V. RESULTS The tests results of the MA method are reported in Tables 1 and 2 and Figure 1 for the TAIEX Index. From table 1, we can see the MA method yields a much higher return than the BH policy. For the bullish investment position (sell-put option strategy), the sell-put option strategy yields a totally absolute return of 495455 (proof in figure 1) for the entire test period compared with 2% for the BH policy. For the bearish investment position (sell-call option strategy), the sell-call option strategy yields a total return of 858595 (proof in figure 2) for the entire test period compared with 2% for the BH policy. From table 1, we also can see the MA method yields a much higher success proportion. The relatively very high success proportion of 92%(proof in figure 3) strengthens this result. Of the total number of 883 transactions suggested by the MA method for the studied sample time period, 866(301^565) transactions were found successful in the sense that a signal (bullish or bearish) produced a positive return. In other words, for a bullish signal for which the 1-day short-period MA crosses the long-period MA of 5day MA in an upward direction the subsequent actual market trend was positive, as the signal indicated for the bullish position. For a bearish signal, for which the 1-day short-period MA crosses the long period 5-day in a downward direction, the subsequent actual market trend was negative, implying a positive return on the bearish position suggested by the signal. Though transaction costs may lower the net return on the MA method, it is important in this context to note that TXO charge each NT$25 as each transaction cost that is very low transaction cost. The following is the comparison between the sell- call option strategy and the sell-put option strategy. (1) For the bullish investment position (sell-put option strategy), the sellput option strategy yields a totally absolute return of 495455(Absolute return differs from relative return because it is concerned with the return of a particular asset and does not compare it to any other measure or benchmark.). (2) Of the total number of 312 transactions, 301 transactions were found successful in the sense that a signal (bullish) produced a positive return. (3) The success rate is 0.96474( ) for the sell-put option strategy. (4) The success rate is 0.98949 ( ) for the sell- call option strategy. (5) The success rate is found higher for the sell- call option strategy ( ) than for the sell-put option strategy ( ). (6) The totally absolute return is found higher for the sell- call option strategy (858595) than for the sell-put option strategy (495455). (7) For the sell-put option, the number of successful transactions is 301 which yields an average (per transaction) return of 1588, while for the sell-call option, the number of successful transactions is 565 yielding an average return of 1503.67. (8) The maximum return is found higher for the sell- call option strategy (75950) than for the sell-put option strategy (19800). (9) The minimum return is found lower for the sell- call option strategy (11000) than for the sell-put option strategy (-2275). Table 1 Moving average returns and success proportion for the TAIEX Index Moving Average Total Return on BH (%) MA5 1 in TAIEX 0.02 Total Returns on sell-put option2 495455 Total Returns on sell-call option2 858595 Number of Successful sell-put option strategy4 301 Number of Successful sell-call option strategy4 565 Total Number of Successful sell-put and sell-call Signals 866 Total Number of Transactions 883 Success Proportion (%)5 92% 1. 2. 3. 4. 5. A 1-n, such as MA5 1 moving average (MA) in TAIEX, where n = 5 0r 20, indicates a 1-day (short) MA crossing a n- day (long) MA upward or downward. Total Returns on sell-put option2 strategy is the total return for the test period achieved from maintaining a bullish position when the MA signal is upward, and Total Returns on sell-call option2 strategy when the MA signal is downward. Average Return on sell-put option3 is the (per transaction) average return achieved for all Returns on sell-put option3 transactions during the test period, while Average Return on sell-call option3 is the (per transaction) average return achieved for all Returns on sell-call option3 transactions. A successful sell-put Signals4 (sell-call Signals4) is a signal, which successfully predicts an upward (downward) market trend of the index. The Success Proportion (%)5 is the ratio of the total successful sell-put signals4 (sell-call signals4) over the total number of signals (or transactions) during the test period. Furthermore, sell-call option strategy makes more money than sell-put option strategy makes. The total return on the on sell-call option strategy is 858595, and for the sellput option strategy it is as low as 495455, implying a higher success rate (or equivalently a lower failure rate) in the sell-call option signals mainly. Total Returns on sell-put option2 495455 Total Returns on sell-call option2 858595 Another interesting issues investigated is whether the average return per transaction in either the sell-put (sell-call option strategy) transaction has its source in the relatively small number of transactions which inflates the average. To test whether the application of the MA strategy to the present sample produces systematic and uniform returns, Table 2 presents the segmentation of the number of successful transactions (or signal) by the position return on both the sell-put option strategy and sell-call option strategy. Starting with the sell-put option strategy of MA5 , Table 2 indicates that most of the successful transactions suggested by the sell-put option achieved return levels up to 5% per transaction (on average), while about 1/3 of them achieved a return level higher than 5% per transaction (on average). Similar results are obtained for the successful transactions suggested by the sell-call option strategy, as indicated by the lower part of Table 2 for the MA5 in TAIEX. For this MA, as noted above, the return was found much higher than for the BH policy. Table 2 Segmentation of the number of successful transactions (signals) by the position return on both sell-put option strategy (sell-call option strategy) for the TXO Return on Successful sell-put option strategy MA5 in TAIEX Dollars frequencies 0~1000 10 1000~2000 25 2000~4000 15 4000~8000 20 8000~16000 30 16000~32000 25 32000~64000 20 64000~128000 10 >128000 >0 5 160 Total Transactions 1000 Return on Successful sell-call option strategy MA5 Dollars frequencies 0~1000 200 1000~2000 100 2000~4000 90 4000~8000 80 8000~16000 70 16000~32000 50 32000~64000 40 64000~128000 30 >128000 20 >0 680 Total Transactions 10000 Total Successful Transactions 160+680 The distribution of the successful transactions by their return, as demonstrated in Table 2, indicates that the success in beating the BH policy is not necessarily due to very high returns achieved in very few transactions. Table 3 http://www.taifex.com.tw/chinese_new/9/9_2.asp 17 LOT LOSSES http://www.twse.com.tw/en/about/company/guide.php http://www.taifex.com.tw/eng/menu.asp?chieng=e&menuid1=02 Item Description Underlying Index Taiwan Stock Exchange Capitalization Weighted Stock Index (TAIEX) Ticker Symbol TXO Exercise Style European Multiplier NTD 50 (per index point) Expiration Months Spot month, the next two calendar months, and the next two quarterly months ●Strike price below 3,000 points: 50 index points in the spot month and the next two calendar months, 100 index points in the two quarterly months Strike Price Interval ●Strike price at or above 3,000 but below 10,000 points: 100 index points in the spot month and the next two calendar months, 200 index points in the two quarterly months ●Strike price at or above 10,000 points: 200 index points in the spot month and the next two calendar months, 400 index points in the two quarterly months Strike (Exercise) Price For listing series of new expiration months or series with new strike prices for existing expiration dates, the TAIFEX shall, based on the previous business day's closing price of the underlying index , consecutively introduce series with new strike prices according to the strike price interval above, till the following conditions are satisfied: 1. For the spot month and the next two calendar months, the highest and lowest strike prices should cover 15 percent above and below the underlying index; 2. For the next two quarterly months, the highest and lowest strike prices should cover 20 percent above and below the underlying index. Premium Quotation < 10 points: 0.1 point (NTD5) >=10 points,<50 points: 0.5 point (NTD 25) >=50 points, <500 points: 1 point (NTD 50) >=500 points, <1,000 points: 5 point (NTD 250) >=1,000 points: 10 point (NTD 500) Daily Price Limit +/- 7% of previous day's closing price of the underlying index Position Limit 1.Any investor's aggregate open same-side positions in the Contract for various delivery months at any time shall not exceed the limit standards announced by the TAIFEX 2.Institutional investors may apply for an exemption from the above limit on trading accounts for hedging purpose 3.These position limits are not applicable to omnibus accounts Trading Hours 08:45AM - 1:45 PM Taiwan time Monday through Friday of the regular Taiwan Stock Exchange business days. 08:45AM-1:30PM on the last trading day for the delivery month contract. Last Trading Day The third Wednesday of the delivery month Expiration Date The same day as the last trading day Final Settlement Price The average price of the underlying index disclosed within the last 30 minutes prior to the close of trading on the final settlement day. Settlement Cash settlement. An option that is in-the-money and has not been liquidated or exercised on the expiration day shall, in the absence of contrary instructions delivered to the Exchange by the Clearing Member representing the option buyer, be exercised automatically Information Vendors REUTERS: <0#TX*.TM> Bloomberg:TWSE <INDEX> OMON ※Taiwan Futures Exchange Corporation Trading Rules for Taiwan Stock Exchange Capitalization Weighted Stock Item Description Underlying Index Taiwan Stock Exchange Capitalization Weighted Stock Index (TAIEX) Ticker Symbol TXO Exercise Style European Multiplier NTD 50 (per index point) Expiration Months Spot month, the next two calendar months, and the next two quarterly months ●Strike price below 3,000 points: 50 index points in the spot month and the next two calendar months, 100 index points in the two quarterly months Strike Price Interval ●Strike price at or above 3,000 but below 10,000 points: 100 index points in the spot month and the next two calendar months, 200 index points in the two quarterly months ●Strike price at or above 10,000 points: 200 index points in the spot month and the next two calendar months, 400 index points in the two quarterly months Strike (Exercise) Price For listing series of new expiration months or series with new strike prices for existing expiration dates, the TAIFEX shall, based on the previous business day's closing price of the underlying index , consecutively introduce series with new strike prices according to the strike price interval above, till the following conditions are satisfied: 1. For the spot month and the next two calendar months, the highest and lowest strike prices should cover 15 percent above and below the underlying index; 2. For the next two quarterly months, the highest and lowest strike prices should cover 20 percent above and below the underlying index. Premium Quotation < 10 points: 0.1 point (NTD5) >=10 points,<50 points: 0.5 point (NTD 25) >=50 points, <500 points: 1 point (NTD 50) >=500 points, <1,000 points: 5 point (NTD 250) >=1,000 points: 10 point (NTD 500) Daily Price Limit +/- 7% of previous day's closing price of the underlying index Position Limit 1.Any investor's aggregate open same-side positions in the Contract for various delivery months at any time shall not exceed the limit standards announced by the TAIFEX 2.Institutional investors may apply for an exemption from the above limit on trading accounts for hedging purpose 3.These position limits are not applicable to omnibus accounts Trading Hours 08:45AM - 1:45 PM Taiwan time Monday through Friday of the regular Taiwan Stock Exchange business days. 08:45AM-1:30PM on the last trading day for the delivery month contract. Last Trading Day The third Wednesday of the delivery month Expiration Date The same day as the last trading day Final Settlement Price The average price of the underlying index disclosed within the last 30 minutes prior to the close of trading on the final settlement day. Settlement Cash settlement. An option that is in-the-money and has not been liquidated or exercised on the expiration day shall, in the absence of contrary instructions delivered to the Exchange by the Clearing Member representing the option buyer, be exercised automatically Information Vendors REUTERS: <0#TX*.TM> Bloomberg:TWSE <INDEX> OMON ※Taiwan Futures Exchange Corporation Trading Rules for Taiwan Stock Exchange Capitalization Weighted Stock Index Options Contracts