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Red Days, Green Futures: Forward Performance After Market Stress

Market stress has a way of distilling sentiment into a single moment. For Bitcoin, that moment often shows up as the worst daily return of the year—an outsized red candle that captures fear, forced selling, and narrative collapse all at once. Historically, those moments have also marked inflection points.

Looking back to 2014, Bitcoin’s performance after its worst day of each year has, on average, skewed positive. While individual years vary—and some drawdowns extend longer than others—the data suggests that extreme single-day selloffs have more often been followed by recovery than prolonged decline.

What the data shows

Across cycles, Bitcoin’s forward performance following its worst day of the year has tended to improve with time horizon:

  • Short term (1 week / 1 month): Mixed and noisy. Volatility often persists, and immediate follow-through is not guaranteed.
  • Medium term (3–6 months): Returns skew meaningfully positive on average, with several years posting substantial rebounds.
  • One year forward: Historically positive more often than not, though outcomes depend heavily on cycle phase.

The takeaway isn’t that bottoms are instant or clean—but that panic-driven days have often represented asymmetric entry points rather than regime-ending events.

Cycle context matters

Not all years behave the same. Bitcoin’s four-year cycle continues to show relevance when interpreting post-stress performance:

  • Halving and post-halving years have produced the strongest forward returns after major down days. Liquidity expansion, narrative reset, and renewed risk appetite tend to follow.
  • Late-cycle years (the fourth year of the cycle) have been more mixed. Some have delivered flat or negative forward returns despite sharp selloffs, reflecting broader trend exhaustion rather than temporary dislocation.

This distinction is especially relevant for 2025, which falls into a historically favorable post-halving window—though, as always, macro conditions and liquidity ultimately drive outcomes.

Timing of stress events

One of the more consistent patterns in the data is when these worst days occur.

Historically, Bitcoin’s worst daily decline of the year has clustered in Q1, particularly March. Notably, none of the worst days since 2014 have occurred in Q4.

This seasonal skew suggests that early-year liquidity resets, macro repricing, and leverage flushes tend to concentrate risk into the first quarter—often clearing the path for more constructive conditions later in the year.

How this year compares

This year’s worst daily drawdown has already exceeded the magnitude of those seen in 2023 and 2024, placing it firmly in “capitulation-like” territory from a historical perspective.

For context, the most extreme single-day decline on record occurred during the March 2020 COVID-driven market collapse, when global liquidity evaporated across all asset classes. That event ultimately marked one of the most powerful multi-year recoveries in Bitcoin’s history—but only after significant volatility and uncertainty.

While no two episodes are identical, the comparison underscores an important point: severity alone has not historically dictated poor forward outcomes.

Interpreting red days

Large down days compress narratives. They force positioning adjustments, flush leverage, and often reset expectations faster than weeks of sideways trading ever could.

From a probabilistic standpoint, history suggests that:

  • Extreme single-day losses have more often preceded opportunity than prolonged damage
  • Forward returns improve with patience
  • Cycle and macro context remain critical filters

This does not imply certainty, timing precision, or immunity from further drawdowns. It does suggest that moments of maximum stress have historically offered better forward odds than sentiment at the time would indicate.

Bottom line

Bitcoin’s worst day of the year has rarely been the end of the story. More often, it’s been a chapter break.

As always, past performance is not predictive—but it can be instructive. In markets defined by reflexivity and emotion, history reminds us that red days have frequently laid the groundwork for green futures.

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Steven McClurg

Founder, CEO

Prior to founding Canary, Steven co-founded and served as CIO of Valkyrie Investments, whose public funds business was acquired by CoinShares in 2024. He was previously a Managing Director at Guggenheim Partners, overseeing portfolio strategy for fixed income and private equity. He also founded Theseus Capital (acquired by Galaxy Digital) and served as an MD at Galaxy. Steven holds a Master of Science and MBA from Pepperdine University, where he has served as an adjunct professor.

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Drew Hill

President, CLO

Drew is a seasoned digital asset attorney with deep expertise in securities law and fund compliance. Before Canary, he was GC and CCO at Valkyrie Investments and a key figure in Frost Brown Todd LLC’s Blockchain and M&A practice. He holds a BA in Finance & Spanish from the University of Oregon and a JD from Northwestern’s Pritzker School of Law.

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Jamal Pesaran

Co-Chief Investment Officer

Jamal Pesaran, CFA, is Co-Chief Investment Officer for Canary Capital LLC. With 30 years of investment experience, he has extensive portfolio management, trade execution as well as client-facing experience.

As Senior Portfolio Manager with Guggenheim Partners, Jamal helped build the Guggenheim Equities business and developed the income focused and risk-managed strategies with AUM of over $4 Billion. With Morgan Stanley, as Senior PM and CIO for an Ultra High Net worth team, he managed both Active equity, fixed income strategies as well as overall portfolio allocations across alternative assets. Prior to joining Canary Capital, as Head of Capital Markets for Clifton AI, he helped develop and market a Gen-AI platform for Investment Research. His experience includes extensive portfolio management experience as Senior Equity Options Portfolio Manager, across European, US and Asian markets with Goldman Sachs and UBS Securities. He worked in Equity Derivatives Hedge Fund Sales with Lehman Brothers in New York and HSBC in Hong Kong.

He holds an MBA from UCLA Anderson where he was awarded the Edward Carter Fellowship for academic performance in the top 2% of the class.

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Josh Olszewicz

VP, Head of Trading

With over a decade in digital asset markets, Josh leads Canary’s trading strategy and research. He previously headed crypto research at BraveNewCoin, was a portfolio manager at Techemy Capital, and served as Head of Research at Valkyrie Investments. Josh holds a BS in Human Biology and an MS in Biotechnology, and formerly taught lab sciences at the university level.

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Linnea Steffy

VP, Finance

Linnea leads finance at Canary Capital, overseeing FP&A, fund accounting, and mid-office operations across the firm’s hedge funds, private funds, and ETFs. A strategic finance expert with a decade of experience, she previously managed over $850M+ in operating budgets at Discovery Inc., where she partnered directly with executive and creative leadership on major US networks including HGTV, DIY, and GAC. Linnea began her career at KPMG and holds a BS in Business Administration from the University of Tennessee, Knoxville.

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Amber Reedy

Invetor Relations

Amber has over 15 years of experience driving growth through investor engagement, partnership strategy, and cross-sector business development. She’s known for building long-term relationships with institutional allocators and key stakeholders. Her strength lies in unlocking new revenue streams and delivering measurable outcomes across verticals.

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Redding Shelby

ETF Operations Lead

Redding leads ETF operations at Canary Capital, managing daily fund activities across trading, accounting, and finance responsibilities. He is a fund operations professional with over five years of experience in ETF administration and business management. His expertise spans transaction oversight, reconciliations, and compliance for ETFs with exposure to digital assets. At U.S. Bancorp, Redding was instrumental in launching '40 Act ETF products and supporting the administrative needs of a leading national service platform. He excels at identifying and implementing process improvements, and collaborating across business units to drive performance. He holds a Bachelor of Arts in Finance from Ouachita Baptist University.
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Alexis Busse

Executive Assistant

A graduate of the University of Wisconsin–Madison with a degree in Kinesiology and a certificate in Athletic Healthcare, Alexis serves as Executive Assistant and Office Manager. She brings management experience in hospitality and fitness to her role, supporting executive initiatives and overseeing daily operations to ensure organizational efficiency and seamless coordination across the company.

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Dylan Farnick

Associate Trader

With over a decade of experience in digital asset markets, Dylan brings a strategic approach to trading and research. He quickly honed his skills in navigating digital exchanges and futures trading, with research focused on post-mortem analysis. His expertise extends beyond trading to include UI/UX consulting, working on trading interfaces and documentation for various platforms including Kraken and Tradingview, as well as community management, where he provided direct product feedback as a liaison with the crypto trading community.

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Bronson Kaufusi

Business Development

A former NFL athlete turned business strategist, Bronson blends on-the-field experience with data-driven leadership. He brings expertise in consulting, real estate, blockchain, and data analytics, and has led initiatives supporting startups and athletic organizations alike. He serves as a board member at UVU, Head of Player Development at OG1 Athletes, and is active in nonprofit and entrepreneurial networks.

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