Delta Hedging in the Binomial Model (2024)

In the 2-period binomial model, suppose you hold one put option. Construct a trading strategy that lets you hedge the risk of this putusing the stock. At each node,explain how the portfolio values are calculated.

To conduct thisexercise, run the Binomial Tree Module from the Virtual Classroom page.

For the default datamake sure “Put Option” is selected and set the number of periods to 2,select continuous compounding (i.e., leave Discrete Compounding unchecked) andcheck Maturity = Steps, so that you see the following screen:

Theabove displays the values of the put option at eachnode, which is the value of your assumed position. Atthe initial node, the put is worth 9.68. Theput value after an up-tick is 4.47 and after a down-tick is 20.24.

Our objective is tohedge the put option's price risk using the underlying stock.First, we will define a number referred to as Delta, which is useful whenhedging option risk. Delta isa numberthat measures the change in the value of the option when the stock pricechanges. Denote it by the Greek letter Delta Hedging in the Binomial Model (1), so that Delta Hedging in the Binomial Model (2)

Therefore, Delta Hedging in the Binomial Model (3)DS = DP, or DP - Delta Hedging in the Binomial Model (4)DS = 0, so if we hold -Delta Hedging in the Binomial Model (5)stocks, then the change in the putvalue will be mirrored by the change in the value of the -Delta Hedging in the Binomial Model (6)stocks.

By selecting either the put orcall replication from thedrop down, the Binomial Tree Module will display the delta of the selected option at each node.For the current example put replication results in thefollowing tree:

Creating a Riskless Position

At the initial node, Delta Hedging in the Binomial Model (7)is -0.3155.This means that to replicate a long (i.e., +1) put option we should sell 0.3155 stocks and lend the proceeds to the money market. But recall our goal is to create a riskless position when we already own one put option.

How do we do this?

The answer to is to replicate a short (i.e., -1 put option) position

To do this requires that we change the signs in a long synthetic put option position. That is, from a trading perspective we should borrow from risk free money market and buy 0.3155stocks to replicate the short put option.

If we do this we cancreate a position that is completely riskless. That is, we are long oneput option and simultaneously short one synthetic put option. The neteffect eliminates all underlying asset price risk from theposition. You can check, at the end of the first period, that your portfolio is worth $10.69 whether the stock ticks up or down.

In other words, you have created synthetically a risk free bond.

Let us calculate theportfolio values to verify these numbers. Inthese calculations, we will assume that you started with one put option and nocash, so that if you buy stocks, you have to borrow money at the risk freeinterest rate (which is 10% or 0.10). Thisactually does not make any difference because you can assume you have someinitial amount of cash, and conduct similar calculations.

Calculation at initialnode: You started with one put option worth $9.92, and bought 0.3155 stocks. The stock price at the initial node is 50, so you had to borrow 0.3155 x50 = 15.775. Your portfolio valueis:

Quantity

Value

Put Option

1

9.68

Stock

0.31552

15.776

Cash

-15.776

-15.776

Total

9.68

Notice that the value ofyour stocks cancel the borrowings, so that your portfolio value equals the valueof the put option you started with.

Suppose there is a down-tick in period 1: At this node, the stock price is 25 and the put is worth $20.24. Since the risk-free interest rate is 10%, you have to pay interest on themoney you borrowed, so the net position is:

Quantity

Value

Put Option

1

20.24

Stock

0.31552

7.888

Cash

-15.776

-17.4352

Total

10.69

Suppose there is an up-tickin period 1:At this node, the stock price is 75 and the put is worth $4.47.Since the risk-free interest rate is 10%, you have to pay interest on themoney you borrowed, so the net position is:

Quantity

Value

Put Option

1

4.47

Stock

0.31552

23.664

Cash

-15.776

-17.4352

Total

10.69

Calculation at nodeafter initial down-tick

Now, the binomial treefor put replication indicates that delta is -1:

Delta Hedging in the Binomial Model (8)

Since the delta is -1,you need to hold one stock when you leave this node.Since you have 0.31552 stocks, this means that you have to buy(1-.31552)=0.68448 more stocks. Thestock price is 25, so you have to borrow an additional (0.68448*25)=17.112.Let us see what happens when you do buy the additional stocks.Note that your borrowings are now $34.5472 (= 17.4352 + 17.112).

If there is a subsequentdown-tick (so there was a down-tick followed by a down-tick), you position will be:

Quantity

Value

Put Option

1

37.50

Stock

1

12.50

Cash

-34.5472

-38.18

Total

11.82

If there is a subsequentup-tick (so there was a down-tick followed by an up-tick):

Quantity

Value

Put Option

1

12.50

Stock

1

37.50

Cash

-34.5472

-38.18

Total

11.82

Thisconfirms that your portfolio will be worth $11.82 along this path if you followthe trading strategy.

Now,let us complete the calculation for the case where there was an initial up-tick.

Calculation at nodeafter initial up-tick

Now, the Binomial Treefor put replication tellsyou that the delta is -0.1667:

Delta Hedging in the Binomial Model (9)

Since the delta is-0.1667, you need to reduce your stock holdings.You started with 0.3155, so you have to sell 0.1488 stocks. The stockprice is 75, so you get $11.1637 from selling the stock.Your borrowings are therefore reduced to $6.2714, so in the next period,you will repay 6.2714 x exp(0.1) = 6.931. Letus see what happens.

If there is a subsequentdown-tick (so there was an up-tick followed by a down-tick):

Quantity

Value

Put Option

1

12.50

Stock

0.1667

6.25125

Cash

-6.2714

-6.931

Total

11.82

If there is a subsequentup-tick (so there was an up-tick followed by an up-tick):

Quantity

Value

Put Option

1

Stock

0.1667

18.75125

Cash

-6.2714

-6.931

Total

11.82

(C) Copyright 2003, OS Financial Trading System

Delta Hedging in the Binomial Model (2024)

FAQs

How do you calculate delta hedging? ›

In order to do this, you must figure out whether you should buy or sell the underlying asset. You can determine the quantity of the delta hedge by multiplying the total value of the delta by the number of options contracts involved. Take this figure and multiply that by 100 to get the final result.

How do you calculate delta from a binomial tree? ›

Calculating Greeks from Binomial Trees

Delta can be calculated from the two nodes in step 1 (one step up and one step down from the initial underlying price) as the difference between option prices divided by the difference in underlying prices.

What is the delta of the binomial model? ›

Delta is the ratio of the change in the option price to the change in the underlying price (hedge ratio). In this derivation we hedged out all the risk of the short call position by buying ∆ shares of the underlying (∆ is our hedge ratio).

What is an example of delta hedging? ›

For example, for put options, a delta of -0.75 implies that the price of the option is expected to increase by 0.75, assuming the underlying asset falls by a dollar. The vice-versa is the same as well. If the underlying asset increases by a dollar, the put option is expected to decrease by 0.75.

What is the formula for calculating delta? ›

Delta = Change in Price of Asset / Change in Price of Underlying. However, even the Black and Scholes model is used to determine the value of Delta, where there is a variable in it, which is N(d1), which can be calculated using computer software.

What is the formula for delta calculation in options? ›

The formula of delta= Change in the Price of Asset / Change in the Price of Underlying.

What is the formula for the hedge ratio in the binomial model? ›

Hedge ratio n = (p- - p+) / (S+ - S-). A risk-free hedge has the same positions in the two instruments (underlying and the put).

How do you solve Delta? ›

So, to recap, finding delta in math is a three-step process:
  1. Identify the two values that you are comparing.
  2. Take the difference between these values.
  3. Divide this difference by the change in x.
Jan 18, 2024

What is the formula for the binomial tree? ›

The option pricing equation c = e−rT (p · cu + (1 − p) · cd) in the binomial tree model is consistent with the RNVR because both the expected growth rate of the underlying asset and the discount rate of the option payoff are the risk free rate.

What is delta equation? ›

Delta Symbol: Discriminant

Uppercase delta (Δ) in algebra represents the discriminant of a polynomial equation. This polynomial equation is almost always the quadratic equation. Consider the quadratic ax2+bx=c, the discriminant of this equation would equal b2-4ac, and it would certainly look like this: Δ= b2-4ac.

How to calculate u and d in binomial tree? ›

From Hull's book when deriving coefficients of up and down movements, u and d, of a stock price using binomial tree approach, at some point we get the following equation: eμΔt(u+d)−ud−e2μΔt=σ2Δt. Then it is stated that from solving the above equation we obtain that u=eσ√Δt and d=e−σ√Δt.

How do you find the binomial model? ›

A binomial distribution's expected value, or mean, is calculated by multiplying the number of trials (n) by the probability of successes (p), or n × p. For example, the expected value of the number of heads in 100 trials of heads or tails is 50, or (100 × 0.5).

What is the delta hedging theory? ›

The DELTA theory, also called EE system theory, is a theory about the construction and operation of systems in general. The realm of systems is divided into three regions: organised simplicity, organised complexity, and unorganised complexity.

What is a numerical example of delta hedging? ›

Example: Delta Hedging #1

Consider a portfolio composed of 1,500 shares. Call options with a delta of +0.50 are used to hedge this portfolio. A delta hedge could be implemented by selling enough calls to make the portfolio delta neutral. This means that we must sell 3,000 calls to achieve delta neutrality.

What is the mathematical delta hedging? ›

2.3 Delta Hedging.

It is the ratio of the change in the price of the stock option to the change in the price of the underlying stock. In mathematical terms, we can consider delta as the slope of the curve of the option price against the stock price: ∆ (4) where and are the same parameters as in formula (3).

How is delta risk calculated? ›

The delta risks of a book are usually calculated by bumping the rate of each stripping instrument, re-stripping the discount curve, and re-valuing the book using the new discount curve. The di¤erence between the new and old values of the book is the book's bucket delta risk with respect to that stripping instrument.

What is the formula for hedging strategy? ›

The Hedge Ratio is calculated by dividing the total value of the portfolio by the total value of the hedged positions. To calculate the Hedge Ratio, you divide the change in the value of the futures contract (Hf) by the change in the cash value of the asset that you're hedging (Hs). So, the formula is: HR = Hf / Hs.

What is the formula for hedging bets? ›

Bettors can use this equation to ensure they break even: hedge bet stake = Original bet stake/(hedge bet decimal odds-1).

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