[Gauntlet] - Borrowing Rates Recommendations (08/02/2024) and Jupiter Competitiveness with Binance

Jupiter Borrowing Rates Recommendations

Market Current (bps/hr) Recommended (bps/hr)
SOL .01% .01%
ETH .01% .008%
BTC .01% .008%
USDC .01% .008%
USDT .01% .008%

Recommendations Summary

Based on the current market dynamics and asset performance, we recommend the following adjustments to Jupiter’s borrowing rates:

  • SOL: Maintain the current rate of 0.01% per hour
  • ETH: Decrease from 0.01% to 0.008% per hour
  • BTC: Decrease from 0.01% to 0.008% per hour
  • USDC: Decrease from 0.01% to 0.008% per hour
  • USDT: Decrease from 0.01% to 0.008% per hour

Detailed Analysis and Rationale

Methodology Overview

Gauntlet utilizes asset volatility measures, realized utilization, and a target utilization level of 80% to derive recommendations.

Capped Based Implementation

Gauntlet’s methodology for deriving borrowing rate parameters can result in large recommended changes. To ensure parameter changes do not create unintended side-effects, we cap all changes by 20% between parameter recommendations. Gauntlet plans to re-assess conditions weekly and continue processing reductions if the market sees fit.

Asset-Specific Analysis

Solana: Unlike its counterparts, SOL has shown increased volatility over the past two weeks, coupled with a notable uptick in utilization. The asset’s utilization has reached approximately 60% by the end of the observed period, signaling growing demand. Furthermore, SOL exhibits a strong positive correlation (0.81) between trading volume and 24-hour rolling volatility. This relationship suggests that periods of high volatility correspond to increased utilization, potentially indicating higher risk exposure for lenders. Given these factors, we recommend maintaining the current borrowing rate for SOL at 0.01% per hour. This conservative approach aims to adequately compensate JLP holders for the increased risk profile while monitoring the asset’s behavior in the coming weeks.

Solana (SOL):

  • Recommended hourly borrowing rate: 0.01%
  • Recommended borrowing rate APR (cap): 86.7%
  • Recommended borrowing rate APR: 86.7%
  • SOL Volatility: 72.22%
  • SOL Utilization: 76.83%
  • Borrowing rate APR at target utilization: 70.08%

Ethereum (ETH) and Bitcoin (BTC): Both Ethereum and Bitcoin have shown similar patterns in terms of utilization and volatility. The 7-day average utilization for both assets has remained below 50% in July, indicating a decrease in borrowing demand. Volatility for both assets has been on a declining trend since mid-May, with July showing relatively stable patterns with only minor fluctuations. Currently, ETH’s 7-day volatility sits around 40%, with 30-day and 60-day metrics slightly higher at 50-55%. BTC shows slightly lower volatility, with 7-day figures around 35-40% and longer-term metrics at 45-50%. Given the decreased utilization and stabilizing volatility, we recommend reducing the borrowing rates for both ETH and BTC from 0.01% to 0.008% per hour. This adjustment aims to make borrowing more attractive while still providing fair compensation for lenders given the reduced risk profile.

Ethereum (ETH):

  • Recommended hourly borrowing rate: 0.008%
  • Recommended borrowing rate APR (cap): 70.08%
  • Recommended borrowing rate APR: 18.27%
  • ETH volatility: 39.84%
  • ETH Utilization: 36.69%
  • Borrowing rate APR at target utilization: 56.06%

Bitcoin (BTC):

  • Recommended hourly borrowing rate: 0.008%
  • Recommended borrowing rate APR (cap): 70.08%
  • Recommended borrowing rate APR: 26.97%
  • BTC volatility: 38.16%
  • BTC Utilization: 56.54%
  • Borrowing rate APR at target utilization: 56.06%

Stablecoins (USDC and USDT): The stablecoins USDC and USDT have consistently shown low and stable utilization throughout the observed period. This pattern suggests a lower risk profile compared to the more volatile cryptocurrencies. To align with the recommendations for ETH and BTC, and to reflect the consistently low utilization, we propose decreasing the borrowing rates for both USDC and USDT from 0.01% to 0.008% per hour. This adjustment should enhance the attractiveness of these assets for borrowers while maintaining appropriate risk-adjusted returns for lenders.

USDC:

  • Recommended hourly borrowing rate: 0.008%
  • Recommended borrowing rate APR (cap): 70.08%
  • Recommended borrowing rate APR: 11.42%
  • Current Risky Asset Index volatility: 59.34%
  • USDC Utilization: 15.39%

USDT:

  • Recommended hourly borrowing rate: 0.008%
  • Recommended borrowing rate APR (cap): 70.08%
  • Recommended borrowing rate APR: 12.08%
  • Current Risky Asset Index: 59.34%
  • USDT Utilization: 16.29%

Market Dynamics and Competitive Analysis

Jupiter has emerged as a strong competitor to established platforms like Binance in the perpetual trading market. Contrary to common perception, Jupiter offers highly competitive fees, especially for large-scale trades. Our analysis of trading fees reveals that Jupiter becomes increasingly cost-effective as SOL trade sizes grow:

  • For a $70,000 trade, Jupiter’s fee (0.07%) is only marginally higher than Binance’s (0.06%).
  • At the $420,000 level, both platforms offer equal fees of 0.10%.
  • For $1 million trades, Jupiter becomes more economical at 0.14% compared to Binance’s 0.15%.
  • The advantage becomes even more pronounced for $2.5 million trades, where Jupiter’s total fee of 0.26% significantly undercuts Binance’s 0.30%.

Furthermore, a heatmap analysis of all-in costs over various holding periods in June and July highlights that Jupiter allows large traders to both trade and maintain exposure more cost-effectively than Binance, particularly in the short term. This competitive edge in fee structure positions Jupiter favorably in attracting and retaining high-volume traders.

Based on data from June 1, 2024, and historical funding rates on Binance and Ut rates on Jupiter, we observed the following for $2.5m SOL orders: The breakeven time for Binance fees to be cheaper than Jupiter’s, considering all costs (trading fees & borrowing rates), averaged 9.3 hours, with a range of 6 to 16 hours. This means that after 9.3 hours on average, trading on Jupiter becomes more expensive than on Binance for a $2.5m order.

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At the same time, Jupiter is even more competitive with Binance based on the current Ut levels. The 24-hour holding periods on $2.5m SOL trades are at par with the leading CEX.

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Disclaimer: Please note that this comparison did not include Binance trading discounts for VIP tiers.

Supporting Data

7D Average Utilization of JLP assets:

Current Utilization of JLP assets:

Solana Utilization:

Volatility of SOL Returns:

Volatility of SOL Utilization:

Strong positive correlation (0.81) between SOL trading volume and 24-hour rolling volatility:

High volatility periods correspond to increased utilization:

ETH Utilization:

Volatility of ETH Returns:

ETH Utilization Volatility:

BTC Utilization:

Volatility of BTC Returns:

BTC Utilization Volatility:

USDT Utilization:

USDC Utilization:

Conclusion

The proposed fee adjustments strike a balance between risk management and competitive positioning. By reducing fees for most assets while maintaining a cautious approach with SOL, Jupiter can enhance its appeal across various trader profiles while ensuring appropriate risk compensation for JLP holders.

5 Likes

No consideration of simply lower volumes in summer? I wouldnt touch whats not broken, this week JLP is going for highest fees ever. Also I dont understand the competition with Binance, the customer base is not the same. Jupiter provides permisionless perpetuals to everybody, everywhere. And JLP holders are trading against these costumers. That has an extra cost.

4 Likes

How much weight so these results have if the dataset is so a small time period (less than 6 months)?

I guess the explanation would be to update results every quarter with rate change recommendations. Short term recommendations and constant utilization changes for a few quarters before being able to evaluate how effective the param changes really are

2 Likes

Hey @fanatik0, good observation regarding August/summer. It can definitely affect trading volume, but to be more precise, it’s a function of the price volatility of SOL, which we’ve proven multiple times in our research.

You need the comparisons between CEXs and DEXs / different venues since we’re striving to bring all of the trading on-chain and be competitive. If DEXs can be more efficient than CEXs, then Jupiter will get more liquidity from Binance traders and grow as a business.

3 Likes

Hey @0xEvan,

In an ideal world, we would implement dual slope borrow fees. However, while we’re waiting for the team to execute this change on the contract level, we need to propose some short-term actions that will make Jupiter more competitive to trade and increase trading volume. AUM/Trading Volume changes pretty fast, so 6 months might be a long lookback period with constantly changing volatility.

3 Likes

I’m psyched to see someone lay it all out like this! But even after reading it, I’m still intimidated by perpetuals lol. But to hear about Jupiter outperforming certain aspects of a big blockchain like binance, makes me feel secure about my investments and the community!

3 Likes

Jupiter Borrowing Rates Recommendations - JLP Holders perspective

The markets of risky assets, particularly ETH and BTC, are currently experiencing inefficient liquidity utilization. Trading volumes are concentrated in lower utilization (Ut) buckets, often below 50%. For ETH, the highest trading volume occurs in the 50-55% Ut bucket, but there’s significant activity in the 10-30% range. BTC shows even lower utilization, with peak volume in the 20-30% bucket and a wide spread across other levels.

Since June, SOL trading has been happening in different Utilization buckets, and on most days, Ut was below 50%:

BTC Buckets:

  • Peak trading volume in the 20-30% Ut bucket
  • Wide spread of activity across various utilization levels
  • High volumes in both low (20-30%) and high (80-100%) buckets
  • Most consistent trading in the 45-55% range

ETH Buckets:

  • Highest trading volume occurs in the 50-55% Ut bucket
  • Significant activity in lower buckets, especially 10-30% range
  • Most frequent trading (25 days) in the 20-30% range
  • Limited activity above 65% utilization

This concentration in low Ut buckets is well below Gauntlet’s target of 80% utilization. Despite this inefficiency, the Jupiter Liquidity Pool (JLP) is performing remarkably well, with Sharpe ratios significantly higher than the market benchmark of 1.

To address these inefficiencies, Gauntlet has proposed new borrowing rates based on asset volatility. SOL, with the highest volatility at 72.22%, has a recommended borrowing rate of 86.7%. ETH and BTC, despite their different Ut patterns, both have a recommended rate of 70.08%. These higher rates aim to incentivize more efficient capital use and push utilization closer to the 80% target.

Gauntlet’s approach includes a 20% cap on parameter changes and weekly reassessments, allowing for gradual market adjustment. This strategy should help shift trading towards higher Ut buckets, optimizing liquidity utilization while minimizing potential market shocks.

In essence, while the JLP is currently outperforming expectations, the concentration of trading in low Ut buckets indicates significant room for improvement in liquidity efficiency. The proposed changes aim to redistribute trading activity across higher utilization levels, potentially altering the risk-return profile of the JLP.

JLP outperforms the index in risk-adjusted returns across both 30-day and 120-day periods. While 30-day performance shows higher volatility, 120-day trends are more stable. Recent data hints at market recovery, with JLP likely to benefit more. JLP’s consistent outperformance signals the efficiency of the price impact recs and protection against traders’ edge. JLP 180d Sharpe has been around 3 while 90d and 120d have been over 2, significantly higher than the Sharpe of index weights.

1 Like