顯示包含「web3 adoption」標籤的文章。顯示所有文章
顯示包含「web3 adoption」標籤的文章。顯示所有文章

2023年3月17日星期五

Which Alternative to USDC now? 20220314

Following the USDC depegging, triggered by custodian bank bankruptcy, it is opportune to re-examine the quality of stable coins on the market (which we do at least 3 times a year as a matter of course), and the results are summarised in today's missive below...


There are many levels of risks attached to stablecoins, and the table below looks at 3 aspects:

a) how often and how reliable are issuers audited - obviously USDC has the most prestigious auditor in the form of Deloitte, followed by BDO which issues reports on assets for USDT. This is cold comfort however when SVB itself is audited by KPMG, another big-4 firm...

b) how liquid are the asset backing - here USDC does best with almost all collateral in the most liquid category of assets (cash or short term TBs), followed by USDT (only 18% in longer dated TBs), while DAI is mostly in cryptos (but still 64% being USDC backed);

c) who are the custodian banks - here it is very hard to gauge whether bigger banks are better (more liquidity?) or worse (more complex derivatives books?), but since most of the issuers do not disclose this information (the USDC one only came to light following the SVB crisis), there is no easy way to quantify the counterparty risk at all...

For tradfi supporters, USDC still presents the best protection; for crypto maximalists however, DAI could offer a better solution (but needs to rid itself of tradfi backing to be purist - ie use BTC/ETH as asset collaterals rather than USDC/GUSD and the like).


What about hedging with derivatives?

Aside from avoiding volatility by parking in stablecoins, another way might be to buy put options for downside protection. Below we have done a scenario based on today's prices:

Sadly costs are too steep for hedging under normal circumstances - as can be seen in 3rd column above, for at the money hedging, 12-14% of the portfolio needs to be sold to buy the protection...


So we are back to stablecoins then...

As a result, it seems we are stuck with stablecoins for now, and our hope remain that when BTC becomes big and liquid enough to absorb all hedging activities, perhaps we will have a working decentralised and purely crypto based hedge.

Until that day, here is our updated risk metric table - for now USDT and BUSD seem to be better scoring given the high volatility seen in USDC in the past few days:

When combined by the qualitative factors discussed in the earlier sections, we will stick with USDC for now...

With the crisis now seemingly over, we are seeing all USDC trading pairs on the larger DEX platforms back to normal behaviour, eg:

Here are not small U$120k trade vs WBTC is attracting only a price impact of 0.24% on one of the several side chain pools. Hail decentralisation!

As we commented earlier also, the coincidence of crypto banks being brought down almost simultaneously is raising questions elsewhere as to whether the takedowns were coordinated - see article 1 below for more. In the end, just like centralised banks fail while decentralised crypto networks continue unfazed, perhaps this will be the norm years in the future?


-----------------------------------------------------article 1------------------------------------------------------------
Binance’s CZ Speculates a Coordinated Effort to Shut Down Crypto-Friendly Banks is in Play

Vignesh Karunanidhi | March 11, 2023


...Unfortunately, the banking realm took a hit with the fall of Silvergate Bank. The issues also escalated with the recent downfall of the Silicon Valley bank.

...Changpeng Zhao, aka CZ, recently put out a tweet highlighting the recent shutdown of cryptocurrency-friendly banks:

Pure speculation. It almost feels like there is a coordinated effort to shutdown crypto friendly banks.

Result?

Banks are shut down.

Blockchains still running.

— CZ 🔶 Binance (@cz_binance) March 11, 2023


CZ says crypto-friendly banks are being shut down

CZ speculates that it feels like there’s a coordinated effort to shut down crypto-friendly banks. The tweet is a follow-up to the recent downfall of two of the cryptocurrency-friendly banks, Silvergate and Silicon Valley Bank. These two banks had a significant relationship with some of the most prominent cryptocurrency giants. However, the relationship has taken a toll as the banks are no longer in play to provide their services to these cryptocurrency businesses.

Perhaps CZ also highlighted the result of this speculative shutdown of cryptocurrency-friendly banks. He mentioned in his tweet that the banks might be shut down, but the blockchains are still up and running.

One Twitter user commented on the tweet, stating that it’s time to stay united and that only CZ can lead the cryptocurrency community out of this darkness.

However, CZ mentioned that there is no necessity for leaders in a decentralized ecosystem, and he also stressed the fact that it works better without a leader.​


​https://watcher.guru/news/binances-cz-speculates-a-coordinated-effort-to-shut-down-crypto-friendly-banks-is-in-play

2023年3月16日星期四

USDC depegging crisis - More a Debt/Banking/Liquidity Crisis than a Crypto one 20230313

Given the importance of the subject matter and its ability to impact everyone's financial arrangements in the coming years, we are putting the below internal client communication out in the public domain, hoping to contribute to clarify what actually happened in the liquidity crisis initially couched as a crypto crisis.

----------------------------

The depegging of the USDC stablecoin over the weekend was a big event, as it could have shake the confidence in what is deemed the safest of all the stablecoins. There was quite a roller coaster ride in both USDC and DAI (which holds some USDC as its reserve backing), which now seem to be all good again after govt guarantees were rushed out late Sunday:

USDC touched as low as 0.88 early Saturday

Crypto banks - the Sudden Wipe Out Syndrome?

Whilst it is easy to characterise the incident as another 'nail in the coffin' of cryptos, a look under the hood reveals that this is a banking/liquidity problem - deposit taker (or SVB) going bust and not the stablecoin operator, who has barely jumped ship from another bankrupt bank (i.e. Silvergate Bank) some 10 days ago (see details here)!

What seems odd though is that these close banking allies of the crypto ecosystem seem to be going under eerily close together - Signature Bank also got taken over by the govt (article 1) citing liquidity issues also.

With these entities now killed off in short succession, some in crypto space might question could this be not random occurrences just when govts are starting to launch their own CBDCs (central bank digital currencies)? Without these on/off ramp channels, how could the crypto space continue to grow?

The 4 Hoursemen of debt apocalypse?

Irrespective of what possible coincidences/agenda against the crypto industry may be speculated, what we see in the bigger picture is that we are in the early phase of a bond default crisis that has been decades in the making:

a) ever lower record low interest rates has created bias for buying and holding 'risk free' govt bonds (sometimes mandatory, eg pension funds) that have now become toxic, especially long dated ones, thanks to the 4 massive negatives (you may call them the 4 horsemen of bond demise) that will keep bonds risky:

1) record govt debts are driving risk premium up and will keep worsening as rates increase;

2) geopolitical separation will drive deglobalisation for years to come (so no more cheap goods, which will get dearer for years to come),

3) lockdowns and net zero carbon agenda will drive higher energy costs for years to come, rippling into other costs throughout all supply chains; and

4) the war in Ukraine and likely WW3 will worsen both risk premium and supply chain disruptions

b) stuck in old theories, central banks keep hiking rates chasing inflation as it spirals out of control, creating banking/liquidity crises like the one we are seeing now - ie bank/pension balance sheets crash as bond prices collapse - resulting in solvency/liquidity concerns which lead to bank runs.

To understand how bond illiquidity and pervasive govt prescription on risk management has resulted in the mess we are now in, look at Bill Ackman's short diagnosis (article 3) or Dan Lacalle's longer missive (article 2), and finally how mobile banking + instant social media could create flash bank runs at the drop of a hat (article 4).

Seek protection in Anything But Bond/cash?

So we know this debt bust will be inevitable, how can we protect ourselves? There are several levels to position:

1) stay in the best quality and most liquid market, avoid the weaklings (eg most EU bonds/currencies, even JPY /JGBs which will suffer more in rate hike race) vs US - both cash and short dated bills;

2) park money in real assets (property/stocks/ precious metals/ even crypto) - when bond market, many times the size of equities trigger capital flights, the flood will likely be overwhelming, just buy in safe places (eg away from conflicts) or sectors that will not suffer from the cost of capital spike (eg tech);

3) more esoteric but more mobile/ alternative / off-grid assets such as paintings, antiques, etc, here is one chart that illustrates how the trend is very much underway already:

Void in crypto on/off ramping - will be filled soon?

With the pro-crypto banks now decimated, will there be a void now that prevents crypto purchases using fiat, and vice versa? That concern certainly seems valid for now, but could the clampdown be creating opportunities elsewhere, eg by a Middle East state (Dubai), China (very good strategic move if they dared, via the CNY!), that basically allow what may be an irrepressible phenomenon to grow, especially when people generally distrust the potentially tyrannical official imitation (see all the links giving reasons why CBDC will be shunned here) of the same?

Perhaps the Nigerian disastrous CBDC launch is one example:

Nigerians’ Rejection of Their CBDC Is a Cautionary Tale for Other Countries
Digital-Currency Plan Falters as Nigerians Defiant on Crypto

Just like gold's longevity in the age of fiat currencies, crypto will probably become the new digital version of gold in the CBDC dominated future...

-----------------------------------------------------article 1------------------------------------------------------------

Regulators close crypto-focused Signature Bank, citing systemic risk

 MAR 12 20236:24 PM EDT 

U.S. regulators on Sunday shut down New York-based Signature Bank , a big lender in the crypto industry, in a bid to prevent the spreading banking crisis.

“We are also announcing a similar systemic risk exception for Signature Bank, New York, New York, which was closed today by its state chartering authority,” Treasury, Federal Reserve, and FDIC said in a joint statement Sunday evening.

The banking regulators said depositors at Signature Bank will have full access to their deposits, a similar move to ensure depositors at the failed Silicon Valley Bank will get their money back.

...

Signature is one of the main banks to the cryptocurrency industry, the biggest one next to Silvergate, which announced its impending liquidation last week. 

...To stem the damage and stave off a bigger crisis, the Fed and Treasury created an emergency program to backstop deposits at both Signature Bank and Silicon Valley Bank using the Fed’s emergency lending authority.

The FDIC’s deposit insurance fund will be used to cover depositors, many of whom were uninsured due to the $250,000 guarantee on deposits.

https://www.cnbc.com/2023/03/12/regulators-close-new-yorks-signature-bank-citing-systemic-risk.html

-----------------------------------------------------article 2------------------------------------------------------------

Silicon Valley Bank Followed Exactly What Regulation Recommended

12 March, 2023 | Daniel Lacalle

<below are summary points only>

 - The Silicon Valley Bank Collapse Is a Direct Consequence of Loose Monetary Policy

- The demise of the Silicon Valley Bank (SVB) is a classic bank run driven by a liquidity event, but the important lesson for everyone is that the enormity of the unrealized losses and financial hole in the bank’s accounts would have not existed if it were not for ultra-loose monetary policy

 -  the bank’s liquidity event could not have happened without the regulatory and monetary policy incentives to accumulate sovereign debt and mortgage-backed securities.

 - The bank’s assets ...More than 40% were long-dated Treasuries and mortgage-backed securities (MBS). The rest were seemingly world-conquering new tech and venture capital investments.

 - Most of those “low risk” bonds and securities were held to maturity. They were following the mainstream rulebook: Low-risk assets to balance the risk in venture capital investments. 

 - The entire asset base of SVB was one single bet: Low rates and quantitative easing for longer. ...these were the lowest risk assets according to all regulations and, according to the Fed and all mainstream economists, inflation was purely “transitory”, a base-effect anecdote. What could go wrong?

 - Inflation was not transitory and easy money was not endless.

 - Rate hikes happened. And they caught the bank suffering massive losses everywhere. Goodbye bonds and MBS price. Goodbye tech “new paradigm” valuations. And hello panic. A good old bank run, despite the strong recovery of the SVB shares in January. Mark-to-market unrealized losses of $15 billion were almost 100% of the market capitalization of the bank. Wipe out.

- SVB showed how quickly the capital of a bank can dissolve in front of our eyes.

- SVB did exactly what those that blamed the 2008 crisis on “de-regulation” recommended. SVB was a boring and conservative bank that invested the rising deposits in sovereign bonds and mortgage-backed securities and believed that inflation was transitory as everyone except us, the crazy minority, repeated.

 - SVB did nothing but follow regulation and monetary policy incentives and Keynesian economists’ recommendations point by point. SVB was the epitome of mainstream economic thinking. And mainstream killed the tech star.

 - Many will now blame greed, capitalism and lack of regulation but guess what? More regulation would have done nothing because regulation and policy incentivize adding these “low risk” assets. Furthermore, regulation and monetary policy are directly responsible for the tech bubble.

- SVB invested in the entire bubble of everything: Sovereign bonds, MBS and tech. Did they do it because they were stupid or reckless? No. They did it because they perceived that there was exceptionally low to no risk in those assets. No bank accumulates risk in an asset they believe has considerable risk. The only way in which a bank accumulates risk is if they perceive that there is none. Why do they perceive it? Because the government, regulators, central bank, and the experts tell them so. Who will be next?

 - Many will blame everything except the perverse incentives and bubbles created by monetary policy and regulation and will demand rate cuts and quantitative easing to solve the problem. It will only worsen. You do not solve the consequences of a bubble with more bubbles.

https://www.dlacalle.com/en/silicon-valley-bank-followed-exactly-what-regulation-recommended/

-----------------------------------------------------article 3------------------------------------------------------------

Bill Ackman @BillAckman

...Absent @jpmorgan @citi or @BankofAmerica acquiring SVB before the open on Monday, a prospect I believe to be unlikely, or the gov’t guaranteeing all of SVB’s deposits, the giant sucking sound you will hear will be the withdrawal of substantially all uninsured deposits from all but the ‘systemically important banks’ (SIBs). These funds will be transferred to the SIBs, US Treasury (UST) money market funds and short-term UST. There is already pressure to transfer cash to short-term UST and UST money market accounts due to the substantially higher yields available on risk-free UST vs. bank deposits. These withdrawals will drain liquidity from community, regional and other banks and begin the destruction of these important institutions. The increased demand for short-term UST will drive short rates lower complicating the @federalreserve’s efforts to raise rates to slow the economy. Already thousands of the fastest growing, most innovative venture-backed companies in the U.S. will begin to fail to make payroll next week. Had the gov’t stepped in on Friday to guarantee SVB’s deposits (in exchange for penny warrants which would have wiped out the substantial majority of its equity value) this could have been avoided and SVB’s 40-year franchise value could have been preserved and transferred to a new owner in exchange for an equity injection. 

...The gov’t’s approach has guaranteed that more risk will be concentrated in the SIBs at the expense of other banks, which itself creates more systemic risk. For those who make the case that depositors be damned as it would create moral hazard to save them, consider the feasibility of a world where each depositor must do their own credit assessment of the bank they choose to bank with. I am a pretty sophisticated financial analyst and I find most banks to be a black box despite the 1,000s of pages of @SECGov filings available on each bank. SVB’s senior management made a basic mistake. They invested short-term deposits in longer-term, fixed-rate assets. Thereafter short-term rates went up and a bank run ensued. Senior management screwed up and they should lose their jobs. ...

10:38 pm · 11 Mar 2023

-----------------------------------------------------article 4------------------------------------------------------------

Lots of really bad takes about SVB. Let’s try and correct

...

The important question is why so many demanded their money back at once. And I’m not referring to the last two days. I’m asking about the days/weeks leading up to this last two days forcing SVB to sell securities and realize a $1.8B loss, necessitating a capital raise. Why were depositors withdrawing in big enough amounts before Thursday/Friday?

First, welcome to the world of mobile banking. Gone are the frictions of standing in line with tellers instructed to count money slowly. (Media images of lines Friday were largely gawkers)

How did $42 billion get withdrawn Friday alone without thousands in line? Answer, your phone! This is not the Bailey Savings and Loan anymore.

This should scare the hell of bankers and regulators worldwide. The entire $17 trillion deposit base is now on a hair trigger expecting instant liquidity.

Add in social media and millions get a message, like Peter Thiel telling Founders companies to pull out, or Senator Warren gloating that SI went under, and pick up their phone open a Chase account and Venmo-ed their life savings into it in 10 minutes. Instant liquidity (not solvency) crisis with everyone still in bed.

Banking will never be the same.

...

What needs to be done? Two things.

The FDIC needs to raise the deposit insurance ceiling to unlimited as they did this in 2008. Besides $250k is a made up number anyway. So make up a bigger number.

Banks need to get their deposit base to stop figuring out how to buy a 4.5% money market fund. They need to raise the interest rates they pay 3.00% - 3.50%, from 0.50%, immediately. Yes, this will kill bank profitability so expect Bank Execs to balk at doing this.

This way the public gets the message that you money is safe, no matter the bank, or the amount, and the rate paid on your money is at least competitive with other alternatives. So, do nothing.

Otherwise, if we are all waiting for the Fed to START a meeting at 11:30 Monday, hundreds of billions of deposits will have moved by phone and it will be far worse.

https://twitter.com/biancoresearch/status/1634885127179325440

2022年9月9日星期五

How to better forecast Bitcoin prices? 20220909

Ever since bitcoin became a phenomenon way back in 2017 (some may even argue before then), there have been attempts to forecast its price trajectory into the future. The most common way of course was to use linear projection. But there are many other approaches that may get better results, and through our close and long standing analysis and investing in the asset, we provide here a very brief exposition of how price projections can be done for this, and perhaps all fast growing crypto assets.

 

There are logs, and then there are logs

Most excel wizards would be familiar with a handy feature to turn linear charting to logarithmic scale, which may provide much closer fit and easier for interpreting of trends. This is indeed how we started back in 2017 as well, and even now to many, the simple relationship still somewhat holds, despite some large deviations, especially at the early and late ends of the price spectrum:

Chart 1: BTC price trend on linear log scale - not a bad fit

However, as we found out ourselves over time, that simple tool became increasingly frustrating when the price of bitcoin began moderating from a linear fashion, this deviation became increasingly obvious after the 2018 bear correction.

We as a result, resorted to higher order polynomial log fitting to put the relationship back on a sound footing, starting with 3rd order polynomial log correlation. As one can see from the 2010-1 blue shaded areas in Chart 1, the gap was very large, but on 3rd order polynomial fitting, much reduced (see same shade in Chart 2). Further, the 2015-6 shaded area in Chart 1, although quite close to the actual price progression, was actually far from what a decaying trend should be, as seen in the distance between price and the 3rd order polynomial approach below:

Chart 2: BTC price trend on 3rd order polynomial log fitting – somewhat improved correlation

What is more, the average distance overtime between the trend line and actual price is now better at 69% compared to 168% using the linear approach. A pat on the back!

 

The story does not end here – as progressive price cycles set in – one can now count four cycle peaks and 4 cycle troughs from 2010 to date – the ability of the 3rd order polynomial approach to curve fit disappears. By adding orders of degree to the trend equation, we may play catch up, but that really is too mechanical and ultimately unwieldy, even though the degree of fit did improve (variance reading improved from 69% to 62%), here is 5th order fitting:

Chart 3: BTC price trend on 5rd order polynomial log fitting – better fit still!

The advantage of another degree of freedom to capture turning points is illustrated above by the blue shaded area, where the trend now captures the 2022 downturn which was not identified by the 3rd order trend in Chart 2.

Stock to flow model also has issues

Another approach that is well known out there is called the ‘stock-to-flow’ model where the value of bitcoin in circulation over the supply thereof over any set period is used as the basis of curve fitting to its traded price, as shown here:

Chart 4: Stock-to-Flow modelSource: https://buybitcoinworldwide.com/stats/stock-to-flow/

The validity or otherwise of this approach is not of interest to our discussion here, but there have certainly been very large deviations from actual traded price, as is obvious from the chart above, and often such deviations are sudden and unrelated to market conditions, driven by the halving phenomenon built into bitcoin’s protocol.

As a result of this, we decided to pursue other avenues to better model the price of bitcoin.

Commodity or currency, it is a monetary phenomenon

As all traders / investors might have had a hunch on how crypto price actions increasingly correlate with the wider capital markets, they may also begin to expect overall monetary conditions would have an increasing impact on price action of cryptos, especially now this asset class is valued in the trillions instead of mere billion or million dollars a few years ago.

In other words, we should increasingly factor in availability of money as an input variable for any projections of bitcoin prices. The other key variables we deem important in this calculation include also:
a) the number of non-zero balance bitcoin addresses, this acts as a proxy for the level of adoption in the population at large, and would be useful in modelling the network effect of rising usage of the asset;

b) number of BTC in issue, which obviously is increasing, but at a ever diminishing rate. In a sense, this metric is a bit like the money supply element of fiat currencies, where more supply debases the value and resulting in higher prices.

As an overall comparison, we put the three factors on the same scale so as to visualise the comparative impact they may have had on the price of Bitcoin in the recent past:

Chart 5: BTC price in the context of demand (# of addresses), supply (# of BTC in issue), and fuel (Global M3)

Obviously, some factors will have stronger influence over Bitcoin price at different phases of the asset’s history, eg the number of addresses featured heavily in the 2010-2 period when the growth was highest, while in the longer run, it may well be money supply which will dictate future price changes, when for example the user and supply growth both taper off.

 

In compiling the monetary facet of the input variables, we picked only the top 5 economies as proxy, but obviously more countries might produce better results. We will for now stay at the more manageable level this stage in our adventure. Here is the composition of the top 5 countries by M3:

Chart 6: top 5 countries by M3 (U$bn)

Perhaps surprisingly for most, China now has a bigger M3 value than the USA, and by quite a large margin, followed predictably by the EU and Japan. UK and India (not included) are much smaller by some distance, as shown in the chart above. Together, the top 5 M3 economies account for 55% of global GDP – may be at some stage we would bump that figure to 67% to increase the accuracy?


The new Grand Unified Theory of BTC?

With the above foundations, we are now ready to put all the pieces together – with a regression model curve fitting, we have come up with a new trend line for BTC prices, as shown here:

Chart 7: BTC price as predicted by our improved factor inputs

But sadly the variances of trend compared to actual prices were still some way off, until we increased the weighting of the M3 element (after all, money printing drives all fiat devaluation no?), to finally reach the more satisfying outcome shown here:

Chart 8: BTC price as predicted by our “grand unified theory” model

So now we have reduced the variance measured from the first version’s 66% to now 55% – still large by traditional asset standards – but we have some further refinement ideas already, and if we make enough progress, will share in a separate missive…

The advantages of the new methodology are multiple: a) it is not purely statistically driven; b) the model inputs are relevant and quantifiable; c) input variables allow for significantly more real world twists and turns in the fitted line which the statistical method is incapable of producing. Perhaps at some stage, this new grand unified theory will be useful as an input in our investment models…

We are definitely not finished in this quest for perfect modelling of Bitcoin prices, and there is a lot more work to be done, we leave you with a mystery chart that seems to do away with the problem of decaying exponential growth:

Chart 9: another elegant way to present linear BTC price trend