Fund Alpha Over ETF Baskets

A fund’s alpha – returns over a benchmark – is often quoted and widely misunderstood. The root of the misunderstanding comes from investors assuming that alpha is a constant – which it is not – and the funds using benchmarks that the investors cannot actually invest in. Even if an investor decides to go “passive,” there is still an active choice that needs to be made regarding the basket of ETFs he needs to invest in. Let’s answer the first question: What exactly is the active manager’s value add?

Alpha over a basket of ETFs

We select three ETFs, NIFTYBEES, JUNIORBEES and M100, since they are popular and span a fairly decent spectrum of traded stocks in the market. Then, we do a rolling (window of 200) linear regression of returns over 200 days of a few midcap funds (selected at random.) The intercept is the alpha of the fund vs. the ETFs. Here’s how the alpha varies over a period of time:

Two out of the three funds have negative alpha over the ETF basket right now. However, that doesn’t mean that they will stay there.

As an investor, you can use the betas obtained by the regression over the ETFs to “replicate” the fund at a point in time. For example, if you set the start date as the date at which each of the funds had peak alpha and just held onto the basket, here’s how the relative performances look:

In all cases the basket fixed at the peak performs at par or better than the fund. However, you never really know what the “peak” is when you are living through it. What if you fix the basket right at the beginning?

In two out of three cases, we see funds beat ETF baskets.

Summary

  • We use linear regression to measure a fund’s alpha over a basket of ETFs.
  • Alpha varies over time. Out/under performance is sensitive to begin and end dates.
  • If a fund’s peak alpha can be pegged, then a basket of ETFs with those betas will outperform the fund.

Monthly Recap: April in Paris

Equities

Major
DAX(DEU) +1.02%
CAC(FRA) +2.83%
UKX(GBR) -1.62%
NKY(JPN) +1.98%
SPX(USA) +0.82%
MINTs
JCI(IDN) +2.10%
INMEX(MEX) +1.49%
NGSEINDX(NGA) +0.98%
XU030(TUR) +7.02%
BRICS
IBOV(BRA) -0.01%
SHCOMP(CHN) -2.11%
NIFTY(IND) +1.42%
INDEXCF(RUS) +1.04%
TOP40(ZAF) +4.22%

Commodities

Energy
Brent Crude Oil -1.74%
Ethanol -2.63%
WTI Crude Oil -2.99%
RBOB Gasoline -9.46%
Heating Oil -4.41%
Natural Gas +2.79%
Metals
Platinum -0.92%
Copper -2.26%
Silver 5000oz -5.52%
Palladium +3.04%
Gold 100oz +1.11%

Currencies

USDEUR:-1.89% USDJPY:+0.36%

MINTs
USDIDR(IDN) +0.05%
USDMXN(MEX) +0.55%
USDNGN(NGA) -1.51%
USDTRY(TUR) -2.06%
BRICS
USDBRL(BRA) +1.36%
USDCNY(CHN) +0.09%
USDINR(IND) -0.93%
USDRUB(RUS) +1.21%
USDZAR(ZAF) -0.66%
Agricultural
Coffee (Robusta) -10.25%
Feeder Cattle +11.81%
Lumber -0.68%
Sugar #11 -4.27%
Coffee (Arabica) -5.52%
Soybean Meal +1.17%
White Sugar -4.05%
Cattle +3.42%
Cotton +3.72%
Lean Hogs +2.18%
Wheat +0.18%
Cocoa -16.04%
Corn -0.75%
Orange Juice +2.10%
Soybeans +0.58%

International ETFs (USD)

Nifty Heatmap

Index Returns


More: Sector Dashboard

Market Cap Decile Performance


More: Equal-Weight Deciles, Cap-Weight Deciles

ETF Performance

CPSEETF +6.70%
INFRABEES +6.18%
JUNIORBEES +5.37%
BANKBEES +4.10%
PSUBNKBEES +3.35%
NIFTYBEES +1.24%
PSEs… because this time its different.

Yield Curve

Bond Indices

Sub Index Change in YTM Total Return(%)
0 5 +0.23 -0.11%
5 10 +0.16 -0.31%
10 15 +0.11 -0.40%
15 20 +0.06 +0.07%
20 30 +0.10 -0.45%
Bonds down in spite of increased FII flows…

Investment Theme Performance

Value themes out-performed momentum…

Equity Mutual Funds

Bond Mutual Funds

Institutional flows

Residual Momentum

The conventional way of implementing momentum strategies rank either relative or absolute time series returns of a universe of stocks. If either market beta, value or the small-cap premium had a big hand in driving equity returns during the formation period, then the momentum portfolio will be overweight those factors. This leads to steep momentum crashes, or so the theory goes.

In their paper on Residual Momentum, Blitz, Huij and Martens propose ranking stocks based on the residuals obtained after fitting their return series to the Fama-French Three factor model. They argue that a portfolio created this way outperforms vanilla momentum strategies.

We have created an automated residual momentum strategy, Momo (Residual) v1.0, that implements the residual momentum strategy outlined in the paper.

Monthly Recap: March Madness

Equities

Major
DAX(DEU) +4.04%
CAC(FRA) +5.43%
UKX(GBR) +0.82%
NKY(JPN) -1.10%
SPX(USA) -0.05%
MINTs
JCI(IDN) +3.37%
INMEX(MEX) +3.82%
NGSEINDX(NGA) +0.74%
XU030(TUR) +1.50%
BRICS
IBOV(BRA) -2.52%
SHCOMP(CHN) -0.59%
NIFTY(IND) +3.31%
INDEXCF(RUS) -1.96%
TOP40(ZAF) +2.35%

Commodities

Energy
Natural Gas +15.44%
Ethanol +4.17%
RBOB Gasoline +14.79%
Brent Crude Oil -3.29%
Heating Oil -1.73%
WTI Crude Oil -4.69%
Metals
Copper -2.21%
Gold 100oz -0.60%
Palladium +3.44%
Platinum -7.47%
Silver 5000oz -1.63%

Currencies

USDEUR:-0.42% USDJPY:-0.52%

MINTs
USDIDR(IDN) -0.12%
USDMXN(MEX) -6.66%
USDNGN(NGA) -0.30%
USDTRY(TUR) +0.05%
BRICS
USDBRL(BRA) +0.37%
USDCNY(CHN) +0.29%
USDINR(IND) -2.76%
USDRUB(RUS) -3.70%
USDZAR(ZAF) +2.30%
Agricultural
Coffee (Arabica) -0.64%
Feeder Cattle +6.74%
White Sugar -10.37%
Cattle -5.08%
Cocoa +9.22%
Coffee (Robusta) +1.95%
Lean Hogs -3.74%
Orange Juice -6.15%
Soybean Meal -8.00%
Corn -2.08%
Cotton +3.13%
Lumber +2.24%
Sugar #11 -12.42%
Wheat -0.12%
Soybeans -8.83%

Nifty Heatmap

Index Returns


More: Sector Dashboard

Market Cap Decile Performance


More: Equal-Weight Deciles, Cap-Weight Deciles

ETF Performance

PSUBNKBEES +7.19%
BANKBEES +4.08%
NIFTYBEES +3.49%
JUNIORBEES +2.44%
INFRABEES +2.12%
CPSEETF +0.28%
GOLDBEES -3.30%
Can we just rename PSUBNKBEES and BADBNKBEES and be done with it?

Yield Curve

Bond Indices

Sub Index Change in YTM Total Return(%)
0 5 -0.01 +0.70%
5 10 -0.12 +1.54%
10 15 -0.16 +1.48%
15 20 -0.09 +1.55%
20 30 -0.10 +1.81%
Long bonds FTW!!!

Investment Theme Performance

Momentum, value… everything worked!

Equity Mutual Funds

Bond Mutual Funds

Institutional Flows

So hot right now…