Navigating the Quant Interview: Essential Topics and Questions. ✅
———-
Give
an estimate for an at-the-money call option on a stock without dividends, with low interest rates and near-term expiration.
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In
the Black-Scholes model, the call option value c is typically:
c
= S * N(d1) - e^(-rT) * K * N(d2)
where:
• S is the current stock price,
• K is the strike price,
• N(.) is the cumulative normal distribution function,
• r is the risk-free interest rate,
• T is the time to maturity,
• d1 and d2 and are variables calculated using the stock price, strike price, risk-free rate, volatility, and time to maturity.
d₁
= (ln(S₀/X) + (r + σ²/2)T) / (σ√T)
d₂
= d₁ - σ√T
Given
that in a low-interest environment where the interest rate r is close to zero, the term e^(-rT) in the formula approximates to 1 and for an at-the-money option, S equals K, the formula simplifies
to:
c
≈ S * (N(d1) - N(d2))
The
difference N(d1) - N(d2), which is the area under the normal distribution curve between d1 and d2 is:
N(d1)
- N(d2) ≈ ∫ from d2 to d1 of (1 / √(2 * π)) * e^(-1/2 * x^2) dx
Because
d1 and d2 are close, we can use the value of the PDF of the normal distribution at 0, φ(0) = (1 / √(2 * π)), as a constant multiplier. The approximation considering that the area under the curve
is a rectangle with an height of φ(0) and a width of (d1 - d2) gives:
N(d1)
- N(d2) ≈ φ(0) * (d1 - d2)
N(d1)
- N(d2) ≈ (d1 - d2) * (1 / √(2 * π)).
Plugging
this back into the formula for c gives us the first approximation for the call option's value:
c
≈ S * (d1 - d2) * (1 / √(2 * π)).
In
the context of at-the-money options with short maturity and low interest rates, where the current stock price (S) equals the strike price (K), the terms d1 and d2 in the Black-Scholes formula
simplify because the log(S/K) part becomes log(1), which equals 0.
The
formulas for d1 and d2 typically are:
d1
= (log(S/K) + (r + (σ^2)/2) * T) / (σ * √T)
d2
= d1 - σ * √T
When
S equals K, and considering r is approximately 0 for short maturities, the formulas reduce to:
-
d1 ≈ σ/2 * √T
-
d2 ≈ -σ/2 * √T
Substituting
the simplified d1 and d2 values into the approximation, we get:
N(d1)
- N(d2) ≈ (1 / √(2π)) * (σ/2 * √T - (-σ/2 * √T))
This
simplifies to:
N(d1)
- N(d2) ≈ (1 / √(2π)) * σ * √T
Since
φ(0), the value of the standard normal PDF at zero, is approximately 0.4 for small σ, we use this as a rule of thumb:
N(d1)
- N(d2) ≈ 0.4 * σ * √T
Finally,
given that c ≈ S * (N(d1) - N(d2)) is:
c
≈ 0.4 * σ * S* √T
This
gives a rough estimate of the at-the-money call option's price, which is particularly useful for short-dated options where precise calculations are less essential.
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