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Can you predict stock market returns based on past returns?

This article explores if short-term returns of the Nifty 50 allow you to predict future returns

Can you predict stock market returns based on past returns?


Posted on 09 Nov 2022
Author: Sayan Sircar
5 mins read
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This article explores if short-term returns of the Nifty 50 allow you to predict future returns

Can you predict stock market returns based on past returns?

📚 Topics covered:

Stock market predictions are a big business

My favourite stock market prediction quote is this one:

“Nobody can predict interest rates, the future direction of the economy or the stock market. Dismiss all such forecasts and concentrate on what’s actually happening to the companies in which you’ve invested.” - Peter Lynch (2012)

Just because prediction is difficult, especially that of the future (as Niels Bohr purportedly said), it does not mean that people won’t try to predict. It is, after all, an excellent business proposition trying to predict the stock market’s direction.

In this article, we will explore one easy-to-observe metric and try to use that for predicting short-term market movement.

Using 1-year trailing return as the metric

Nifty 50 one-year trailing returns

The return of a large-cap stock market index like the Nifty 50 can be easily found. You can click the image above to see the latest one-year trailing return for the index.

We will therefore use the trailing 1-year Nifty 50 return to predict the next 1-year Nifty 50 return.

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What does historical data say?

(click to open in a new tab)
Nifty 50 trailing vs forward 1-year returns

First of all, this is not the map of the continental United States. It is instead a plot of the last 12 vs the next 12 months of Nifty 50 returns every day since 1994 until a year back. The window stops a year back since we are using 12 months of forward returns.

Any data point on the chart represents one trading day in this period and shows the last 12 months (X-axis) vs the next 12 months’ returns (Y-axis). We split the chart into four colour-coded quadrants based on profits and losses in either the last 12 or the next 12 months.

The pie chart on the top right shows how much time is distributed in the four quadrants. This pie chart shows probabilities and should be interpreted as such. For example, we see that in 46% of cases, every time the market has risen in the last 12 months, it has followed with a profitable 12 months in the following 1-year period. The light-blue cases are also good since we have a positive 1-year return following a negative year.

The reds and yellows are a cause of concern since they represent yearly losses. The red quadrant shows the cases of 1-year of losses following one negative year. These cases, basically two years of negative returns, are fortunately rare. The yellow one shows the case of a loss following one year of profit. The number of cases is fairly large since 21% represents that there are 1 out of 5 cases of losses following a year of profit.

At a high level, the probabilities are:

Profitable year = (Blues / Total) = (46+25)/100 = 71%

Loss making year = (Red + Yellow)/Total = (21+8)/100 = 29%

What can we expect as forward returns?

We already know the previous 1-year returns. We can use that to predict the forward return given whether we have just made a profit or a loss. If you remember school-level statistics, this is the concept of conditional probability:

In probability theory, conditional probability is a measure of the probability of an event occurring, given that another event has already occurred. - Wikipedia

(click to open in a new tab)
Conditional probability of Nifty 50 1-year forward returns

The chart shows that:

  • if we had a profitable year, the chance of another profitable year is 68% and a loss-making year is 32%
  • if we had a loss-making year, the chance of a profitable year is 75% and a loss-making year is 25%

Caveats with the analysis

We are trying to predict the future based on probabilities calculated using historical data. The stock market does not have any memory that can be used to predict the future. If we calculate a correlation of these returns (last 12 months vs. next 12 months) the number comes to -0.23. This number shows that the relationship is weak and the opposite result is generally expected.

We need to understand that:

  • the data we have is limited since it is only from 1994
  • A probability does not mean that the desired result will be seen the next time. It will be seen instead over a large number of cases

Investors in the accumulation stage should be less concerned about short-term market movements and instead about whether they are investing enough for their goals. Retired investors should implement a bucket strategy and focus on rebalancing their corpus once a year.

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This post titled Can you predict stock market returns based on past returns? first appeared on 09 Nov 2022 at https://arthgyaan.com


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