Be sure to read part one for background information.
The last post looked at recent performance using RSI2 signals to trade the SPY. What I want to do is to compare recent performance against past performance to see if RSI2 is losing its edge.
The charts below demonstrate how effective various RSI2 threshold have been at timing SPY over the time period from 1.1.2000 to 1.1.2010.
Using Low RSI2 Thresholds to Trade SPY
The above graph shows very positive average performance over the next 10 days. All thresholds finish in positive territory, and only one dips into the negative, but only for a day or so. The upward bias is obvious.
Also note how well RSI2 < 2 performed, gaining better than 1% on average after 5 days.
Now lets look at what happened if we bought SPY following a high RSI2 reading…
Using High RSI2 Thresholds to Trade SPY
The above graph shows a clear downward trend. Similar to the low RSI2 results, an extremely high, i.e., 98 or greater RSI2 reading generated a significant downward bias over the period tested.
What the above results reflect is the tendency of the market from 1.1.2000 to 1.1.2010 to revert to a short-term mean when RSI2 was either low or high. In fact, extremely low or high RSI2 readings resulted in stronger mean-reversion over the next 5 -8 days.
Now Let’s Re-visit Recent RSI2 Performance on SPY…
I have re-posted graphs from the part one showing recent (1.1.2010 to 11.11.2011) RSI2 performance so that we can compare them to the longer term graphs posted above.
Using Low RSI2 Thresholds to Trade SPY
In contrast to the longer-term tests, recent average performance has a tendency to degrade into negative returns. True, some of the thresholds have generated returns greater then 1% from 3 to 7 days after the signal, yet all but one finish negative after 10 days. I suspect the higher average returns are due to the high volatility of the last 2 years.
Note that the most extreme readings of < 2 performed the worst over the next 7 days. This is exactly opposite of the longer-term tests.
Using High RSI2 Thresholds to Trade SPY
In contrast to the longer-term tests, the last 2 years have found that high RSI2 reading have led to consolidation, small gains and small losses. We see that the most extreme readings, those over 98, have led to small gains after 10 days. Again, visually compare the two graphs and it is easy to see how high RSI2 readings have not led to pullbacks the same was as they did from the period of 2000 – 2010.
What Does It All Mean?
The RSI2 edge appears to have eroded or be eroding. However, this does not mean that an extreme RSI2 reading is no longer useful. To the contrary, an extreme reading may now be signaling a continuation of the short-term trend, rather than signaling a reversion to the mean. As I mentioned in the previous post, decades ago, RSI2 did not work well as a mean-reversion indicator.
The other point I wish to raise is that the market may be trending more in the short-term, before mean-reverting. Perhaps different RSI settings will catch this, for example, RSI3. Or, perhaps we need to be looking for short-term trend strength indicators. Having traded mean reversion setups for quite some time, I would love to hear about your favorite trend-strength indicator. I am not well-versed in that regard.
All thoughts and comments are appreciated.
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