18

Reading 75

Derivatives · Valuing a Derivative Using a One-Period Binomial Model

MODULE 75.1: BINOMIAL MODEL FOR OPTION VALUES

LOS 75.a

Explain how to value a derivative using a one-period binomial model.

Recall from Quantitative Methods that a binomial model is based on the idea that, over the next period, some value will change to one of two possible values (binomial). To construct a one-period binomial model for pricing an option, we need:

  • A value for the underlying at the beginning of the period.
  • An exercise price for the option. The exercise price can be different from the value of the underlying. We assume the option expires one period from now.
  • Returns that will result from an up-move and a down-move in the value of the underlying over one period.
  • The risk-free rate over the period.

For now, we do not need to consider the probabilities of an up-move or a down-move. Later in this reading we will examine one-period binomial models with risk-neutral probabilities.

中文翻譯

回想計量方法中提到的二項式模型:在下一期,某個變數會變動為兩個可能值之一(即「二項」)。要建立一期二項式定價模型,需要以下條件:

  • 標的資產期初的價值。
  • 選擇權的履約價(可不同於標的資產價值,並假設選擇權於一期後到期)。
  • 標的資產在這一期內上漲與下跌情境下的報酬率。
  • 該期間的無風險利率。

目前我們不需要考慮上漲或下跌的機率;本讀物稍後會引入「風險中立機率」之下的一期二項式模型。

One-Period Binomial Model for a Call Option

As an example, we can model a call option with an exercise price of $55 on a stock that is currently valued ($S_0$) at $50. Let us assume that in one period the stock's value will either increase ($S_u^1$) to $60 or decrease ($S_d^1$) to $42. We state the return from an up-move ($R_u$) as $60 / $50 = 1.20, and the return from a down-move ($R_d$) as $42 / $50 = 0.84.

Figure 75.1: One-Period Binomial Tree
$50 × 1.20 = $60 ($S_u^1$) ╱ $50 ───────────── ╲ $50 × 0.84 = $42 ($S_d^1$)
Today1 year

The call option will be in the money after an up-move or out of the money after a down-move. Its value at expiration after an up-move, $c_u^1$, is $\max(0,\;\$60-\$55)=\$5$. Its value after a down-move, $c_d^1$, is $\max(0,\;\$42-\$55)=0$.

中文翻譯

以一個範例說明:股票目前價格 $S_0=\$50$,履約價為 $55 美元的買權。假設一期後股價要嘛漲到 $S_u^1=\$60$,要嘛跌到 $S_d^1=\$42$。則上漲報酬率 $R_u = 60/50 = 1.20$,下跌報酬率 $R_d = 42/50 = 0.84$。

該買權在上漲情境下為價內,下跌情境下為價外:到期上漲時的價值 $c_u^1 = \max(0,\;60-55)=\$5$;下跌時 $c_d^1 = \max(0,\;42-55)=0$。

Now we can use no-arbitrage pricing to determine the initial value of the call option ($c_0$). We do this by creating a portfolio of the option and the underlying stock such that the portfolio will have the same value following either an up-move ($V_u^1$) or a down-move ($V_d^1$) in the stock. To value a call option, we create a portfolio that is short a call (i.e., the call writer) and long a number of shares of the stock that we denote as $h$. We must solve for the $h$ that results in $V_u^1 = V_d^1$.

  • The initial value of our portfolio, $V_0$, is $hS_0 - c_0$ (we are short the call option).
  • The portfolio value after an up-move, $V_u^1$, is $hS_u^1 - c_u^1$.
  • The portfolio value after a down-move, $V_d^1$, is $hS_d^1 - c_d^1$.

In our example, $V_u^1 = h(\$60) - \$5$, and $V_d^1 = h(\$42) - 0$. Setting $V_u^1 = V_d^1$ and solving for $h$:

$h(\$60) - \$5 = h(\$42)$
$h(\$60) - h(\$42) = \$5$
$h = \dfrac{\$5}{\$60 - \$42} = 0.278$

This result, the number of shares of the underlying we would buy for each call option we would write, is known as the hedge ratio for this option.

With $V_u^1 = V_d^1$, the value of the portfolio after one period is known with certainty. This means either $V_u^1$ or $V_d^1$ must equal $V_0$ compounded at the risk-free rate for one period. In this example,

$V_d^1 = 0.278(\$42) = \$11.68$,   or   $V_u^1 = 0.278(\$60) - \$5 = \$11.68$.

Let us assume the risk-free rate over one period is 3%. Then $V_0 = \dfrac{\$11.68}{1.03} = \$11.34$.

Now we can solve for the value of the call option, $c_0$. Recall that $V_0 = hS_0 - c_0$, so $c_0 = hS_0 - V_0$. Here,

$c_0 = 0.278(\$50) - \$11.34 = \$2.56$.

教授提醒
When we "create a portfolio" to construct this model, we do not assume any cash has changed hands to buy the underlying or sell the call. We simply assume a portfolio exists that is made up of these positions.
中文翻譯

運用無套利定價導出買權期初價 $c_0$:建立一個由「賣出 1 單位買權 + 買入 $h$ 股標的股票」組成的投資組合,使無論股價上漲或下跌,期末組合價值 $V_u^1 = V_d^1$ 皆相等(避險)。

  • 初始組合價值:$V_0 = hS_0 - c_0$(因為我們是買權空方)。
  • 上漲後價值:$V_u^1 = hS_u^1 - c_u^1$。
  • 下跌後價值:$V_d^1 = hS_d^1 - c_d^1$。

本例中 $V_u^1 = h(60) - 5$、$V_d^1 = h(42) - 0$。令兩者相等:

$h = \dfrac{5}{60 - 42} = 0.278$,此即避險比率(hedge ratio),意即每賣出 1 口買權需買入 0.278 股標的。

由於 $V_u^1 = V_d^1$,期末組合價值為確定值,因此期初價值必等於將該確定值以無風險利率折現。設無風險利率 $r_f = 3\%$:

$V_d^1 = 0.278(42) = 11.68$(或 $V_u^1 = 0.278(60) - 5 = 11.68$,兩者相等)
$V_0 = 11.68 / 1.03 = 11.34$

由 $V_0 = hS_0 - c_0$ 反解:$c_0 = hS_0 - V_0 = 0.278(50) - 11.34 = \$2.56$。

教授提醒:所謂「建立投資組合」並不是真的支付現金買股票或賣選擇權,只是假設這樣一個組合存在以推導定價關係。

One-Period Binomial Model for a Put Option

We can model a put option using the same technique. The key difference is that the model portfolio consists of long positions in both a put and the underlying stock.

Using the same assumptions — the stock is currently $50, and in one period its value will either increase to $60 (return 1.20) or decrease to $42 (return 0.84) — we value a put option with an exercise price of $48.

The put option will be in the money after a down-move or out of the money after an up-move:

  • $p_d^1 = \max(0,\;\$48 - \$42) = \$6$
  • $p_u^1 = \max(0,\;\$48 - \$60) = 0$

Again we want to find the hedge ratio $h$, the number of shares at which $V_u^1 = V_d^1$:

  • $V_0 = hS_0 + p_0$ (we are long the put).
  • $V_u^1 = hS_u^1 + p_u^1$.
  • $V_d^1 = hS_d^1 + p_d^1$.

Setting $V_u^1 = V_d^1$:

$h(\$60) + 0 = h(\$42) + \$6$
$h(\$60) - h(\$42) = \$6$
$h = \dfrac{\$6}{\$60 - \$42} = 0.333$

As before, the value of the portfolio one period from now is the same in both states:

$V_u^1 = 0.333(\$60) = \$20$,   or   $V_d^1 = 0.333(\$42) + \$6 = \$20$.

Discounting at the risk-free rate of 3%: $V_0 = \dfrac{\$20}{1.03} = \$19.42$.

Finally, solving for $p_0$ from $V_0 = hS_0 + p_0$:

$p_0 = V_0 - hS_0 = \$19.42 - 0.333(\$50) = \$2.75$.

中文翻譯

賣權的定價方法相同,差別在於避險組合是「買進標的股票 + 買進賣權」(兩者皆為多頭部位)。

沿用前例:$S_0=\$50$、$S_u^1=\$60$、$S_d^1=\$42$,履約價為 $48 美元的賣權。下跌時為價內:$p_d^1 = \max(0,\;48-42)=\$6$;上漲時為價外:$p_u^1 = 0$。

令避險後上漲、下跌的組合價值相等:

$h(60) = h(42) + 6 \;\Rightarrow\; h = \dfrac{6}{60-42} = 0.333$

確定的期末組合價值:$V_u^1 = 0.333(60) = 20$(或 $V_d^1 = 0.333(42)+6 = 20$)。

以 3% 折現:$V_0 = 20 / 1.03 = 19.42$。

由 $V_0 = hS_0 + p_0$ 解出 $p_0 = 19.42 - 0.333(50) = \$2.75$。

LOS 75.b

Describe the concept of risk neutrality in derivatives pricing.

Another approach to constructing a one-period binomial model involves risk-neutral probabilities of an up-move or a down-move. Consider a share of stock currently priced at $30. The size of the possible price changes, and the probabilities of these changes occurring, are as follows:

  • $R_u$ = up-move factor = 1.15
  • $R_d$ = down-move factor = $1/R_u = 1/1.15 = 0.87$
  • $\pi_U$ = risk-neutral probability of an up-move = 0.715
  • $\pi_D$ = risk-neutral probability of a down-move = $1 - \pi_U = 1 - 0.715 = 0.285$

Note that the down-move factor is the reciprocal of the up-move factor, and the probability of a down-move is one minus the probability of an up-move. The one-period binomial tree for the stock is shown in Figure 75.2. The beginning stock value of $30 is to the left, and to the right are the two possible end-of-period stock values: $30 \times 1.15 = \$34.50$ and $30 \times 0.87 = \$26.10$.

Figure 75.2: One-Period Binomial Tree
$30 × 1.15 = $34.50 ╱ $30 ───────────── ╲ $30 × 0.87 = $26.10
Today1 year

The risk-neutral probabilities of an up-move and a down-move are calculated from the sizes of the moves and the risk-free rate:

$\pi_U = \dfrac{1 + R_f - R_d}{R_u - R_d}$    $\pi_D = 1 - \pi_U$

where $R_f$ is the risk-free rate, $R_u$ is the size of an up-move, and $R_d$ is the size of a down-move.

教授提醒
These two probabilities are not the actual probabilities of the up- and down-moves. They are risk-neutral pseudo probabilities. The calculation of risk-neutral probabilities does not appear to be required for the Level I exam.

We can calculate the value of an option on the stock by:

  • Calculating the payoffs of the option at expiration for the up-move and down-move prices.
  • Calculating the expected payoff of the option in one year as the (risk-neutral) probability-weighted average of the up-move and down-move payoffs.
  • Calculating the PV of the expected payoff by discounting at the risk-free rate.
中文翻譯

另一種建構一期二項式模型的方法,是使用上漲與下跌的「風險中立機率」。考慮目前價格 $30 美元的股票,假設:

  • $R_u$(上漲倍數)= 1.15
  • $R_d$(下跌倍數)= $1/R_u = 1/1.15 = 0.87$(為上漲倍數的倒數)
  • $\pi_U$(上漲風險中立機率)= 0.715
  • $\pi_D = 1 - \pi_U = 0.285$

因此期末股價兩種可能:$30 \times 1.15 = 34.50$ 或 $30 \times 0.87 = 26.10$(見圖 75.2)。

風險中立機率公式:$\pi_U = \dfrac{1 + R_f - R_d}{R_u - R_d}$,$\pi_D = 1 - \pi_U$。

教授提醒:這兩個機率並非真實的上漲/下跌機率,而是經過風險中立調整的「擬機率」。Level I 考試似乎不要求計算風險中立機率本身。

計算選擇權價值的步驟:(1) 算出上漲與下跌情境下到期收益;(2) 用風險中立機率計算期望收益;(3) 用無風險利率折現。

EXAMPLE
Calculating call option value with risk-neutral probabilities

Use the binomial tree in Figure 75.2 to calculate the value today of a 1-year call option on a stock with an exercise price of $30. Assume the risk-free rate is 7%, the current value of the stock is $30, and the up-move factor is 1.15.

Answer

First, calculate the down-move factor and risk-neutral probabilities:

$R_d = 1/R_u = 1/1.15 = 0.87$
$\pi_U = \dfrac{1 + R_f - R_d}{R_u - R_d} = \dfrac{1.07 - 0.87}{1.15 - 0.87} = \dfrac{0.20}{0.28} = 0.715$
$\pi_D = 1 - 0.715 = 0.285$

Next, determine the option payoffs in each state. With $X = \$30$:

  • $S_u^1 = 30 \times 1.15 = \$34.50 \;\Rightarrow\; c_u^1 = \max(0,\;34.50 - 30) = \$4.50$
  • $S_d^1 = 30 \times 0.87 = \$26.10 \;\Rightarrow\; c_d^1 = \max(0,\;26.10 - 30) = \$0$

Expected value of the option in one period:

$E(\text{call value in 1 yr}) = (4.50 \times 0.715) + (0 \times 0.285) = \$3.22$

Value today, discounted at 7%:

$c_0 = \dfrac{\$3.22}{1.07} = \$3.01$

中文翻譯 — 範例:以風險中立機率計算買權價值

題目:使用圖 75.2 的二項樹計算 1 年期買權今日價值。已知 $S_0 = 30$、履約價 $X = 30$、無風險利率 $R_f = 7\%$、上漲倍數 $R_u = 1.15$。

解答:

下跌倍數 $R_d = 1/1.15 = 0.87$。

$\pi_U = \dfrac{1.07 - 0.87}{1.15 - 0.87} = \dfrac{0.20}{0.28} = 0.715$;$\pi_D = 0.285$。

到期收益:$S_u^1 = 34.50 \Rightarrow c_u^1 = 4.50$;$S_d^1 = 26.10 \Rightarrow c_d^1 = 0$。

期望收益:$E(c) = 0.715 \times 4.50 + 0.285 \times 0 = 3.22$。

折現:$c_0 = 3.22 / 1.07 = \$3.01$。

EXAMPLE
Valuing a one-period put option on a stock

Use the information in the previous example to calculate the value of a put option on the stock with an exercise price of $30.

Answer

If the stock moves up to $34.50, a put option with $X = \$30$ expires worthless. If it moves down to $26.10, the put is worth $30 - 26.10 = \$3.90$.

The risk-neutral probabilities (from the prior example) are $\pi_U = 0.715$ and $\pi_D = 0.285$. Expected value of the put in one period:

$E(\text{put value in 1 yr}) = (0 \times 0.715) + (3.90 \times 0.285) = \$1.11$

Discounted at 7%:

$p_0 = \dfrac{\$1.11}{1.07} = \$1.04$

In practice, we would construct a binomial model with many short periods and have many possible outcomes at expiration. However, the one-period model is sufficient to illustrate the concept and method.

Note that the actual probabilities of an up-move and a down-move do not enter directly into our calculation of option value. The size of the up-move and down-move, along with the risk-free rate, determines the risk-neutral probabilities we use to calculate the expected payoff at option expiration. Remember, the risk-neutral probabilities come from constructing a hedge that creates a certain payoff. Because their calculation is based on an arbitrage relationship, we can discount the expected payoff based on risk-neutral probabilities, using the risk-free rate.

中文翻譯 — 範例:賣權及結語

題目:沿用前例資料,計算履約價 $30 美元賣權的今日價值。

解答:股價上漲至 $34.50 時賣權無價值;下跌至 $26.10 時賣權價值 $30 - 26.10 = \$3.90$。

$E(p) = 0.715 \times 0 + 0.285 \times 3.90 = 1.11$;折現 $p_0 = 1.11 / 1.07 = \$1.04$。

結語:實務上會用「多期、短時距」的二項式模型,到期可能價格也更多;一期模型已足以闡明觀念與方法。注意:實際的上漲/下跌機率不會直接出現在計算中——上漲、下跌幅度與無風險利率即決定了風險中立機率。風險中立機率源自建構「確定收益」的避險組合(無套利關係),因此可用無風險利率折現基於風險中立機率算出的期望收益。

Module Quiz 75.1
1. To construct a one-period binomial model for valuing an option, are probabilities of an up-move or a down-move in the underlying price required?
  • A. No.
  • B. Yes, but they can be calculated from the returns on an up-move and a down-move.
  • C. Yes, the model requires estimates for the actual probabilities of an up-move and a down-move.
A — A one-period binomial model can be constructed based on replication and no-arbitrage pricing, without regard to the probabilities of an up-move or a down-move. (LOS 75.a)
2. In a one-period binomial model based on risk neutrality, the value of an option is best described as the present value of:
  • A. a probability-weighted average of two possible outcomes.
  • B. a probability-weighted average of a chosen number of possible outcomes.
  • C. one of two possible outcomes based on a chosen size of increase or decrease.
A — In a one-period binomial model based on risk-neutral probabilities, the value of an option is the present value of a probability-weighted average of two possible option payoffs at the end of a single period, during which the price of the underlying asset is assumed to move either up or down to specific values. (LOS 75.b)
3. A one-period binomial model for option pricing uses risk-neutral probabilities because:
  • A. the model is based on a no-arbitrage relationship.
  • B. they are unbiased estimators of the actual probabilities.
  • C. the buyer can let an out-of-the-money option expire unexercised.
A — Because a one-period binomial model is based on a no-arbitrage relationship, we can discount the expected payoff at the risk-free rate. (LOS 75.b)
Key Concepts — Reading 75
LOS 75.a

A one-period binomial model for pricing an option requires the underlying asset's value at the beginning of the period, an exercise price for the option, the asset prices that will result from an up-move and a down-move, and the risk-free rate.

A portfolio of the underlying asset hedged with a position in an option can be created such that the portfolio has the same value for both an up-move and a down-move. Because the portfolio's value at the end of the period is certain, that value must be the portfolio's initial value compounded at the risk-free rate. The number of units of the underlying required to construct such portfolios is the hedge ratio.

LOS 75.b

To determine the value of an option using the concept of risk neutrality: (1) calculate its payoffs for both an up-move and a down-move; (2) calculate the expected payoff as a weighted average using the risk-neutral probabilities of an up-move and a down-move; (3) discount this expected payoff for one period at the risk-free rate.

中文翻譯 — 重點整理

【LOS 75.a】一期二項式模型所需四項要素:標的期初價、履約價、上漲與下跌情境的標的價格、無風險利率。將標的與選擇權組合起來避險,使期末組合價值在上漲與下跌情境下相等(確定值);該確定值必等於期初組合價值以無風險利率複利後的金額。為達成上述避險所需持有的標的單位數,即為避險比率(hedge ratio)

【LOS 75.b】用風險中立概念為選擇權定價的步驟:①計算上漲與下跌情境下的到期收益;②以風險中立機率為權數計算期望收益;③以無風險利率折現一期,即得選擇權價值。

0% 0:00 / 0:00
0%