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How to get close to your neighbours

S2N spotlight

Let's face it, if you are on speaking terms with your neighbours, you are doing well. Today I will teach you a trick on how to know if you are a good match for your neighbour. Its a bit technical, so this might not be everyone's cup of tea. Tomorrow I will try and keep it lighter.

When you build a portfolio, it is common to group a bunch of similar symbols into a category for a fixed allocation. For example, the classic 60% stocks and 40% bonds portfolio. You will either use 1 stock and 1 bond in the 60:40 ratio, or you might use a group of similar stocks and bonds to get a little bit of diversification within a category allocation.

The ETF symbols in my example are:

Stocks

  • "SPY",  Broad US market /large-cap.

  •  "QQQ", Tech/Growth tilt.

  •   "VTI", Total US market.

Bonds

  •  "BND", Broad bond market

  •   "AGG",  Aggregate bond market.

  •   "TIP", Inflation Protection bonds.

  •   "LQD",  Investment-grade corporate bonds.

The old-fashioned quant way would be to use a classic correlation matrix to do the grouping. Like you see below.

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However, if you want to play with the big boys, you need to move with the times. There is a more sophisticated approach called a dendogram cluster that falls within a cool statistical framework called, Hierarchical Clustering.

I am keeping it as basic as I can, hence a single linkage. Do not worry about what that means; lets focus on what the plot is showing us. If you have been wondering what the reference to neighbours was, you are about to find out, and it is corny. I am blushing. If you have worked with machine learning (AI ), there is an iterative process of looking for your nearest neighbours. I did warn you it was corny.

If you look below, you can see visually, without me whispering in the machine's ear, how to group the symbols; it does a pretty neat job. The stocks are grouped in light blue and the bonds in orange. The height of the vertical lines and the colour clusters are very important; the shorter they are, the closer they are in relationship. In the plot below, the 3 stock ETFs are more closely related than the 4 bond ETFs.

The takeaway is that the dendrogram can sometimes reveal more nuanced relationships to traditional correlations by considering the overall structure of the data.

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S2N observations

The benefits of a tariff are visible. Union workers can see they are “protected”. The harm which a tariff does is invisible. It’s spread widely. There are people that don’t have jobs because of tariffs but they don’t know it. –Milton Friedman

President Trump announced a 25% tariff on steel, with details to follow today. We are only getting started with tariffs. This is going to get incredibly messy. Tariffs provide amazing bargaining power, but I remain convinced the net effect is bad for the global economy, the US included.

This weekend, a well-known market strategist made the same meaningless comment another highly paid analyst made last week. Howard Silverblatt, senior index analyst at S&P Dow Jones Indices, said last week. "Since 1928, when the S&P 500 has had a positive return in January, there is an 80% chance it will be up for the year."

Don't get excited since 1928; the S&P 500 has had positive full-year returns in 71 of 97 years, or 73% of the time. I really wouldn't read too much into Howies "January Effect" indicator.

I bet you if you asked the average person in the street how they thought crypto was doing since the Covid heddy days, when you could buy a digital ape for a few million bucks, or when Sam Bankman-Fried bought a SuperBowl ad for $13 million, they would say crypto is killing it.

Easy Tiger, the S&P Crypto index, excluding the megacaps, is down 64% since 2021.

Trying to redeem myself with something easier to chew on, especially since many of you will be suffering from a SuperBowl hangover. Here is a breakdown of the commodity index since the turn of the century. Precious metals killing it. Energy is getting killed.

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S2N Screener Alerts

Can you believe 15 days after Mark Zuckerberg looked down Jeff Bezos girlfriend's shirt, his stock is still rising? A 15-day resurrection is META's all-time record.

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For those who are new to the letter, the shading is Z-Score adjusted so that only moves bigger than usual for the symbol are highlighted.

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Author

Michael Berman, PhD

Michael Berman, PhD

Signal2Noise (S2N) News

Michael has decades of experience as a professional trader, hedge fund manager and incubator of emerging traders.

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