- What is a Probability Distribution
- Discrete Vs. Continuous Random Variable
- Cumulative Distribution Function
- Discrete Uniform Random Variable
- Bernoulli and Binomial Distribution
- Stock Price Movement Using a Binomial Tree
- Tracking Error and Tracking Risk
- Continuous Uniform Distribution
- Normal Distribution
- Univariate Vs. Multivariate Distribution
- Confidence Intervals for a Normal Distribution
- Standard Normal Distribution
- Calculating Probabilities Using Standard Normal Distribution
- Shortfall Risk
- Safety-first Ratio
- Lognormal Distribution and Stock Prices
- Discretely Compounded Rate of Return
- Continuously Compounded Rate of Return
- Option Pricing Using Monte Carlo Simulation
- Historical Simulation Vs Monte Carlo Simulation
Stock Price Movement Using a Binomial Tree
The future price movement of a stock can be approximated using a binomial tree.
Let’s say the current stock price is S. The price of the stock can either move up or move down. We will refer to the up movement as u and the down movement as d. A down movement d will then be given by d where d is assumed to be equal to 1/u. We also need the probability of an up move (p) and the probability of a down move (1 - p).
The following diagram shows the price movement in a small time period Dt.
From each node at Su and Sd, the prices can again take two possible paths.
- Su can move to Suu or Sud. Note that Sud will be the same as S (S*u*1/u).
- Sd can move to Sdu (or just S) or Sdd.
This way a binomial tree can be built for multiple periods. The following diagram shows the binomial tree for 4 periods.
Let’s take an example to understand these values.
Initial stock price, S = $20
u = 1.02
d = 1/1.02
Probability of up move, p = 0.60
Probability of down move, (1-p) = 0.40
The possible stock values for period 1:
- Su = 20*1.02 = 20.40 with a probability of 0.60
- Sd = 19.60 with a probability of 0.40
The possible stock values for period 2:
- Suu = 20.81 with a probability of 0.60*0.60 = 0.36
- S = $20 with a probability of 2*0.60*0.40 = 0.48
- Sdd = 19.22 with a probability 0.40*0.40 = 0.16
Similarly we can calculate the values for period 3 and period 4. Binomial trees have their application in pricing options and other financial concepts.
The following diagram shows this binomial tree upto two periods.
Related Downloads
Related Quizzes
Data Science in Finance: 9-Book Bundle
Master R and Python for financial data science with our comprehensive bundle of 9 ebooks.
What's Included:
- Getting Started with R
- R Programming for Data Science
- Data Visualization with R
- Financial Time Series Analysis with R
- Quantitative Trading Strategies with R
- Derivatives with R
- Credit Risk Modelling With R
- Python for Data Science
- Machine Learning in Finance using Python
Each book includes PDFs, explanations, instructions, data files, and R code for all examples.
Get the Bundle for $29 (Regular $57)Free Guides - Getting Started with R and Python
Enter your name and email address below and we will email you the guides for R programming and Python.