How to data mine bitcoin

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In , in the middle of the global financial crisis, Satoshi Nakamoto published a white paper describing the bitcoin protocol. All subsequent blocks contain data from the previous block as an input, thus forming an unbroken chain representing all transactions that have occurred in the past. Banks and other financial institutions must be trusted to lend responsibly and not take unnecessary risks.

Bitcoin addresses this flaw by eliminating the need for centralized institutions and the need for trust — instead, everything is based on cryptographic proof. In my previous post , I argued that bitcoin deserves a place in a passively-managed, long-only portfolio because it is uncorrelated with all major asset classes. Ordinary citizens were faced with the possibility of losing 6. Strong demand for bitcoin was seen from countries most directly linked to Cyprus, including Greece and Spain.

In this case, bitcoin also rose in concert with gold and U. This is not surprising since if policymakers are thinking about confiscating your bank deposits, it makes sense to try to hide your cash somehow. But this incident represents one of the first times that investors began to see bitcoin as a safe haven asset. Previously, bitcoin was seen more as a novel way to facilitate trust-less transactions.

On June 27, , the Greek debt crisis escalated as policymakers withdrew from bank bailout negotiations. Soon afterwards, Greece temporarily shut down its banks and implemented strict capital controls in an effort to contain the crisis. When financial markets opened again on Monday, June 29, bitcoin rose along with other safe haven assets while equities declined.

The escalation of the crisis continued for several weeks as progress in bailout talks was limited but was finally resolved on July 13 with an agreement on another bailout program.

Interestingly, gold did not rise during this time. Bitcoin ended up giving up the majority of its gains in the days before the vote as investors thought that Brexit was unlikely based on latest polling numbers.

During this time, gold and bitcoin were highly correlated with the implied odds that the United Kingdom would leave based on the lines on betting websites. When Brexit was confirmed, bitcoin again rose in response to the news in concert with other safe haven assets while almost all equity markets around the world and currencies in the eurozone declined sharply.

On November 8, , the United States held its presidential election and Donald Trump was elected president, shocking investors around the world. But the intraday movement in bitcoin again demonstrates its safe haven properties as well as how efficient the bitcoin market has become in absorbing new information.

Looking at these historical cases has given me increased conviction that bitcoin or cryptocurrencies in general deserve a place in a passively-held, long-only portfolio. I strongly recommend an allocation of between 1 to 5 percent. It probably makes sense to own other cryptocurrencies other than bitcoin at this point since there is a real risk that an altcoin displaces bitcoin as the leading coin if bitcoin cannot solve its internal debate on the best way to scale the blockchain.

First, bitcoin is a safe haven asset, but it is different from other safe have assets like gold, U. I examined many other examples in the past where flight-to-safety occurred, mainly in response to macroeconomic events and changes in expectations for future monetary policy. There is very little evidence that bitcoin responds in a predictable way to these events. Gold is primarily driven by changes in real yields , but I found very little evidence that bitcoin responds in the same way.

My interpretation is that bitcoin is not mature enough of an asset class yet to have meaningful changes to macroeconomic conditions. This confirms my findings that bitcoin has very little correlation to other asset classes. Second, bitcoin is a true hedge of black swan-type events, particularly events where centralized institutions fail.

This goes back to the design philosophy of bitcoin of why it was created and how it can function without any centralized institutions or trust.

When financial institutions fail or political institutions and policymakers fail, bitcoin responds very favorably. I wrote a post on how to implement a simple risk parity portfolio which expands on this subject. Fourth, since bitcoin was created, the world has been fairly stable, with volatility well below historical averages and equity markets around the world trending upwards with few exceptions and few corrections.

Another crisis will happen in the future, either financial or political. If a significant enough crisis occurs, I would expect cryptocurrencies to rise significantly and become a legitimate asset class. Overall, I strongly recommend some exposure to bitcoin and altcoins. As a practical matter, you should create an account at multiple exchanges now since it takes several weeks to build a meaningful position. Exchanges require identification confirmation and there are usually transfer limits that prevent you from accumulating quickly.

The code for this post can be found on my Github. If you are interested, please enter your email below. As a fellow BW alum, I salute you. Have been keeping a 1. I also looked through your risk parity article. Why not venture into leveraged bond ETFs e. I like your cryptocurrency allocation and encourage you to increase it.

I think the risk to reward make it a smart play as well as the hedging applications. The main reason is that these ETFs really underperform when the underlying is volatile with no trend.

But then again, maybe holding it in a risk parity portfolio makes sense due to its diversification benefits. Of the risk parity quadrants, I have a hard time finding inflation insurance I can get excited about as an investment. I have a little model going back to that simulates the returns of daily leveraged ETFs.

You actually improve your CAGR with each multiple until you hit 7x, then it starts declining. I was thinking… could be great to write an article with events that hurt bitcoin and make it goes down.

Perhaps, the inverse rational applies here. When the markets antecipate a disaster fed hikes etc , and it doesnt happen, leading to Risk On environment EM stocks, EM FX, Commod rise , I would expect a sharp drop in Crypocurrencies as we are seeing nowadays. Bitcoin is the Ultimate Save Haven Asset Looking at these historical cases has given me increased conviction that bitcoin or cryptocurrencies in general deserve a place in a passively-held, long-only portfolio.

Here are some additional closing thoughts. Get updates from Signal Plot in your inbox. Hi Kevin, Interesting links! Keep doing your good work. Leave a Reply Cancel reply. Previous Post Previous Post. Next Post Next Post.