Binomial Option Pricing

Compute European and American option prices with CRR binomial trees.

10|2|Updated Mar 14, 2026
One-click install
npx skills add https://github.com/brainbytes-dev/everything-claude-trading --skill binomial-option-pricing
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Binomial Option Pricing
Source: https://github.com/brainbytes-dev/everything-claude-trading/tree/main/skills/derivatives/binomial-trees
Command: npx skills add https://github.com/brainbytes-dev/everything-claude-trading --skill binomial-option-pricing

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Binomial Option Pricing guides users through pricing European and American options using Cox-Ross-Rubinstein binomial trees, including early exercise boundaries and convergence to Black-Scholes.

Core Features & Use Cases

  • European and American option pricing with a recombining tree
  • Multiple parameterizations (CRR, Jarrow-Rudd, Tian, Leisen-Reimer)
  • Handling dividends (discrete/continuous) and convergence analysis
  • Practical methodology with step-by-step backward induction and examples

Quick Start

Price a European call with S=100, K=100, r=5%, sigma=30%, T=1 using a 200-step CRR binomial tree

Frequently Asked Questions about Binomial Option Pricing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I price American options using a binomial tree?

To price American options using a binomial tree, apply step-by-step backward induction at each node to compare the option's intrinsic value with its discounted expected value, capturing early exercise boundaries.

What is the best way to price options on dividend-paying stocks with a binomial model?

The best way to price options on dividend-paying stocks with a binomial model is to use a recombining CRR tree that explicitly handles both discrete and continuous dividends. This approach maintains the stock tree's recombining property while accurately reflecting dividend impacts on option prices.

Does the CRR binomial tree converge to the Black-Scholes option pricing model?

Yes, the CRR binomial tree converges to the Black-Scholes option pricing model as the number of time steps increases. The Skill enforces convergence checks to ensure numerical stability and accurate European option pricing limits.

Can I use Jarrow-Rudd, Tian, or Leisen-Reimer parameterizations for option pricing?

Yes, you can use Jarrow-Rudd, Tian, and Leisen-Reimer parameterizations alongside the standard CRR model. These alternative tree parameterizations provide flexibility in risk-neutral probability and node spacing calculations for different option pricing scenarios.

Why must an American option price be at least as high as a European option price?

An American option price must be at least as high as a European option price because the American feature includes the right to early exercise, which adds intrinsic value. The Skill enforces this relationship to validate pricing tree accuracy.

What are the limitations of using binomial trees for option pricing?

Limitations of binomial trees for option pricing include ensuring the recombining property (u*d = 1) holds within numerical precision and maintaining valid risk-neutral probabilities between 0 and 1, which can require careful parameterization for highly volatile assets.