1 option pricing model stephen yan-leung cheung professor of finance (chair) department of economics...
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Option Pricing ModelStephen Yan-leung Cheung
Professor of Finance (Chair)
Department of Economics and Finance
City University of Hong Kong
March 1, 2001
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Two Main Pricing Models
1. Black-Scholes Model
2. Binomial Model
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Option value is a function of: Stock price Strike price Risk-free rate Time to maturity of the option Volatility Dividends expected during the life
of the option
1. Black-Scholes Model
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1. Black-Scholes Model
Call Put
Variable
Stock Price
Strike Price
Time to Maturity
(in general)
Volatility
Risk-free Rate
Dividends
Assessibility
Yes
Yes
Yes
?
Yes
Yes
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1. Black-Scholes Model
What is meant by volatility?
It is the standard deviation of the stock return over a period of time.
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Take observations P1, P2,……Pn over a period, where Pi is the closing price of stock
1. Black-Scholes Model
Stock return (Ri) is the proportionate
change
Ri = ln (Pi/Pi-1)
The historical volatility is the standard deviation of Ri (annualized)
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1. Black-Scholes Model
Problems:What is the “right” period for
estimation?
Should be the most recent period that is generally commensurate with the expected option life.
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1. Black-Scholes Model
Problems:What is the “right” interval to
calculate the stock return?
For annualized volatility, weekly return should be enough.
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1. Black-Scholes Model
Problems:What is the “right” price to
calculate the stock return?
Weekly closing price or weekly highest price.
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1. Black-Scholes Model
Problems:New issues?
Historical volatility of similar company of the same industry.
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2. Binomial Model
Another useful & popular technique for pricing a stock option is binomial pricing model
Assumption has to be made on the possible changes of stock price over the life of the option
The two methods give similar approximation and the same result under some circumstances
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Biases in the Black-Scholes Model
Assumptions: Stock price distribution Volatility is constant Large jumps in stock price
Empirical result shows these problems seem to be less pronounced as an option’s life increases
Examples Options' value as at 29-Dec-00 based on volatility estimated by:
30-days 60-days 90-days
China Online (Bermuda) Ltd 0.026 0.033 0.032
Dao Heng Bank Group Ltd. 13.996 14.786 15.450
Bank Of East Asia 6.139 6.476 6.496
E-Kong Group Limited 0.373 0.405 0.400
Celestial Asia Securities 0.163 0.173 0.166
Iregent Group Ltd 0.054 0.044 0.038
H. K. Construction Hldgs 0.225 0.222 0.208
401.Com Ltd 0.003 0.003 0.003
China Star Entertainment Ltd 0.136 0.146 0.138
Kerry Properties Ltd 5.209 4.742 4.617
Quality Healthcare Asia Ltd 0.796 0.720 0.802
Li & Fung Ltd 5.919 6.597 6.089
Pacific Concord Hldg 0.389 0.379 0.379
E-Life International Limited 0.100 0.130 0.124
Easyknit International Hldg 0.148 0.169 0.158
Yugang International 0.028 0.035 0.033
Tak Sing Alliance Holdings 0.042 0.050 0.049
Softbank Investment Intl Str 0.875 0.929 0.918
Guoco Group Ltd 5.419 5.544 5.670
China Resources Enterprises 3.470 3.829 3.946
Examples Options' value as at 29-Dec-00 based on volatility estimated by:
1-years 2-years 3-years 4-years 5-years
China Online (Bermuda) Ltd 0.035 0.043 0.039 0.037 0.035
Dao Heng Bank Group Ltd. 16.538 17.005 19.917 19.610 18.650
Bank Of East Asia 7.168 7.432 8.041 7.838 7.467
E-Kong Group Limited 0.427 0.427 0.421 0.419 0.423
Celestial Asia Securities 0.174 0.194 0.198 0.189 0.179
Iregent Group Ltd 0.035 0.026 0.024 N.A. N.A.
H. K. Construction Hldgs 0.213 0.195 0.230 0.232 0.214
401.Com Ltd 0.003 0.004 0.004 0.004 0.004
China Star Entertainment Ltd 0.163 0.158 0.155 0.156 0.159
Kerry Properties Ltd 4.872 5.183 5.408 5.118 N.A.
Quality Healthcare Asia Ltd 0.849 0.817 0.798 0.837 0.812
Li & Fung Ltd 6.723 6.174 5.945 5.695 5.524
Pacific Concord Hldg 0.482 0.453 0.459 0.460 0.447
E-Life International Limited 0.138 0.133 0.130 0.127 N.A.
Easyknit International Hldg 0.236 0.225 0.224 0.218 0.209
Yugang International 0.039 0.039 0.039 0.039 0.038
Tak Sing Alliance Holdings 0.059 0.056 0.055 0.056 0.054
Softbank Investment Intl Str 0.940 0.939 0.936 0.931 0.924
Guoco Group Ltd 6.068 6.047 6.777 6.611 6.368
China Resources Enterprises 3.963 3.935 4.383 4.536 4.383
Examples Options' value as at 29-Dec-00 based on volatility estimated by:
1-years 2-years 3-years 4-years 5-years
China Online (Bermuda) Ltd 0.035 0.043 0.039 0.037 0.035
Dao Heng Bank Group Ltd. 16.538 17.005 19.917 19.610 18.650
Bank Of East Asia 7.168 7.432 8.041 7.838 7.467
E-Kong Group Limited 0.427 0.427 0.421 0.419 0.423
Celestial Asia Securities 0.174 0.194 0.198 0.189 0.179
Iregent Group Ltd 0.035 0.026 0.024 N.A. N.A.
H. K. Construction Hldgs 0.213 0.195 0.230 0.232 0.214
401.Com Ltd 0.003 0.004 0.004 0.004 0.004
China Star Entertainment Ltd 0.163 0.158 0.155 0.156 0.159
Kerry Properties Ltd 4.872 5.183 5.408 5.118 N.A.
Quality Healthcare Asia Ltd 0.849 0.817 0.798 0.837 0.812
Li & Fung Ltd 6.723 6.174 5.945 5.695 5.524
Pacific Concord Hldg 0.482 0.453 0.459 0.460 0.447
E-Life International Limited 0.138 0.133 0.130 0.127 N.A.
Easyknit International Hldg 0.236 0.225 0.224 0.218 0.209
Yugang International 0.039 0.039 0.039 0.039 0.038
Tak Sing Alliance Holdings 0.059 0.056 0.055 0.056 0.054
Softbank Investment Intl Str 0.940 0.939 0.936 0.931 0.924
Guoco Group Ltd 6.068 6.047 6.777 6.611 6.368
China Resources Enterprises 3.963 3.935 4.383 4.536 4.383
Diff.
22.86%
20.43%
12.18%
1.91%
13.79%
45.83%
18.97%
33.33%
5.16%
11.00%
6.39
21.71%
7.83%
8.66%
12.92%
2.63%
9.26%
1.73%
12.07%
15.27%
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