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Confirmation of Buying in January and Selling in December: An
Evidence from S&P 500 and NEPSE, 20 Years
- SudarshanKadariya,NewYork
Comments:Su.kadariya@gmail.com
Last year, we had published an article with a comparative monthly analysis of S&P 500 - an index of 500
largest companies based on their market capitalization in the United States, having common stock listed
on the NYSE or NASDAQ, with NEPSE. The 20 years of historical data indicated that both market indices
were reached to its peak level in the month of December and were reached to its bottom in the month
January for a majority of the time. Based on these common behaviors of the both stock markets, we had
proposedaninvestinginsight –buyin Januaryand sell inDecember.
Today, we are going to re-confirm the proposed investing insight based on the same 20 years of
historical datathroughdifferentways.
In this section, both indices are divided into 5 years window and derived average monthly numbers. The
plots of those four, 5 years’ average monthly performance are presented in the graph below which
shows a clear upward movement from January to December for the period S&P 2003 – 2007 and S&P
2013 to 2017. Other two period's movements are flat or inconclusive. Similarly, NEPSE has also exhibited
the similar behavior - visible upward moves for the periods NEPSE 2003 - 2007 and NEPSE 2013 - 2017.
These monthly behaviors of both stock indices support the proposed investing insight – buy in January
and sell inDecember.
In this section, we present the average monthly index figures in the graphs which show the S&P and
NEPSE movements and their relations even though the relationships are unclear. But, we can see some
inconsistent opposite moves for the period 1998 – 2002 and 2008 -2012. If there would be a consistent
opposite moves, we would take an insight that the investors could choose to invest in the alternate
1000
1200
1400
1600
1800
2000
2200
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
S&P500Index
Average monthly S&P 500, 5 year
breakdown for 20 years
S&P 500 (1998 - 2002) S&P 500 (2003 - 2007)
S&P 500 (2008 - 2012) S&P 500 (2013 - 2017)
0
200
400
600
800
1000
1200
1400
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
NEPSEIndex
Average monthly NEPSE, 5 year
breakdown for 20 years
NEPSE(1998- 2002) NEPSE(2003- 2007)
NEPSE(2008- 2012) NEPSE(2013- 2017)
market when the other market does not perform well. Or, simply, eligible investors can diverse their
portfolio between S&P 500 and NEPSE to minimize their investment risks. On the other hands, we can
see the re-confirmationof January low andDecemberhighforthe majorityof the periods.
Once again, the whole period average monthly price performance further reconfirmed that the stock
market start lower from January and reach to its peak in the month of December. These are the data-
driven re-confirmation of the monthly price performance of both stock markets. If we take insights to
buy in January and sell in December, we would possibly make positive returns in our investment in the
both markets. Further, the graph also indicates that the S&P gives two entry opportunities (January and
October) ina year whereasNEPSEgivesonlyJanuaryopportunity.
Finally, we would like to present interplay of both stock indices for the last 20 years which shows that
the 3rd running bull in the S&P and NEPSE in its correction phase of its 3rd bull market. But, S&P has
220
240
260
280
300
1,050
1,100
1,150
1,200
1,250
1,300
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Index
S&P 500 (1998 -2002) NEPSE (1998 - 2002)
230
330
430
1,100
1,150
1,200
1,250
1,300
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Index
S&P 500 (2003 -2007) NEPSE (2003 - 2007)
230
330
430
530
630
1,100
1,150
1,200
1,250
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Index
S&P 500 (2008 -2012) NEPSE (2008 - 2012)
230
730
1,230
1,730
1,700
1,800
1,900
2,000
2,100
2,200
Jan
Mar
May
Jul
Sep
Nov
Index
S&P 500 (2013 -2017) NEPSE (2013 - 2017)
230
280
330
380
430
480
530
580
630
1,320
1,340
1,360
1,380
1,400
1,420
1,440
1,460
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Index
Month
S&P 500 (1998 -2017) NEPSE (1998 - 2017)
always behaved as a leading performer and NEPSE, a follower. In 2001, NEPSE was in its high where
correspondingly S&P had experienced a fall. Ironically, in 2008 and 2009, S&P had performed its worst
but NEPSE was testing it's the then peak. Later, NEPSE had followed the longer than expected drop
compares to S&P. These patterns indicate that S&P has some lagging effect on the Nepalese Stock
market even though there seems no connection between these two isolated stock markets by its
location and by its economic connections of the hosting countries. In other words, the success and
failure in the S&P 500 replicate in NEPSE after a brief time gap which gives an opportunity to manage
theirassetstothe investorsinNEPSE.
This relationship between S&P and NEPSE could be an interesting investing insight to the investors who
live abroad and would like to see the investment opportunities in Nepalese capital market. Currently,
the nation's agendaisto softenthe regulations andtowelcome the savingsresidingabroad.
Bottom line: The analysis presented above reconfirms the investing insights suggested in the previous
article - buy in January and sell in December, is now further strengthened. The inclusion of S&P 500 in
the analysis would help local investors be aware of the western stock market behavior in connection
with our local market. And, the final thought with regards to Nepalese living abroad might think to start
investing in Nepal since the regulatory scenarios are now getting softer and the government is aiming to
attract the financial recourses to help to re-build and re-restructure the country’s needs. We are now
assumed that this article will certainly add some value to the discussion of welcoming foreign
investmenttoNepal torebuildNepalese industriesanditseconomyasa whole.
(* The author is a Gold medalist in M. Phil in Management with specialization in Finance in 2012,
Tribhuvan University. Now, he works for a consulting firm in New York. The opinion presented in the
article is personal.You can reach to the authoratsu.kadariya@gmail.com)
150
650
1150
1650
2150
1/2/98
1/2/99
1/2/00
1/2/01
1/2/02
1/2/03
1/2/04
1/2/05
1/2/06
1/2/07
1/2/08
1/2/09
1/2/10
1/2/11
1/2/12
1/2/13
1/2/14
1/2/15
1/2/16
1/2/17
S&P 500 (1998 - 2017) NEPSE (1998 - 2017)

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Confirmation of buying in january and selling in december

  • 1. Confirmation of Buying in January and Selling in December: An Evidence from S&P 500 and NEPSE, 20 Years - SudarshanKadariya,NewYork Comments:Su.kadariya@gmail.com Last year, we had published an article with a comparative monthly analysis of S&P 500 - an index of 500 largest companies based on their market capitalization in the United States, having common stock listed on the NYSE or NASDAQ, with NEPSE. The 20 years of historical data indicated that both market indices were reached to its peak level in the month of December and were reached to its bottom in the month January for a majority of the time. Based on these common behaviors of the both stock markets, we had proposedaninvestinginsight –buyin Januaryand sell inDecember. Today, we are going to re-confirm the proposed investing insight based on the same 20 years of historical datathroughdifferentways. In this section, both indices are divided into 5 years window and derived average monthly numbers. The plots of those four, 5 years’ average monthly performance are presented in the graph below which shows a clear upward movement from January to December for the period S&P 2003 – 2007 and S&P 2013 to 2017. Other two period's movements are flat or inconclusive. Similarly, NEPSE has also exhibited the similar behavior - visible upward moves for the periods NEPSE 2003 - 2007 and NEPSE 2013 - 2017. These monthly behaviors of both stock indices support the proposed investing insight – buy in January and sell inDecember. In this section, we present the average monthly index figures in the graphs which show the S&P and NEPSE movements and their relations even though the relationships are unclear. But, we can see some inconsistent opposite moves for the period 1998 – 2002 and 2008 -2012. If there would be a consistent opposite moves, we would take an insight that the investors could choose to invest in the alternate 1000 1200 1400 1600 1800 2000 2200 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec S&P500Index Average monthly S&P 500, 5 year breakdown for 20 years S&P 500 (1998 - 2002) S&P 500 (2003 - 2007) S&P 500 (2008 - 2012) S&P 500 (2013 - 2017) 0 200 400 600 800 1000 1200 1400 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec NEPSEIndex Average monthly NEPSE, 5 year breakdown for 20 years NEPSE(1998- 2002) NEPSE(2003- 2007) NEPSE(2008- 2012) NEPSE(2013- 2017)
  • 2. market when the other market does not perform well. Or, simply, eligible investors can diverse their portfolio between S&P 500 and NEPSE to minimize their investment risks. On the other hands, we can see the re-confirmationof January low andDecemberhighforthe majorityof the periods. Once again, the whole period average monthly price performance further reconfirmed that the stock market start lower from January and reach to its peak in the month of December. These are the data- driven re-confirmation of the monthly price performance of both stock markets. If we take insights to buy in January and sell in December, we would possibly make positive returns in our investment in the both markets. Further, the graph also indicates that the S&P gives two entry opportunities (January and October) ina year whereasNEPSEgivesonlyJanuaryopportunity. Finally, we would like to present interplay of both stock indices for the last 20 years which shows that the 3rd running bull in the S&P and NEPSE in its correction phase of its 3rd bull market. But, S&P has 220 240 260 280 300 1,050 1,100 1,150 1,200 1,250 1,300 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Index S&P 500 (1998 -2002) NEPSE (1998 - 2002) 230 330 430 1,100 1,150 1,200 1,250 1,300 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Index S&P 500 (2003 -2007) NEPSE (2003 - 2007) 230 330 430 530 630 1,100 1,150 1,200 1,250 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Index S&P 500 (2008 -2012) NEPSE (2008 - 2012) 230 730 1,230 1,730 1,700 1,800 1,900 2,000 2,100 2,200 Jan Mar May Jul Sep Nov Index S&P 500 (2013 -2017) NEPSE (2013 - 2017) 230 280 330 380 430 480 530 580 630 1,320 1,340 1,360 1,380 1,400 1,420 1,440 1,460 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Index Month S&P 500 (1998 -2017) NEPSE (1998 - 2017)
  • 3. always behaved as a leading performer and NEPSE, a follower. In 2001, NEPSE was in its high where correspondingly S&P had experienced a fall. Ironically, in 2008 and 2009, S&P had performed its worst but NEPSE was testing it's the then peak. Later, NEPSE had followed the longer than expected drop compares to S&P. These patterns indicate that S&P has some lagging effect on the Nepalese Stock market even though there seems no connection between these two isolated stock markets by its location and by its economic connections of the hosting countries. In other words, the success and failure in the S&P 500 replicate in NEPSE after a brief time gap which gives an opportunity to manage theirassetstothe investorsinNEPSE. This relationship between S&P and NEPSE could be an interesting investing insight to the investors who live abroad and would like to see the investment opportunities in Nepalese capital market. Currently, the nation's agendaisto softenthe regulations andtowelcome the savingsresidingabroad. Bottom line: The analysis presented above reconfirms the investing insights suggested in the previous article - buy in January and sell in December, is now further strengthened. The inclusion of S&P 500 in the analysis would help local investors be aware of the western stock market behavior in connection with our local market. And, the final thought with regards to Nepalese living abroad might think to start investing in Nepal since the regulatory scenarios are now getting softer and the government is aiming to attract the financial recourses to help to re-build and re-restructure the country’s needs. We are now assumed that this article will certainly add some value to the discussion of welcoming foreign investmenttoNepal torebuildNepalese industriesanditseconomyasa whole. (* The author is a Gold medalist in M. Phil in Management with specialization in Finance in 2012, Tribhuvan University. Now, he works for a consulting firm in New York. The opinion presented in the article is personal.You can reach to the authoratsu.kadariya@gmail.com) 150 650 1150 1650 2150 1/2/98 1/2/99 1/2/00 1/2/01 1/2/02 1/2/03 1/2/04 1/2/05 1/2/06 1/2/07 1/2/08 1/2/09 1/2/10 1/2/11 1/2/12 1/2/13 1/2/14 1/2/15 1/2/16 1/2/17 S&P 500 (1998 - 2017) NEPSE (1998 - 2017)