downside puts are hard to trade?

  9. 29.Which limit addresses the hidden exposure directly?

  10. 30.What should the report avoid?

Vanna under joint moves

A book has zero net delta and zero net vega at the starting point. Use an illustrative cross term equal to $2,000 × spot move in dollars × vol move in points. Ignore other terms for these calculations.

  1. 31.What cross P&L follows spot −$3 and vol +4?

  2. 32.What cross P&L follows spot +$3 and vol +4?

  3. 33.What if spot falls $3 but volatility is unchanged?

  4. 34.What if vol rises four points but spot stays flat?

  5. 35.Why might two independent stress tests miss this exposure?

  6. 36.What should verify the approximation for a very large shock?

  7. 37.How should shocked vol levels be specified?

  8. 38.What if the adjustment reduces vanna but increases negative gamma?

  9. 39.Which reported figure helps explain model disagreement?

  10. 40.What belongs in the next review trigger?

Volga and large shocks

A delta-hedged book has vega +$4k per point and volga −$1.2k per point squared. Use P&L = vega × move + 0.5 × volga × move². Spot is unchanged.

  1. 41.What P&L follows +2 points?

  2. 42.What P&L follows +8 points?

  3. 43.What P&L follows −2 points?

  4. 44.At what positive move other than zero does the approximation break even?

  5. 45.What does positive starting vega fail to guarantee?

  6. 46.What happens to local vega after a four-point increase in this approximation?

  7. 47.What analysis should precede a hedge based on that local vega?

  8. 48.Why test both rises and falls in volatility?

  9. 49.What if a modeled volatility shock would make a bucket negative?

  10. 50.What should risk communicate if the approximation gives unreliable large-shock results?

Gap and hedge delay

A desk's hedge plan assumes it can trade immediately after a $5 gap. Delta is −8,000 shares after the gap. Actual depth allows only 3,000 shares before spot rises another $2. Use linear residual P&L over that second move.

  1. 51.What stock side offsets the negative delta?

  2. 52.What residual remains after the first 3,000-share hedge?

  3. 53.What residual P&L follows the next $2 rise?

  4. 54.What would full immediate execution have left from this delta term?

  5. 55.What hidden assumption does the original plan contain?

  6. 56.Which stress improves it?

  7. 57.What if gamma changes during the second move?

  8. 58.What cost belongs alongside residual P&L?

  9. 59.What does a result based only on a final mark omit?

  10. 60.What action might reduce vulnerability before an event?

Margin from an options hedge

Stress creates $3m of cash variation margin from an overlay and a $1m initial margin increase by noon. Cash securities gain $5m on paper. Free cash is $2.5m and sale proceeds of $2m arrive after noon.

  1. 61.What cash is due by noon?

  2. 62.What is the noon funding gap?

  3. 63.Do the unrealized cash security gains meet the call directly?

  4. 64.What after-noon balance would follow if timely bridge funding of $1.5m is still outstanding?

  5. 65.What after-noon cash remains if the bridge is immediately repaid?

  6. 66.Why distinguish initial margin from economic loss?

  7. 67.What alternative might reduce collateral needs?

  8. 68.What if the funding line depends on the same stressed assets?

  9. 69.Which limit complements scenario P&L?

  10. 70.What should the escalation lead with?

Barrier and discontinuity

An illustrative option pays $10m if an underlying never touches $80 before expiry and finishes above $100. It pays zero if touched. Path A stays above $80 and finishes at $105. Path B touches $79 then finishes at $105. Ignore premium.

  1. 71.What does path A pay?

  2. 72.What does path B pay?

  3. 73.What would a terminal-price-only test miss?

  4. 74.What happens if A finishes exactly at $100?

  5. 75.Which data detail governs whether a touch is recognized?

  6. 76.What feature makes local delta fragile here?

  7. 77.Why stress a jump through the barrier?

  8. 78.What if monitoring is discrete?

  9. 79.What scenario should the report show?

  10. 80.What does full repricing need to preserve?

Aggregating Greeks

Desk A has +$16k vega in one equity index. Desk B has −$16k vega in a different index. A stress moves A's vol down 2 points and B's up 3. Ignore other terms.

  1. 81.What is aggregate vega if both indices rise one point?

  2. 82.What is A's stress P&L?

  3. 83.What is B's stress P&L?

  4. 84.What combined stress loss follows?

  5. 85.What concentration remains hidden in the net figure?

  6. 86.Which hedge has the most direct matching exposure?

  7. 87.Why test portfolio correlation under stress?

  8. 88.What if both desks trade through the same thin venue?

  9. 89.What exposure should an allocation review record?

  10. 90.What offset should count for the limit?

Committee response

A hedged options portfolio loses $2m on spot only, $1m on vol only, and $5m under combined spot and surface shock. The combined limit is $4m. A proposed hedge cuts the combined loss by $1.5m and costs $0.3m under the scenario.

  1. 91.How much worse is the joint result than the sum of isolated losses?

  2. 92.How large is the current limit breach?

  3. 93.What loss follows the hedge before cost?

  4. 94.What loss follows including cost?

  5. 95.How much headroom remains?

  6. 96.If the hedge provides only $1m of offset, what loss including cost follows?

  7. 97.What should the explanation say about the existing delta hedge?

  8. 98.What must be verified before approving the proposed hedge?

  9. 99.What action helps if no feasible hedge clears the cap?

  10. 100.What monitoring trigger fits the small buffer?

  11. 101.What closes the escalation after implementation?