What is factor-based investing?
There are various ways in which you can have exposure to the stock market then may it be via mutual funds or direct investment in stocks or even by investing in ULIPs (Unit-Linked Insurance Plans). There are various strategies adopted and implemented by the fund manager in case of mutual funds and ULIPs and in case you are investing directly then you may have your own strategy.
What is factor-based investing?
Factor-based investing is nothing but a strategy wherein the stocks are picked based on its different attributes that may be associated with its risk and returns. There are two types of factors that drive returns and risk of stocks, bonds and other assets viz. macroeconomic factors and style factors. Investing based on macroeconomic factors include credit, inflation, liquidity, etc. whereas, style factors include value, momentum, quality, etc.
Some of the style factors
1. Value
Value is a factor which generally follows the value-based investing principle. Here stock’s price to book, price to earnings, dividend payout, etc.
2. Momentum
This factor is based on the assumption that the stocks that have outperformed in the past tend to provide good returns in the future.
3. Quality
This considers the attributes that show the quality of the stocks. The attributes considered are return on equity, debt to equity ratio, etc.
4. Volatility
This is typically termed as low volatility. This is a risk factor wherein it tries to understand which is the least volatile stocks and to combine it with returns factor to get better proposition this factor is always inverted.
Performance of Factor Index
![](data:image/png;base64,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)
If we look at the price movement of the factor indices and the Sensex, we can see that since launch i.e. from December 14, 2015 to June 26, 2019, momentum index is doing better than other indices. If we look closer then low volatility index behaves similar to the Sensex, this shows a strong positive correlation between low volatility index and Sensex. Enhanced value index initially performed well but then it started underperforming all the indices in the study. So, from a long-term point of view, other indices seem to be better than the enhanced value index. Quality index does perform in line with that of Sensex and at some point, it had also taken over the Sensex.