Tag: momentum

Practical Momentum, Part I

Introduction

Momentum effects are one of the premier anomalies in the market and we have been running an equity long-only momentum strategy since 2013 with returns of +64.44% vs. Nifty’s +27.25% so far. Given the success of long-only equity momentum, we were curious as to how a long-short version of it would perform in India given our unique constraints. And also investigate if its success could be replicated using derivatives.

Typically, academic research that discuss momentum tide over the difficulty involved in shorting stocks. In India, you can only short stocks through SLBS in quantities that are multiples of the lot-size. And only those stocks that are allowed in the F&O segment can be borrowed for selling short. In order to overcome these constraints, we restricted our universe of stocks to only those that have been in the F&O segment since Jan 2004. There are grand total of 97 stocks that fit this criteria.

The biggest problem with choosing such a restricted universe is survivorship bias. One can argue that the stocks that survived from 2004 through 2015 and had enough liquidity to be listed in F&O would have stronger long-term momentum than those that do not. If this is true, then it doesn’t make sense going short. We will see if this hypothesis is confirmed in our back-test.

Long-only Momentum

Typically, momentum strategies are run using a one-year look-back period. We wanted to check what kind of impact shorter look-back periods had on overall returns. The following results are for going long (equally weighted) the top 5 stocks in our universe at the beginning of every month and holding it for one month.

The red line is the one-year look-back momentum; black is 100-day look-back momentum; and green is buy & hold Nifty
long-only-momentum.2005-2010

long-only-momentum.2011-2014

By year:

long-only-momentum

Long-short Momentum

You would think that shorting “weak” stocks should give returns comparable to going long “strong” stocks. But that doesn’t seem to be the case. The short-portfolio was always a drag on performance and made returns more volatile.

long-short-momentum.2005-2010

long-short-momentum.2011-2014

Conclusion

A long-only momentum strategy with a one-year look-back beat the pants out of both the Nifty and the long-short strategy. This could be because the pool of stocks in F&O show strong survivorship bias. We will continue to investigate if the short portfolio can be made more efficient. Stay tuned!

Index Update 09.05.2015

MOMENTUM

We run our proprietary momentum scoring algorithm on indices just like we do on stocks. You can use the momentum scores of sub-indices to get a sense for which sectors have the wind on their backs and those that are facing headwinds.

Traders can pick their longs in sectors with high short-term momentum and their shorts in sectors with low momentum. Investors can use the longer lookback scores to position themselves using our re-factored index Themes.

You can see how the momentum algorithm has performed on individual stocks here.

Here are the best and the worst sub-indices:

index momentum best 365 2015-05-08 png

index momentum best 50 2015-05-08 png

index momentum worst 365 2015-05-08 png

index momentum worst 50 2015-05-08 png

Refactored Index Performance

50-day performance, from February 24, 2015 through May 08, 2015:

Trend Model Summary

Index Signal % From Peak Day of Peak
CNX AUTO SHORT
9.89
2015-Jan-27
CNX BANK SHORT
13.42
2015-Jan-27
CNX ENERGY SHORT
30.10
2008-Jan-14
CNX FMCG SHORT
10.93
2015-Feb-25
CNX INFRA SHORT
50.20
2008-Jan-09
CNX IT SHORT
88.30
2000-Feb-21
CNX MEDIA SHORT
30.20
2008-Jan-04
CNX METAL SHORT
55.67
2008-Jan-04
CNX MNC SHORT
5.36
2015-Mar-12
CNX NIFTY SHORT
8.95
2015-Mar-03
CNX PHARMA SHORT
12.48
2015-Apr-08
CNX PSE SHORT
27.69
2008-Jan-04
CNX REALTY SHORT
88.96
2008-Jan-14
The MNC index should be real “blue-chip” index – lowest draw-down of the whole bunch.

Index Update 02.05.2015

MOMENTUM

We run our proprietary momentum scoring algorithm on indices just like we do on stocks. You can use the momentum scores of sub-indices to get a sense for which sectors have the wind on their backs and those that are facing headwinds.

Traders can pick their longs in sectors with high short-term momentum and their shorts in sectors with low momentum. Investors can use the longer lookback scores to position themselves using our re-factored index Themes.

You can see how the momentum algorithm has performed on individual stocks here.

Here are the best and the worst sub-indices:

index momentum best 365 2015-04-30 png

index momentum best 50 2015-04-30 png

index momentum worst 365 2015-04-30 png

index momentum worst 50 2015-04-30 png

Refactored Index Performance

50-day performance, from February 16, 2015 through April 30, 2015:

Trend Model Summary

Index Signal % From Peak Day of Peak
CNX AUTO SHORT
10.02
2015-Jan-27
CNX BANK SHORT
10.79
2015-Jan-27
CNX ENERGY SHORT
30.64
2008-Jan-14
CNX FMCG SHORT
12.49
2015-Feb-25
CNX INFRA SHORT
49.61
2008-Jan-09
CNX IT SHORT
88.48
2000-Feb-21
CNX MEDIA SHORT
30.24
2008-Jan-04
CNX METAL SHORT
56.27
2008-Jan-04
CNX MNC SHORT
6.12
2015-Mar-12
CNX NIFTY SHORT
9.06
2015-Mar-03
CNX PHARMA SHORT
12.82
2015-Apr-08
CNX PSE SHORT
27.16
2008-Jan-04
CNX REALTY SHORT
89.10
2008-Jan-14
MNCs remain an oasis of calm in a desert landscape filled with fallen stars. Every other sector index has experienced double digit drawdowns from this year’s highs. Some indices are yet to recover from their 2008 blow offs. Are we due for a reversal?

Index Update 25.04.2015

MOMENTUM

We run our proprietary momentum scoring algorithm on indices just like we do on stocks. You can use the momentum scores of sub-indices to get a sense for which sectors have the wind on their backs and those that are facing headwinds.

Traders can pick their longs in sectors with high short-term momentum and their shorts in sectors with low momentum. Investors can use the longer lookback scores to position themselves using our re-factored index Themes.

You can see how the momentum algorithm has performed on individual stocks here.

Here are the best and the worst sub-indices:

index momentum best 365 2015-04-24 png

index momentum best 50 2015-04-24 png

index momentum worst 365 2015-04-24 png

index momentum worst 50 2015-04-24 png

Refactored Index Performance

50-day performance, from February 10, 2015 through April 24, 2015:

Trend Model Summary

Index Signal % From Peak Day of Peak
CNX AUTO SHORT
10.28
2015-Jan-27
CNX BANK SHORT
12.42
2015-Jan-27
CNX ENERGY SHORT
29.16
2008-Jan-14
CNX FMCG SHORT
7.58
2015-Feb-25
CNX INFRA SHORT
48.62
2008-Jan-09
CNX MEDIA SHORT
28.84
2008-Jan-04
CNX METAL SHORT
55.32
2008-Jan-04
CNX MNC SHORT
6.69
2015-Mar-12
CNX NIFTY SHORT
7.68
2015-Mar-03
CNX PHARMA SHORT
11.72
2015-Apr-08
CNX PSE SHORT
25.79
2008-Jan-04
ENERGY, INFRA, MEDIA, METAL and PSE sub-indices are well below their 2008 boom-era heights. Banks and Pharma have been badly hit this year. Will MNCs provide cover?
Our trend model is short on all indices right now, probably indicating that the market is over-sold…

Index Update 18.04.2015

MOMENTUM

We run our proprietary momentum scoring algorithm on indices just like we do on stocks. You can use the momentum scores of sub-indices to get a sense for which sectors have the wind on their backs and those that are facing headwinds.

Traders can pick their longs in sectors with high short-term momentum and their shorts in sectors with low momentum. Investors can use the longer lookback scores to position themselves using our re-factored index Themes.

You can see how the momentum algorithm has performed on individual stocks here.

Here are the best and the worst sub-indices:

index momentum best 365 2015-04-15 png

index momentum best 50 2015-04-15 png

index momentum worst 365 2015-04-15 png

index momentum worst 50 2015-04-15 png

Refactored Index Performance

50-day performance, from February 03, 2015 through April 17, 2015: