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Understanding Option Pricing Models and Techniques

Mar 20, 2025

Lecture Notes on Option Pricing

Administrative Announcements

  • Usual rules apply for quizzes:
    • Quizzes can be picked up once graded.
    • Quiz 2 and Quiz 1 are still available for pickup.
    • Quiz 3 will be available soon.

Overview of Option Pricing

  • Option pricing is often seen as mysterious.
  • Two main concepts:
    • Replication: Creating something identical to the option using the underlying asset.
    • Arbitrage: Ensuring identical items have the same price.

Models of Option Pricing

  • Binomial Pricing Model:

    • Stock prices can jump to one of two points over time.
    • Example: Stock price starting at $50 can go to $70 or $35.
    • Value a call option with a strike price of $40.
  • Arbitrage Pricing:

    • Create a replicating portfolio with the same cash flows as the option by borrowing and buying shares.
    • Solve simultaneous equations (e.g., Delta and borrowing amount) to replicate cash flows.
    • Calculate the cost of the replicating portfolio.

Binomial Model to Black-Scholes Model

  • Binomial model becomes impractical with many possible price changes.
  • Black-Scholes Model:
    • Assumes continuous price changes, leading to a normal distribution.
    • Uses five inputs: S (current stock price), K (strike price), R (risk-free rate), T (time to expiration), and sigma (volatility).
    • Lacks dividend consideration because it was designed to value dividend-protected options.

Understanding the Black-Scholes Model

  • Key Terms:

    • N(d1), N(d2): Areas under the normal distribution.
    • Delta: Number of shares to replicate the option.
    • Exercise price adjusted for present value.
  • Limitations:

    • Assumes European options (exercised only at expiration).
    • Continuous price changes are unrealistic.

Adjustments for Dividends

  • Dividends reduce the value of the underlying asset.
  • Adjust Black-Scholes to include dividend yield.

Use of Decision Trees in Option Pricing

  • Decision trees offer an alternative to complex option pricing models.
  • Useful for intuitive understanding and presenting to non-finance professionals.

Real Options Analysis

Key Tests for Real Options

  1. Existence of an Option: Confirm the presence of an option.
  2. Economic Value: Check if the option has exclusivity and thus value.
  3. Applicability of Pricing Models: Determine if an option pricing model can be used.

Types of Real Options

  1. Option to Delay: Rights to a project that may become viable.
  2. Option to Expand: Initial project leads to further opportunities.
  3. Option to Abandon: Ability to stop a project if it underperforms.

Example: Valuing a Patent

  • Underlying Asset: Product from the patent.

  • Inputs for Valuation:

    • Present value of cash flows as the underlying asset's value.
    • Cost of developing as the strike price.
    • Uncertainty as sigma (volatility).
    • Remaining life of the patent as the option life.
  • Case Study: Biogen

    • Valued the drug Avonex using the Black-Scholes model.
    • Considered existing products and R&D as separate entities.
    • Developed the drug despite option value, likely due to competitive pressures.

Conclusion

  • Real options are complex but essential for assessing potential future projects.
  • The Black-Scholes model provides a framework but requires understanding of assumptions and limitations.