【data driven crypto strategy backtesting platform for dca automation】
发布时间：2026-04-04 06:15:23 来源：Pulse Studio Center 作者：Portfolio Management
-
Bitcoin’s reputation has historically been built on data driven crypto strategy backtesting platform for dca automationextreme boom-and-bust cycles, with steep drawdowns of up to 90% following all-time highs.\n\nThis cycle, however, the decline has been closer to 50%, a shift that analysts said reflects the maturation of BTC as an asset class.\n\n“Bitcoin’s drawdowns compressing to about 50% is a sign of a maturing market structure,” AdLunam co-founder and market analyst Jason Fernandes told CoinDesk.\n\n“As liquidity deepens and institutional participation increases, volatility naturally compresses on both the upside and the downside,” he added, saying that “at that point, the narrative shifts from questioning its legitimacy to optimizing allocation.”\n\nFernandes' comments are in response to an X post Tuesday by Fidelity Digital Assets , in which analyst Zack Wainwright noted growth is becoming “less impulsive,” with a reduced probability of extreme downside events as bitcoin matures.\n\nWainwright pointed out that the current drawdown from the Oct. 6 all-time-high of just over $126,200 is much less significant than previous pullbacks.\n\n“Each cycle has been less dramatic to the upside than the previous and downside risk has also been less dramatic,” he said.\n\nFernandes and Wainwright, of course, were referring to previous "bust" periods, most notably following the peaks of 2013 and 2017.\n\nAfter reaching a high of approximately $1,163 in late 2013, bitcoin entered a prolonged "crypto winter" that saw its price plummet to around $152 by January 2015, representing a drawdown of roughly 87%. A similar pattern was seen after the 2017 bull run, when it reached $20,000 in December before plummeting roughly 84% to $3,122 over the following 12 months.\n\nNot all analysts agree that deeper drawdowns are off the table.\n\nBloomberg Intelligence’s Mike McGlone told CoinDesk that he believes bitcoin could still see a “normal reversion” toward $10,000, arguing that “the crypto bubble is over” and that any downturn could coincide with broader declines across equities, commodities and other risk assets.\n\nHowever, Fernandes, who has previously dissented with McGlone’s $10,000 forecast, said that scale itself is part of the story. As bitcoin grows into a larger asset class, the likelihood of 90% collapses diminishes simply because the capital required to drive such moves is too great. That effect is reinforced by institutional integration, from ETFs to pension exposure, which makes large-scale unwinds structurally harder.\n\nThe shift is already showing up in portfolio construction.\n\n“The portfolio data is really what shifts institutional behavior,” Fernandes said. “If a small 1% to 3% allocation can materially improve returns and Sharpe ratios without significantly increasing drawdowns, then bitcoin starts to function less like a standalone bet and more like an efficiency enhancer within a diversified portfolio.”\n\nThat framing changes the risk calculus. “The risk isn’t about owning bitcoin anymore,” Fernandes stated. “It’s the opportunity cost of having no exposure at all.”\n\nRecent Fidelity research supports that transition. In a 10-year comparison across major asset classes, bitcoin delivered roughly 20,000% returns, significantly outperforming equities, gold, and bonds, while also leading on risk-adjusted measures despite its volatility.\n\n“Bitcoin remains a relatively young asset, yet it has quickly matured into a major asset class and has been the top-performing asset in 11 out of the past 15 years,” the report noted.\n\nAt the same time, the tradeoff is becoming clearer.\n\n“There’s a tradeoff here that’s worth articulating,” Fernandes said. “As bitcoin matures and volatility compresses, you should also expect returns to normalize. The asymmetric upside of the early cycles came with extreme drawdowns, but as those drawdowns shrink, the asset increasingly behaves like a macro allocation rather than a venture-style bet.”\n\nThat brings it back to the drawdowns.\n\nIf bitcoin is no longer falling 80%, and portfolios can benefit from small allocations without materially increasing risk, then the asset is evolving into something more investible and usable, Fernandes said, concluding that for institutions, that may be the real inflection point.\n\nCORRECTION (April 2, 09:46 UTC): Correct to note X post was by Fidelity Assets.
- 上一篇：Bitcoin, ether, solana slide further as Trump threatens to hit Iran 'extremely hard'
- 下一篇：The Protocol: Quantum computing could break Bitcoin sooner, says Google
- Smart money is hedging bitcoin more aggressively than ether :Crypto Daybook Americas
- Jamie Dimon signals JPMorgan entry into prediction markets as competition surges
- Grayscale’s research head says tokenization will happen in waves and explains how to play it
- Bitcoin traders keep chasing Trump’s Iran noise. The real signals are elsewhere.
相关文章
- The Protocol: Quantum computing could break Bitcoin sooner, says Google
- How Signal Execution improves daily trading workflows 527
- Key benefits of Execution Speed for modern traders 358
- How Mobile Trading App improves daily trading workflows 139
- Cango raises capital as it faces NYSE delisting risk with shares below $1
- Beginner guide to Webhook Trading 440
- What traders should know about Strategy Backtesting 562
- How to evaluate a platform for Order Management 477
- The bitcoin treasury boom is unwinding as some companies and governments sell holdings
- How to evaluate a platform for Trading Dashboard 248
- Bitcoin, ether, solana slide further as Trump threatens to hit Iran 'extremely hard'
- Advanced insights into Execution Speed
- Key benefits of Trade Automation for modern traders 95
- Why Market Analysis matters in volatile markets 793
- The bitcoin treasury boom is unwinding as some companies and governments sell holdings
- Why more users are adopting Order Management 617
- Why more users are adopting Webhook Trading 640
- How Market Analysis improves daily trading workflows 493
- Crypto Long & Short: Governance is the real Layer 1
- What makes a strong solution for Multi Exchange Trading 546
随便看看
Bitcoin’s crashes are shrinking, and Wall Street is starting to notice
CoinDesk 20 performance update: Bitcoin (BTC) trades flat while altcoins rise
Crypto market structure bill release pushed back as industries view revised stablecoin yield compromise this week
Crypto consolidates as volatility cools and futures markets tilt bearish
- Copyright © 2026 Powered by 【data driven crypto strategy backtesting platform for dca automation】,Pulse Studio Center sitemap