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1 Answer
Rebecca Gross
Answered 6 months, 2 weeks ago
<p id="isPasted">Trading strategy optimization is a process or methodology of finding the optimal parameter settings of your strategy. In addition, you can learn how sensitive the parameters are to changes in the settings.</p><p>With today’s computing power, a software program can easily be coded to find the best optimization for a certain strategy. It’s literally done in seconds and the software needed is cheap and good. </p><p id="isPasted">Here is an example of strategy optimization in trading: you might want to find the best moving average crossover system for the gold price. The system works like this:</p><ul style="box-sizing: border-box; margin: 0 0 var(--global-md-spacing); padding: 0px 0px 0px 2em; list-style: disc; color: rgb(45, 55, 72); font-family: Inter, sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><li style="box-sizing: inherit;">When the close crosses above the moving average, you go long at the open the next day.</li><li style="box-sizing: inherit;">When the close crosses below the moving average, you sell at the open the next day (close the long position).</li></ul><p>As you can imagine, this is a very simple trend-following system. Despite its simplicity, a long crossover system like this has worked pretty well for the gold price over decades:</p><ul style="box-sizing: border-box; margin: 0 0 var(--global-md-spacing); padding: 0px 0px 0px 2em; list-style: disc; color: rgb(45, 55, 72); font-family: Inter, sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><li style="box-sizing: inherit;">Trend-following system/strategy in gold</li><li style="box-sizing: inherit;">S&P 500 and gold rotation strategy (SPY and GLD rotation)</li></ul><p>However, we can try to optimize such a crossover system by backtesting the number of days in the moving average.</p><p>For example, we can start with a minimum number of 5 days and continue up to 500 days. If we test every single one of the days it means 496 tests. To minimize the number of tests we can use intervals of 10 days thus reducing the number of tests by 90% to 50.</p><p>If we perform this test on GLD, the ETF that tracks the gold price, we get the following result from inception to September 2021:</p><p><img data-fr-image-pasted="true" 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" style="width: 300px;" class="fr-fic fr-dib fr-draggable"></p><p><br></p><p><br></p><p>Trading Strategy Optimization</p><p>Each row shows the result for each input in the variable (the number of days in the moving average). The second column shows the number of days used in the system. Not all tests are included in the table above – about 40% didn’t fit.</p><p>However, we clearly see that such a crossover system works best with a high number of days in the moving average. The shorter the moving average, the worse the results. But because of the small number of trades, as shown in column 3, the results vary quite much.</p>
<p id="isPasted">Trading strategy optimization is a process or methodology of finding the optimal parameter settings of your strategy. In addition, you can learn how sensitive the parameters are to changes in the settings.</p><p>With today’s computing power, a software program can easily be coded to find the best optimization for a certain strategy. It’s literally done in seconds and the software needed is cheap and good. </p><p id="isPasted">Here is an example of strategy optimization in trading: you might want to find the best moving average crossover system for the gold price. The system works like this:</p><ul style="box-sizing: border-box; margin: 0 0 var(--global-md-spacing); padding: 0px 0px 0px 2em; list-style: disc; color: rgb(45, 55, 72); font-family: Inter, sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><li style="box-sizing: inherit;">When the close crosses above the …</li></ul>
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