In long run, seems that RSI model wins, while chasing long or short low lose.
https://guidance.fidelity.com/viewpoints/buy-and-hold-sector-rotation
Buy and hold or sector rotation? Fidelity Active Trader News — 03/26/12 A look at how sector rotation strategies may compare. The
stock market tends to trade in patterns. For example, the financial
sector as measured by the Financial Select Sector SPDR ETF (XLF ) fell in November 2011, while the utility sector as measured by the Utilities SPDR ETF (XLU
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) climbed modestly during the same month.
Then, during January 2012, just two months later, the XLF rallied
sharply and the XLU trended lower. This is intended to show that
particular groups of stocks, and other assets, may broadly cycle in and
out of favor with investors, depending on what is happening in the
economy. Obviously, we as investors want to have our money in
those areas of the market that are expected to perform well. Since no
individual sector always produces the best results, strategies that
identify which part of the market are expected to perform during a
specific period of time may be able to enhance portfolio management and
returns. Here, we look at a Wealth-Lab Pro® portfolio simulation to evaluate ways to scout out potential winning sectors.1 Looking at the market through a sector lens One
primary benefit of thinking about the market in terms of sectors is
that you can evaluate opportunities and make investment decisions based
on bigger trends that broadly impact global economies, particular asset
classes, industries, or groups. There are many ways of viewing
individual parts of the market as larger groups. For the purposes of our
backtest, we use the following groups: - The SPDR® exchange-traded funds (ETFs). These funds provide a means to trade the sectors directly using the tickers.
- The iShares®
ETFs, which groups companies of similar size together. In addition to
the SPDR ETFs, we will attempt to backtest the iShares ETFs through ten
years of historical data.
- The complete set of 30 iShares funds. This family includes international and bond ETFs to help capture profits across the globe.
- The Dow Jones Industrial Average (DJIA, or the “Dow”).
Sector rotation strategies One
intuitive way to employ a sector rotation strategy is to pick those
with the most momentum. In our simulatons (see charts), the High RoC
(high rate of change) rotation strategy attempts to do this. It invests
33.3% of the account in each of the top three components with the
highest percentage gain over the past 30 days. Another alternative
approach would be to employ the Low RoC (low rate of change), which
picks the three lowest percentage gainers. An investor might use this
latter strategy to find value in beaten-down sectors. An attempt
to capitalize on the possibility of winning stocks continuing to win and
losing stocks continuing to lose is the long/short (L/S) strategy. This
strategy buys into two High RoC tickers and, at the same time, shorts
the lowest RoC ticker. The simulation allocates 45% to each position,
with a 1.5 margin account. Commissions are included in the calculations,
while margin interest, which can potentially be significant, is not. A
somewhat more complex approach involves checking the Relative Strength
Index (RSI), a technical indicator used to gauge value based on past
price history, to determine the choice funds. This strategy seeks the
three lowest 14-day RSI values and attempts to incorporate these
potential new investments by adjusting 33.3% of the fund holdings on a
daily basis. It’s important to recognize that this strategy, which
essentially emphasizes buying low and selling high, is particularly
vulnerable to a prolonged downturn. Another bargain hunter strategy is
investing in the Dogs of the Dow. These are 10 of the 30 stocks listed
on the DJIA that have the highest dividend yield. This strategy puts 10%
of the portfolio on each of the 10 Dow stocks. Shortly, we will
highlight how these strategies are applied in various ways to the sector
funds, style funds, the commission-free iShares, and the Dow 30 stocks. Getting a feel for performance through benchmarks It
can be helpful to understand the results of these simulations within
context. You can do this by reviewing Table 1 for buy-and-hold
performance, the benchmark that we compare various sector rotation
strategies against. The stocks or ETFs in each group were given an equal
share of the portfolio and held for a 10-year period. The hypothetical
portfolio starts out with $100,000 on 12/31/2001. Wealth-Lab Pro shows
idealized results of different choices over the next 10 years. Even
though the simulation produces results that are different from reality,
it does provide context for comparing strategies. Table 1: Buy-and-hold comparison of sectors and stocks tested | Column 1 | Column 2 | Column 3 | Column 4 | Column 5 | Buy-and-Hold Comparison 12/31/2001– 12/31/2011 | SPDRs: 9 Select Sector ETFs | iShares 9 S&P Style ETFs | iShares All 30 Fidelity Commission- Free ETFs | Dow - Equal Weight of 30 Stocks | S&P500 (IVV iShares ETF tracking fund) | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $160,029 | $172,167 | $152,798 | $162,063 | $130,430 | Net Profit $ | $60,029 | $72,167 | $52,798 | $62,063 | $30,430 | Net Profit % | 60.0% | 72.2% | 52.8% | 62.1% | 30.4% | Annualized Gain % | 4.8% | 5.6% | 4.3% | 5.0% | 2.7% | Total Commission | ($72) | $0 | $0 | ($239) | ($8) | Dividends Received | $23,684 | $16,907 | $21,456 | $27,565 | $20,377 | Number of Trades | 9 | 9 | 29 | 30 | 1 | Win Rate | 88.9% | 100.0% | 82.8% | 60.0% | 100.0% | Maximum Drawdown | ($84,414) | ($98,433) | ($79,755) | ($76,261) | ($78,159) | Sharpe Ratio | 0.39 | 0.40 | 0.38 | 0.40 | 0.25 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | Obviously,
profit is the primary benchmark of success. It is worth noting that
dividends made up two-thirds of the profit for the S&P 500 during
the past ten years, and just holding the style or sector funds produced
better returns than the S&P 500. Our goal here is to find rotation
strategies that top those results. Other components of Table 1
include commissions (cost of making a trade), drawdown (how far the fund
went in the wrong direction), and the Sharpe ratio (a measure of excess
return per unit of additional risk). A higher Sharpe ratio is desired,
as it indicates more return for the amount of risk that is assumed. Let’s see the simulated performance For
the sector funds, only the Low RSI rotation strategy (displayed in
Table 2, column 1), was able to produce better returns than an investor
would have realized by simply holding the SPDR sector funds (as shown in
Table 1, column 1). It earned an 8% annualized gain, even after paying
more than $22,000 in commissions. The other strategies, when applied to
the SPDR, underperformed the SPDR benchmark. In fact, the L/S strategy
lost money. Table 2: Simulated results for SPDR sectors rotation strategies for 10 years ending 1/1/2012 | Column 1 | Column 2 | Column 3 | Column 4 | Column 5 | Column 6 | SPDR Select Sector ETFs | SPDR Sectors RSI Rotation | SPDR Sectors Low RoC | SPDR Sectors High RoC | SPDR Sectors RoC Long/Short (L/S) | SPDR Sectors L/S: Long Trades | SPDR Sectors L/S: Short Trades | XLB, XLE, XLF, XLI, XLK, XLP, XLU, XLV, XLY | 3 lowest, 33.3% each | 3 with 33.3% each | 3 with 33.3% each | 2 long, 1 short 45% each, 1.5 margin | 2 highest RoC long | 1 lowest RoC short | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $222,130 | $156,915 | $111,078 | $99,847 | $120,032 | $79,815 | Net Profit $ | $122,130 | $56,915 | $11,078 | ($153) | $20,032 | ($20,185) | Net Profit % | 122% | 57% | 11% | 0% | 20% | –20% | Annualized Gain % | 8% | 5% | 1% | 0% | 2% | –2% | Total Commission | ($22,220) | ($2,186) | ($2,282) | ($2,759) | ($1,765) | ($994) | Dividends Received | $32,258 | $25,575 | $20,097 | $8,498 | $16,100 | ($7,601) | Number of Trades | 1,399 | 139 | 145 | 175 | 112 | 63 | Average Bars Held | 6.34 | 54.03 | 51.83 | 43.12 | 44.88 | 40 | Win Rate | 59% | 63% | 56% | 50% | 59% | 35% | Maximum Drawdown | ($88,087) | ($107,957) | ($80,659) | ($35,207) | ($59,057) | ($52,342) | Sharpe Ratio | 0.55 | 0.34 | 0.15 | 0.07 | 0.2 | –0.18 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | Looking
at the simulations for the iShares style ETFs, the RSI rotation
strategy was the leader. The Long/Short strategy, overall, suffered due
to the short trades. Breaking down the Long and Short aspects of the
strategy shows that going long with the top 2% gainers was the most
valuable part for the style funds. Table 3: Simulated results for iShares S&P Style rotation strategies for 10 years ending 1/1/2012 | Column 1 | Column 2 | Column 3 | Column 4 | Column 5 | Column 6 | iShares Style ETFs | SPDStyles RSI Rotation | Styles Low RoC | Styles High RoC | Styles RoC Long/Short (L/S) | Styles L/S: Long Trades | Styles L/S: Short Trades | IVW,IVV,IVE,IJK, IJH,IJJ,IJT,IJR,IJS (Commission-Free at Fidelity) | 3 lowest, 33.3% each | 3 with 33.3% each | 3 with 33.3% each | 2 long, 1 short 45% each, 1.5 margin | 2 highest RoC long | 1 lowest RoC short | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $192,428 | $157,771 | $176,905 | $168,785 | $193,989 | $74,796 | Net Profit $ | $92,428 | $57,771 | $76,905 | $68,785 | $93,989 | ($25,204) | Net Profit % | 92% | 58% | 77% | 69% | 94% | –25% | Annualized Gain % | 7% | 5% | 6% | 5% | 7% | –3% | Total Commission | $0 | $0 | $0 | $0 | $0 | $0 | Dividends Received | $19,514 | $25,094 | $16,724 | $6,194 | $14,297 | ($8,103) | Number of Trades | 1,481 | 105 | 135 | 155 | 103 | 52 | Average Bars Held | 6.04 | 63.71 | 51.83 | 48.55 | 48.71 | 48.25 | Win Rate | 58% | 65% | 64% | 48.55% | 64% | 35% | Maximum Drawdown | ($108,838) | ($124,298) | ($101,557) | ($37,566) | ($82,850) | ($63,782) | Sharpe Ratio | 0.45 | 0.31 | 0.41 | 0.6 | 0.49 | –0.17 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | Considering
a wider variety of stock, bond, and international ETFs produced the
highest historical performance, as demonstrated by Table 4. Table 4: Simulated results for commission-free iShares rotation strategies for 10 years ending 1/1/2012 | Column 1 | Column 2 | Column 3 | Column 4 | Column 5 | Column 6 | All Commission-Free iShares ETFs | iShares RSI Rotation | iShares Low RoC | iShares High RoC | iShares RoC Long/Short (L/S) | iShares L/S: Long Trades | iShares L/S: Short Trades | | 3 lowest, 33.3% each | 3 with 33.3% each | 3 with 33.3% each | 2 long, 1 short 45% each, 1.5 margin | 2 highest RoC long | 1 lowest RoC short | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $213,073 | $120,846 | $322,150 | $228,881 | $262,453 | $66,429 | Net Profit $ | $113,073 | $20,846 | $222,150 | $128,881 | $162,453 | ($33,571) | Net Profit % | 113% | 21% | 222% | 129% | 162% | –34% | Annualized Gain % | 8% | 2% | 12% | 9% | 10% | –4% | Total Commission | $0 | $0 | $0 | $0 | $0 | $0 | Dividends Received | $52,438 | $44,717 | $43,202 | $11,753 | $35,313 | ($23,560) | Number of Trades | 2,111 | 153 | 162 | 183 | 116 | 67 | Average Bars Held | 4.54 | 44.93 | 46.5 | 41.28 | 43.36 | 37.67 | Win Rate | 60% | 63% | 62% | 51% | 59% | 36% | Maximum Drawdown | ($103,960) | ($108,494) | ($67,605) | ($42,615) | ($57,161) | ($72,523) | Sharpe Ratio | 0.53 | 0.2 | 0.89 | 0.72 | 0.78 | –0.16 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | The
momentum strategy of getting in the top 10% of the 30 commission-free
iShares funds (shown in column 3) was the ideal way to approach this
strategy. See Figure 1 for a graphic depiction of the Equity Curve,
compared to Buy and Hold of IVV—the S&P 500 ETF by iShares. Figure 1—Simulated Equity Curve for RoC High strategy applied to iShares ETFs vs. Buy and Hold of IVV  Splitting
investment capital between the top two High RoC iShares ETFs produced a
nice gain as well. Shorting the lowest RoC just cost money when dealing
with this group. Also of note, RSI Rotation among the 30 iShares
ETFs produced substantial gains, but came with larger drawdown than the
High RoC momentum rotations. Dow 30 stock strategies Shifting
to Dow stocks, the simulation showed that the RSI rotation strategy
tested out as the most profitable of the whole field, although there was
a large drawdown. Neither choosing the High RoC stocks nor the Low RoC
stocks, generated a profit. Figure 2—RSI Rotation of current Dow 30 plotted versus Buy and Hold of BAC—Wealth-Lab Pro portfolio simulation  Figure 3—Monthly Profit/Loss of Dow 30 RSI Rotation—Wealth-Lab Pro Portfolio Simulation  Focusing on risk and reward Risk
is an extremely important consideration for investors. In order to have
seen the results depicted in these simulations, the investor would have
needed to be able to stick with the strategy over the long term. This
may not always be possible due to individual differences in risk
tolerance and acceptable drawdown levels. When looking at Sharpe ratios,
the top three performers in our simulation were: - iShares 30 RoC High (Table 4, column 3).
- iShares Styles RoC High: only the long part of the Long/Short strategy, i.e., the top two RoC ETFs. (Table 3, column 5).
- Dow 30 RSI rotation strategy (Table 5, column 2).
Table 5: Simulated results for Dow 30 rotation strategies for 10 years ending 1/1/2012 | Column 1 | Column 2 | Column 3 | Column 4 | Column 5 | Column 6 | Column 7 | Dow 30–10 yr | Dogs of Dow 10 yr | RSI 10 yr | RoC Low 10 yr | RoC High 10 yr | Long/Short 10 yr | Long Trades | Short Trades 10 yr | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $218,066 | $345,147 | $127,184 | $56,847 | $74,604 | $82,422 | $92,182 | Net Profit $ | $118,066 | $245,147 | $27,184 | ($43,153) | ($25,396) | ($17,578) | ($7,818) | Net Profit % | 118% | 245% | 27% | –43% | –25% | –18% | –8% | Annualized Gain % | 8% | 13% | 2% | –5% | –3% | –2% | –1% | Total Commission | ($541) | ($32,126) | ($2,934) | ($3,156) | ($3,156) | ($2,115) | ($1,041) | Dividends Received | $36,468 | $39,059 | $31,293 | $20,271 | $10,969 | $19,982 | ($9,014) | Number of Trades | 36 | 2,022 | 186 | 200 | 200 | 134 | 66 | Average Bars Held | 252.78 | 4.69 | 40.63 | 37.86 | 37.86 | 37.67 | 38.23 | Win Rate | 56% | 61% | 54% | 48% | 48% | 49% | 45% | Maximum Drawdown | ($130,332) | ($153,644) | ($121,503) | ($91,696) | ($82,881) | ($95,722) | ($64,602) | Sharpe Ratio | 0.44 | 0.66 | 0.23 | –0.14 | -0.02 | 0 | 0.05 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | A
way to decide between these options is to see which is the most
resilient to different circumstances. After all, these are simply
simulations based on the past, and we don’t know what will influence
these funds or strategies in the future. Table 6: Simulated results for Dow 30 rotation strategies for five years ending 1/1/2012 | Column 1 | Column 2 | Column 3 | Column 4 | Dow 30—5 yr. | Dogs—5yr. | RSI—5 yr. | Hi PE—5 yr. | Lo PE—5 yr. | Starting Capital | $100,000 | $100,000 | $100,000 | $100,000 | Ending Capital | $100,400 | $192,182 | $173,370 | $145,898 | Net Profit $ | $400 | $92,182 | $73,370 | $45,898 | Net Profit % | 0% | 92% | 73% | 46% | Annualized Gain % | 0% | 12% | 10% | 7% | Total Commission | ($716) | ($18,945) | ($1,057) | ($660) | Dividends Received | $15,064 | $17,114 | $21,937 | $20,933 | Number of Trades | 50 | 1,193 | 68 | 43 | Average Bars Held | 252.8 | 4.72 | 64 | 100.63 | Win Rate | 50% | 60% | 53% | 53% | Maximum Drawdown | ($66,770) | ($88,643) | ($73,758) | ($58,925) | Sharpe Ratio | 0.1 | 0.57 | 0.56 | 0.4 | Source: Wealth-Lab Pro.® For illustrative purposes only. Past performance is no guarantee of future results. | Since
the RoC High strategy only evaluates the choices once a month, the
optimization feature of Wealth-Lab Pro can show how the results vary,
depending on which day of the month is chosen (See Figures 4 and 5). Figure 4—Wealth Lab simulation of top three iShares 30 High RoC, with various evaluation dates  Consistency
is a good quality to look for. Figure 5 shows how rotating between the
30 iShares funds produce very mixed results. That shows a distinct lack
of consistency. Figure 5—Wealth Lab simulation of top two iShares Styles High RoC with various evaluation dates  The
RSI rotation strategy doesn’t have the weakness of depending on the day
chosen for assessment, because it evaluates the investment choices each
day. It does have a much larger drawdown, and as a result, a lower
Sharpe ratio. The RSI rotation strategy may be harder to implement
because it requires charting tools to calculate the RSI values, whereas
the monthly performance of stocks and ETFs is generally simpler to set
up and see. The Dow 30 stocks, with RSI rotation strategy,
produced greater profits, but these types of results may prove difficult
to replicate. One reason is that you would have to know if and when a
Dow component would be replaced from the index. Investing implications Most
of the strategies tested here came in significantly ahead of buy and
holding the S&P 500. Of course, these results are not representative
of every sector rotation strategy, and results may differ depending on
the underlying assumptions and other qualifying factors that could have
been used. But based on this simulation, rotating among high-quality
segments of the market may produce very positive results that can beat
the buy-and-hold strategy. Ultimately, it is up to you to decide whether
these strategies meet your investing objectives and risk tolerance.
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