Quant Trading

Gate Research: From August 5 to August 18, 2025, the cryptocurrency market as a whole maintained a high-level consolidation pattern, with major coins showing relatively strong technical structures. Supported by ETF net inflows, ETH outperformed BTC in price action. Both the long-short ratio and funding rates declined in tandem, reflecting a weakening willingness to chase long positions and a more cautious market sentiment, with short-term movements leaning toward structural consolidation. While open interest and funding rates remained elevated, they did not reach overheated levels, suggesting that leverage structures were still healthy. Liquidation activity was moderate, helping to cleanse market sentiment and build momentum for subsequent moves. On the quantitative strategy side, the moving average breakout strategy generated over 285% returns in SUI, demonstrating strong potential for short-term trading.

Gate Research: This report explores the classic Turtle Trading system and its applicability in the cryptocurrency market, with a focus on analyzing the design principles and empirical performance of the improved AdTurtle Turtle Trading system. By systematically backtesting historical GT/USDT data, it evaluates the performance of both the traditional and improved strategies in highly volatile markets, and summarizes their advantages, disadvantages, and directions for optimization.

Gate Research: From July 15 to July 28, 2025, the overall crypto market maintained a moderately bullish trend. BTC traded sideways at high levels with a stable structure, while ETH steadily climbed toward 4,000 USDT, showing relatively stronger short-term performance. In terms of volatility, BTC remained stable while ETH volatility increased, reflecting rising market divergence. Long-short ratios and funding rates declined to a more neutral-to-cautious zone, with open interest staying elevated. Leverage growth was more notable on ETH. Liquidation activity remained relatively rational, with long liquidations peaking at $630 million on July 23, indicating a high-level flush that helped release upward momentum. On the quantitative strategy side, a MACD trend-following strategy achieved over 150% returns trading SUI, demonstrating strong short-term trading potential.

Gate Research Report: From July 8 to 21, 2025, the crypto market experienced a notable upswing, driven by a combination of favorable policy developments and strong technical momentum. The game-focused public chain CROSS led the rally with a remarkable 476% gain, while GAL, SUSHI, and other tokens saw significant volume-driven price increases, attracting short-term capital inflows. Large-cap assets like ETC remained stable, serving as liquidity anchors. The market overall maintained a pattern of “theme-based rotation and mid-to-large cap resilience,” with volume surges continuing to be a key indicator of sentiment. Meanwhile, airdrop campaigns from projects such as Orochi, Gradient, OneFootball, and Fleek have recently gone live. This article outlines participation methods to help users capture potential upside and rebound-related opportunities.

Gate Research: From July 1 to July 14, 2025, the crypto market maintained a moderately bullish trend. BTC continued to break through resistance and hit new highs, supported by a solid market structure and active inflows from major players. In contrast, ETH traded sideways with weaker momentum. Long-short ratios and open interest suggest a neutral-to-bullish sentiment for BTC, while ETH remained in a wait-and-see mode. Funding rates hovered near the neutral axis, reflecting overall cautious market sentiment. Liquidation patterns were orderly, with short squeezes providing upward momentum for BTC. On the policy front, continued positive developments injected liquidity and confidence into the market. In terms of quantitative strategies, the “ATR Volatility Channel Strategy” delivered over 200% returns in XRP trading, demonstrating strong short-term trading potential.

Gate Research Institute Report: From June 24 to July 7, 2025, the cryptocurrency market remains in high-level fluctuations, with funds accelerating rotation towards small and medium market capitalization tokens. Projects like BONK and REKT are experiencing a resonance of volume and price, leading to a short-term surge in activity; some assets with increased volume but stagnant prices reflect market divergence. The structural market trend continues, with abnormal trading volume remaining a key signal. Recently, projects such as Altius, Camp Network, ChainOpera, and Sapien have successively opened airdrop tasks. This article will summarize the participation methods to help users seize the rebound period's dividends and layout opportunities.

This report outlines the current mechanisms for stock tokenization in the market and presents three viable arbitrage strategies for professional investors. It also explores potential opportunities for retail investors amid the tokenization wave. Finally, it examines the trading and systemic risks involved in stock tokenization investments, emphasizing the importance of proper position sizing and risk management.

Gate Research: Between June 10 and June 23, 2025, BTC fluctuated steadily within the 100,000 to 110,000 USDT range, with the long-short ratio hovering between 0.9 and 1.1, indicating an unclear overall trend. In contrast, ETH experienced a deeper pullback, showing weaker momentum and subdued market sentiment. BTC futures open interest dropped to a one-month low, suggesting that long-positioned leverage traders actively reduced exposure due to a lack of fresh capital inflows. ETH open interest also declined, with trading activity weakening and short-term market enthusiasm fading significantly. While geopolitical tensions have heightened risk-off sentiment, the market structure has yet to improve. Long liquidations have consistently exceeded short ones, implying that despite strong buying impulses, there is insufficient trend support. A quantitative analysis focusing on the “RSI Trend Reversal Strategy” demonstrated promising short-term trading potential, achieving over 210% cumulative r

Gate Research Report: From June 3 to June 16, 2025, the crypto market remained in a high-level consolidation phase. While a broad recovery has yet to materialize, small- and mid-cap tokens showed strong performance driven by specific narratives and sectoral themes. Among the top 500 tokens by market cap, the average gain reached 16.65%, with projects like AURA and CONSCIOUS recording over 100-fold increases in trading volume—AURA alone surged by an astounding 18,800%. Against this backdrop, projects such as OpenSea, Treehouse, Recall, and Sophon have launched airdrop campaigns. This article provides a brief overview of how to participate in these opportunities, helping users capture potential rewards and position themselves strategically during this rebound period.

Gate Research: Between May 27 and June 9, 2025, BTC traded within a narrow range of 100,000 to 110,000 USDT, exhibiting relatively mild volatility. In contrast, ETH struggled to break higher and showed choppy price action, reflecting cautious investor sentiment. BTC’s open interest saw a slight decline, while ETH’s remained elevated, indicating a divergence in capital allocation. BTC’s funding rates fluctuated sharply, suggesting increased short-term market disagreement. On June 5, a public clash between Elon Musk and Donald Trump triggered a wave of panic, sending both Tesla and Bitcoin prices lower, with total liquidations across the crypto market nearing $1 billion. On the quantitative front, the XRP trend breakout stategy delivered an annualized return exceeding 240%, demonstrating strong and consistent performance.

Gate Research: Between May 13 and May 26, 2025, BTC broke above 110,000 USDT to reach a new all-time high and maintained an upward trend, while ETH entered a consolidation phase. Open interest in both BTC and ETH increased, indicating continued capital inflows; however, the LSR did not strengthen, suggesting market sentiment remained cautious. ETH funding rates showed greater volatility than BTC, with signs of localized short-side pressure in the near term. Overall liquidations in the derivatives market were dominated by long positions, reflecting strong buying interest during the high-level consolidation. The quantitative analysis applied a "Bollinger Band Reversal Strategy", which delivered an annualized return exceeding 66% on ETH under the optimal parameter set.

Gate Research Report: Market Performance & Airdrop Opportunities from May 5 to May 19, 2025. During this period, the crypto market saw a notable rebound, with total market capitalization rising over 14% and Bitcoin gaining more than 11%. Narrative-driven mid and small-cap tokens performed particularly well, led by LAUNCHCOIN, which surged over 5,500%. Against this backdrop, projects such as Kadena, Camp Network, Avalon, and Coinshift launched airdrop campaigns. This report provides a brief overview of participation methods to help users capture airdrop rewards and identify strategic opportunities during the market recovery.