I will answer the 3 questions to tell the story about market timing and style rotation:
If we write in a formula: d=f(x). There is only one variable, which has no boundaries and is free to move in any directions. You may say there are moving average lines that can be boundaries. However, these lines are not binding and the price is not necessary to move to those lines. Furthermore, those lines are also moving.
We now have two variables in the formula: d=f(x-y). With the S&P 500 Index as the reference, the range that Apple share price can move from the S&P 500 Index is relative stable and predictable. We can calculate the current standard deviation from its long-term mean. If it's in the middle, we can't predict the direction. If the current position is over 2 standard deviation from the long-term mean, we can say Apple share price is likely to underperform the index. On the other hand, if the current position is 2 standard deviation below the long-term mean, we can say Apple share price is likely to outperform the index.
Indexes in the US market can be classified as different styles. What is a style? A style is the common feature that drives the performance of a group stocks. The widely used styles are value and growth, and large and small. For example, the NASDAQ 100 Index is largecap stocks with growth oriented, and can be classified as growth and large. The Russell 2000 Index is small size and value.
How to model the relative strength of two styles then?
There are several steps:
How can we use the prediction from style rotation?
Long-only investors can change holdings with index-based ETFs accordingly.
A long/short portfolio can also be set up to achieve returns with very low correlation to the market.
Happy to share more details if you like this topic.
- Question 1: can you predict the short-term direction of Apple share price
If we write in a formula: d=f(x). There is only one variable, which has no boundaries and is free to move in any directions. You may say there are moving average lines that can be boundaries. However, these lines are not binding and the price is not necessary to move to those lines. Furthermore, those lines are also moving.
- Question 2: can you predict whether Apple share price will outperform the S&P 500 Index in the short term
We now have two variables in the formula: d=f(x-y). With the S&P 500 Index as the reference, the range that Apple share price can move from the S&P 500 Index is relative stable and predictable. We can calculate the current standard deviation from its long-term mean. If it's in the middle, we can't predict the direction. If the current position is over 2 standard deviation from the long-term mean, we can say Apple share price is likely to underperform the index. On the other hand, if the current position is 2 standard deviation below the long-term mean, we can say Apple share price is likely to outperform the index.
- Question 3: Can you predict whether NASDAQ 100 INDEX will outperform the Russell 2000 Index in the short term
Indexes in the US market can be classified as different styles. What is a style? A style is the common feature that drives the performance of a group stocks. The widely used styles are value and growth, and large and small. For example, the NASDAQ 100 Index is largecap stocks with growth oriented, and can be classified as growth and large. The Russell 2000 Index is small size and value.
How to model the relative strength of two styles then?
There are several steps:
- Calculate the relative performance of two styles. In this example, we can simple use the price ratio between the NASDAQ 100 INDEX and the Russell 2000 Index
- Apply standard pairs trading model to calculate the current standard deviation
- If the position is in the middle, use statistic models to determine whether there is a trend. Machine learning models can be used to estimate the thresholds
- If the position is at the upper bound or lower bound, apply mean reversion models to determine the reversion points. Again machine learning models can be used to estimate and optimize the thresholds
- If the position is in other places, use rules to control risks
How can we use the prediction from style rotation?
Long-only investors can change holdings with index-based ETFs accordingly.
A long/short portfolio can also be set up to achieve returns with very low correlation to the market.
Happy to share more details if you like this topic.