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Last Updated:

June 18, 2024

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8 min read

Crypto Derivatives 18th June 24

Yields implied by futures prices have declined over the past week, steepening term structures that have experienced several inversions in the past month. The reduction in leverage has been more pronounced for BTC compared to ETH, as ETH's perpetual swap funding rate remains active but below the levels observed at the end of May. Volatility expectations are trending slightly upward, in line with the increased market choppiness over the last week, and ETH volatility markets continue to command a premium. Reflecting their futures markets, ETH's skew indicates slightly more bullish positioning than BTC's, with both vol smiles moving closer to neutral for shorter-dated expiries.

Futures Implied Yield, 1-Month Tenor

ATM Implied Volatility, 1-Month Tenor

Futures

BTC Annualised Yields

Short tenor yields have fallen to their lowest levels in the last month as demand for leverage falls

ETH Annualised Yields

ETH yields have underperformed BTC’s during the latest period of poor spot performance and deleveraging in futures

Perpetual Swap Funding Rates

BTC Funding Rate

Funding rates echo the lackustre performance in futures yields, remaining pinned to 0% in either direction during the leak lower in spot price

ETH Funding Rate

Has traded at low levels for the month, but exhibits more activity than BTC’s perpetual swap markets

BTC Options

BTC SVI ATM Implied Volatility

Implied volatility has risen consistently over the last 3 days during a period of increased choppiness

BTC 25-Delta Risk Reversal

The choppy move lower in spot price is reflected in a turn towards OTM calls of the volatility smile that is strongest at shorter-dated options

ETH Options

ETH SVI ATM Implied Volatility

ETH’s volatility remains elevated above that of BTC’s across the term structures, albeit with the same steep shape that contrasts its brief inversion at the end of May

ETH 25-Delta Risk Reversal

ETH’s skew remains slightly more bullish across the term structure, reflecting slightly more bullish positioning

Volatility by Exchange

BTC, 1-Month Tenor, SVI Calibration

ETH, 1-Month Tenor, SVI Calibration

Put-Call Skew by Exchange

BTC, 1-Month Tenor, 25-Delta SVI Calibration

ETH, 1-Month Tenor, 25-Delta SVI Calibration

Market Composite Volatility Surface

Listed Expiry Volatility Smiles

Cross-Exchange Volatility Smiles

Constant Maturity Volatility Smiles

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Andrew Melville

Research Analyst

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Crypto Derivatives 2nd July 24

As spot prices trade at their lowest levels since early May, we see a stark divergence in the sentiment priced in by BTC and ETH options markets. ETH continues to trade with a 10-15 volatility premium across the term structure, and the most recent move lower in spot prices has seen BTC vol smile skew turned decidedly bearish at short tenors while ETH smiles skew neutral or towards calls at all tenors. While the fall in future-implied yields has recovered to last weeks levels, funding rates in the two majors have repeatedly charged short positions since the 9th June -- a phenomenon that we observe across perpetual-swap markets.

Crypto Derivatives 25th June 24

As spot prices trade at their lowest levels since early May, we see a stark divergence in the sentiment priced in by BTC and ETH options markets. ETH continues to trade with a 10-15 volatility premium across the term structure, and the most recent move lower in spot prices has seen BTC vol smile skew turned decidedly bearish at short tenors while ETH smiles skew neutral or towards calls at all tenors. While the fall in future-implied yields has recovered to last weeks levels, funding rates in the two majors have repeatedly charged short positions since the 9th June -- a phenomenon that we observe across perpetual-swap markets.

DeFi Analytics 19th June 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 18th June 24

Yields implied by futures prices have declined over the past week, steepening term structures that have experienced several inversions in the past month. The reduction in leverage has been more pronounced for BTC compared to ETH, as ETH's perpetual swap funding rate remains active but below the levels observed at the end of May. Volatility expectations are trending slightly upward, in line with the increased market choppiness over the last week, and ETH volatility markets continue to command a premium. Reflecting their futures markets, ETH's skew indicates slightly more bullish positioning than BTC's, with both vol smiles moving closer to neutral for shorter-dated expiries.

DeFi Analytics 12th June 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 11th June 24

With BTC failing once again to break range highs, implied vol at the front-end of the term structure for both majors has increased over the last week, whilst vol at the back-end has either drifted lower, or continues to trade sideways. This had led to a more compressed term structure. The vol smile skew for BTC has largely traded sideways, and still remains skewed towards OTM calls. However, ETH is skewed towards OTM puts at short-dated tenors as implied vol for OTM puts has risen approximately 8% over the last week. In addition, demand for leveraged long exposure has fallen as investors look to exercise caution following BTC’s inability to break range highs. Annualised yields have fallen across the term structure, and funding rates continue to trade close to zero.

Crypto Derivatives 4th June 24

With few macro and crypto-specific events on the immediate horizon, volatility has largely continued to trade sideways in both majors over the past week as spot prices trade near range highs of $68.9K and $3.8K. The vol smile skew for BTC and ETH at short-dated tenors has increased from previous neutral levels, as implied vol for OTM puts has fallen. Over the past month, demand for leveraged long exposure in both majors has increased as futures yields have risen consistently, indicating that investors are willing to pay a premium above spot price in order to gain exposure to the underlying asset. Over a shorter lookback period of a few days, yields at short-dated tenors have fallen in both majors, although the long term trend remains intact.

Crypto Senti-Meter: A Derivatives Sentiment Index

Block Scholes' Crypto Senti-Meter aggregates several measures metrics to measure the sentiment expressed by crypto-asset derivatives markets. Our index methodology leverages 4 years of advanced derivatives analytics, and is strongly correlated with movements in spot prices.

Crypto Derivatives 28th May 24

Volatility has fallen across the term structure in both majors over the past week as they continue to trade near range highs of $68.9K and $3.9K. Following the news of an upgrade in the probability of an Ethereum ETF, implied vol spiked at the front-end, inverting the term structure. This inversion has since corrected itself, with implied vol at the front-end falling. BTC’s vol smile skew has fallen to more neutral levels as implied vol for OTM calls falls, indicating reduced short-term bullish sentiment. However, ETH is heavily skewed towards calls due to implied vol for OTM puts falling, as investors reposition themselves due to the recent ETF news. Demand for leveraged long exposure, which is stronger in ETH, fell at the start of the week, as indicated by spot yields, before rising again at the front-end.

Ethereum’s New Gas Market Paradigm

In our report ahead of the Dencun upgrade in March, we forecast a swift migration of L2 transaction data to the new, dedicated blob space. We also expected the swift recovery in gas usage to the 15 million unit per block target, but at a much lower base fee due to the lower usage by L2s. While we were correct to predict a fall in the base fee burned, the impact on the net supply dynamics of ETH has been swifter than we expected. The new supply of ETH minted on the Beacon chain now outweighs the burned supply for the first time since the Merge, removing a potential tailwind that failed to support ETH against BTC during the last 18 months of under-performance.

Crypto Derivatives 21st May 24

Volatility has continued to gradually rise across the term structure, with ETH spiking at all tenors over the last day following an upgrade in the probability of an Ethereum spot ETF being approved. With implied volatility spiking particularly at the front-end, the term structure has become inverted. Implied volatility for ETH options now sits at levels not seen since April. The vol smile skew also recovered towards calls over the past week, but has since sold off at the front-end as investors rush to purchase OTM puts for downside protection as spot price reaches range highs of $71K and a $3.7K. Leverage in futures markets has increased, particularly at short-dated tenors which have risen beyond longer-dated tenors, indicating a demand for leveraged long exposure that is stronger for ETH.

DeFi Analytics 16th May 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 14th May 24

Volatility has gradually risen across the term structure as BTC trades near its range lows of $60K, but has still not deviated from its longer term downward trend. ETH continues to trade 5-7 vols higher than BTC. Despite a strong start to the month where skew recovered following the spot sell-off which saw investors purchase OTM puts for downside protection, the skew at short-dated tenors has traded with some uncertainty recently. ETH’s skew continues to trade lower than BTC’s, indicating more bearish positioning. Leverage - indicated by perpetual swap funding rates and futures-implied yields - has increased, particularly at short-dated tenors which have risen beyond longer-dated tenors, indicating demand for leveraged long exposure as both majors sit at precarious levels.

DeFi Analytics 8th May 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 7th May 24

Volatility has fallen following the recent spot sell-off, during which implied vol at short-dated tenors had spiked above longer-dated tenors and inverted the term structure. ETH continues to trade between 5-10 vols higher than BTC. In addition, the sell-off in spot saw a strong skew towards puts in both majors as investors became concerned with buying OTM puts for downside protection. This has since recovered - due to the selling of OTM puts - although ETH’s skew trades slightly lower than BTC at short-dated tenors, indicating more bearish positioning. Leverage as indicated by perpetual swap funding rates and futures-implied yields has increased slightly, but still remains far below the extremes observed in March.

DeFi Analytics 1st May 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 30th April 24

Leverage as indicated by perpetual swap funding rates and futures-implied yields remains much lower than the extremes we saw ahead of the flush-out at the end of March. Implied volatility levels have crashed lower for both tokens and across their term structures, led by a significant under-performance in shorter-dated tenors. Vol smiles remain intermittently skewed towards OTM puts at short tenors as the market appears to brace for further downside in the short term. ETH vols trade some 5 vols higher than BTC’s across the term structure, with both future-implied yields and vol smile skews indicating more bearish positioning than in BTCs markets, particularly in the short term.

DeFi Analytics 25th Apr 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 23rd April 24

Following a bounce in spot price at range lows, BTC and ETH currently trade at $66K and $3.2K respectively. Funding rates remain close to zero for both majors, and future-implied yields are near their lowest levels in more than a month as BTC trades in the middle of its sideways trending range. In the past week, volatility at short-dated tenor options has fallen, correcting the front-end of BTC and ETH’s previously inverted term structures. The fall in volatility was matched by a recovery in skew from OTM puts to more neutral levels at all tenors less than 3-months, indicating that investors are less concerned with buying OTM puts for downside protection.

DeFi Analytics 17th Apr 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 16th April 24

Funding rates and future-implied yields are near their lowest levels in more than a month after the weekend’s spot selloff took prices back to the bottom end of the sideways trending range. Volatility at short tenor options rallied, causing an inversion in both BTC and ETH’s term structures at the front end, without lifting volatility levels at longer-dated expiries. The rise in volatility was matched by a strong skew towards OTM puts of volatility smiles at all tenors less than 3-months, indicating a strong switch in sentiment towards a demand for downside protection.

DeFi Analytics 11th Apr 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 9th April 24

ETH lead another attempt by spot prices to cross above the year-long highs recorded in March. With it, we saw a return to high levels of leverage in derivatives markets: high yields implied by futures prices, high perpetual swap funding rates, and a rally in short dated at-the-money implied volatility that briefly inverted the term structure. However, the rally was shorter lived and smaller in size than that which took BTC prices to all-time highs. Furthermore, while volatility continues to trade flat across the term structure at its higher, 70-80% range, futures markets report a collapse in funding back to their longer-held trend.

DeFi Analytics 4th Apr 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 2nd April 24

After reaching locals highs of $71k and $3.7k earlier in the week, both BTC and ETH spot prices have fallen. This pullback has resulted in a slight decrease in demand for leveraged long exposure, reinforced by the increased skew towards puts in the smiles of both majors. However, excess demand for downside protection is less extreme when compared to earlier in the month where the 25-delta risk reversal skew for BTC and ETH reached lows of -9% and -17% respectively. Rather, the bearish turn in derivatives appears to be a repeat of the leverage flush out that we have seen several times during this rally. Implied volatility has risen for both majors, and particularly in short-dated tenors which has resulted in a flattening of the volatility term structure from its previously steep shape.

DeFi Analytics 27th Mar 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 26th March 24

After a pullback earlier in the week, both BTC and ETH have bounced to $70k and $3.7k respectively. Future-implied yields have risen, whilst implied volatility for both majors remains within a tight range. Perpetual swap funding rates remain positive, but low. The term structure for BTC and ETH - which was previously inverted - has corrected, with implied volatility at short-dated tenors falling below the volatility at long-dated tenors, suggesting reduced demand for long volatility exposure at shorter tenors. Furthermore, the 25-delta put/call skew has increased for both majors, indicating that traders are less worried about buying protective puts to hedge possible impending downside.

DeFi Analytics 20th Mar 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 19th March 24

We previously observed increased demand for downside protection, indicating that the market may be positioning itself against any potential retrace. Following a rally to all-time high levels, the market has pulled back. Short-dated tenors show a significant decrease in spot yields for BTC and ETH, signalling a shift in near-term market sentiment. Funding rates, although positive, have cooled from their monthly highs, indicating reduced demand for leveraged long exposure. Fluctuations in BTC and ETH's ATM vols suggest ongoing market uncertainty. Additionally, the 25-Delta Risk Reversal has shifted towards puts at short-dated tenors, indicating a bearish sentiment that is more pronounced in ETH than BTC.

Crypto Derivatives 12th March 24

Future-implied yields and perpetual swap funding rate showcase the high demand for leveraged long exposure enjoyed by traders during the rally in spot prices to all-time high levels. We also see a slightly inverted term structure of volatility, suggesting high demand for long volatility exposure at shorter tenors. However, the breakthrough of the psychological $70K and $4K barriers has brought with it an increased demand for downside protection in 3- to 6-month tenor puts (and more prominently for ETH), indicating that the market may be positioning itself against any potential retrace below the freshly printed recorded levels.

DeFi Analytics 6th Mar 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 5th Mar 24

Weekly crypto-derivatives market analytics, spanning futures, options, and perpetuals.

DeFi Analytics 28th Feb 24

This week's edition of our DeFi Analytics report.

October 2023 Crypto Volatility Review

October has brought implied volatility back into the mid-50s once again, as strong demand for participation in any further upwards moves sees the skew of both majors volatility miles move further towards calls. Despite the strong anticipation, however, realised volatility remains very close to historical lows. This leaves the volatility ratio of both BTC and ETH options at its highest since 2019, a spread that we believe cannot be attributed entirely to ETF speculation.

Crypto Derivatives 27th Feb 24

Weekly crypto-derivatives market analytics, spanning futures, options, and perpetuals.

DeFi Analytics 21st Feb 24

This week's edition of our DeFi Analytics report.

Crypto Derivatives 20th Feb 24

Weekly crypto-derivatives market analytics, spanning futures, options, and perpetuals.

Maximal Extractable Value

The Ethereum network's pivot to a new consensus mechanism in September 2022 caused a dramatic shakeup to the reward system available to blockbuilders. Maximal extractable value, previously merely a popular side project for Proof of Work miners, has now become the most attractive reward stream for validators, and understanding its nuances is key to a profitable validator operation.

Ethereum's Gas Mechanics

The Ethereum network boasts the biggest Decentralised Finance ecosystem of any blockchain, an ecosystem supported by a network of smart contracts that allow for composable blocks of code to be executed by validators in the form of onchain transactions. The computation required by a transaction is performed by the validators (analogous to Bitcoin's miners) who create new blocks on the chain and is paid for in ETH by the sender.

THE MERGE

In mid-September 2022, Ethereum’s blockchain completed its long-awaited merge into a Proof of Stake chain, deprecating the Proof of Work system that has found consensus for the network since its inception in 2015. The Merge marks the most significant event in crypto to date, as the community has never seen such a drastic change to such a high-profile chain, and with such unpredictable consequences. It represents the culmination of many years of research and testing by both the Ethereum foundation and its community and is just one step on a long roadmap of planned upgrades.

Crypto Derivatives 13th Feb 24

Weekly crypto-derivatives market analytics, spanning futures, options, and perpetuals.

Ethereum Staking Deep Dive: Understanding Consensus Layer Rewards

Ethereum has emerged as a prominent and transformative force in the world of blockchain and decentralised finance, revolutionising the concept of digital currencies and paving the way for countless innovative applications. With its robust infrastructure and vibrant ecosystem, Ethereum continues to captivate the imagination of developers, entrepreneurs, and investors alike with an evolving ecosystem. As part of that evolution, the Ethereum Foundation has released a roadmap of planned upgrades, intended to enhance the network’s scalability, security, and sustainability. The transition from a Proof-of-Work (PoW) consensus mechanism to a Proof-of-Stake (PoS) model in the Merge was the first (and maybe most ambitious!) of these upgrades. Completed in mid-September 2022, the shift required a stunning feat of blockchain and community engineering to put an end to Ether mining and instead derive the blockchain’s security and reliability from staking. After over two and a half years since the genesis block of the Beacon Chain, and ten successful months of PoS-powered blocks post the Merge, Ether staking has grown from infancy to an established & maturing practice.

Ethereum Staking Deep Dive: Analysing Execution Layer Rewards & MEV

In this second part of our examination of Ethereum staking rewards we will perform a deep-dive analysis of execution layer rewards, describe and assess the contribution of Maximal Extractable Value (MEV) to a staker’s income, and review the drivers of MEV and its link to price volatility. We hope that you enjoy the full report, from which several key findings are outlined below.