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Stochastic Calculus & Derivatives

Module 2 · Pricing and Hedging

Risk-Neutral Pricing & Black–Scholes

Replication, the risk-neutral measure and the Black–Scholes formula — and how to read each term.

35 min

Pricing by replication

In the Black–Scholes model the stock follows dSt=μSt dt+σSt dWtdS_t = \mu S_t\,dt + \sigma S_t\,dW_t and cash grows at the risk-free rate rr. A European option paying h(ST)h(S_T) can be replicated by continuously trading the stock and cash. If a self-financing portfolio reproduces the payoff exactly, the option must cost the same as the portfolio — otherwise there is an arbitrage.

Holding Δt=∂V/∂S\Delta_t = \partial V/\partial S shares hedges away the dWtdW_t risk. Requiring the hedged portfolio to earn the risk-free rate yields the Black–Scholes PDE:

∂V∂t+rS∂V∂S+12σ2S2∂2V∂S2−rV=0.\frac{\partial V}{\partial t} + rS\frac{\partial V}{\partial S} + \frac12\sigma^2S^2\frac{\partial^2 V}{\partial S^2} - rV = 0 .

Notice that μ\mu does not appear. The option price does not depend on the stock's expected return.

Risk-neutral pricing

The PDE solution can be written as a discounted expectation under the risk-neutral measure Q\mathbb{Q}, under which the stock drifts at rr:

V0=e−rT EQ[h(ST)],ST=S0exp⁡ ⁣((r−12σ2)T+σTZ).V_0 = e^{-rT}\,\mathbb{E}^{\mathbb{Q}}[h(S_T)], \qquad S_T = S_0\exp\!\Big(\big(r - \tfrac12\sigma^2\big)T + \sigma\sqrt T Z\Big).

Q\mathbb{Q} is a pricing device, not a forecast. It is the unique measure that makes all discounted traded prices martingales.

The Black–Scholes formula

For a call with strike KK and maturity TT:

C=S0 N(d1)−Ke−rTN(d2),d1,2=ln⁡(S0/K)+(r±12σ2)TσT.C = S_0\,N(d_1) - K e^{-rT} N(d_2), \qquad d_{1,2} = \frac{\ln(S_0/K) + \left(r \pm \tfrac12\sigma^2\right)T}{\sigma\sqrt T}.
  • N(d2)N(d_2) is the risk-neutral probability that the call finishes in the money.
  • N(d1)N(d_1) is the call's delta, ∂C/∂S\partial C / \partial S.
  • Ke−rTN(d2)Ke^{-rT}N(d_2) is the present value of the strike you expect to pay; S0N(d1)S_0N(d_1) is the present value of the stock you expect to receive, weighted by the stock measure.

Puts follow from put–call parity, C−P=S0−Ke−rTC - P = S_0 - Ke^{-rT}.

Worked example

the at-the-money shortcut

Estimate a 3-month ATM call on a $200 stock with 30% volatility (ignore rates).

Show solution

For ATM options with r=0r = 0, C≈0.4 σT SC \approx 0.4\,\sigma\sqrt T\,S. Here σT=0.3×0.5=0.15\sigma\sqrt T = 0.3 \times 0.5 = 0.15, so

C≈0.4×0.15×200=12.C \approx 0.4 \times 0.15 \times 200 = 12 .

The exact Black–Scholes value is ≈11.96\approx 11.96.

Knowledge check

In the Black–Scholes formula, which quantity is the risk-neutral probability that a call expires in the money?

Knowledge check

Holding all else fixed, how does a higher expected stock return μ change the Black–Scholes call price?

Practice problems

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Answer the 2 knowledge checks to complete this lesson (0 done).