Full Disclaimer
Not Investment Advice
The content on this website, including but not limited to signal readings, alert levels, action recommendations, backtest analyses, and framework documentation, is provided for educational and informational purposes only. Nothing on this website constitutes investment advice, financial advice, trading advice, or any other form of professional advice.
The alert levels and associated action recommendations (such as "trim positions" or "reduce exposure") are theoretical illustrations of how one might conceptually respond to different risk environments. They are not personalized recommendations for any individual, and they should not be interpreted as instructions to buy, sell, or hold any security.
No Guarantee of Accuracy
While reasonable efforts are made to ensure the accuracy and timeliness of the information presented, no guarantee is made that any information on this website is accurate, complete, current, or reliable. Data sources include third-party providers (Yahoo Finance, FRED, FINRA) whose data may contain errors, delays, or omissions. Manual inputs are subject to human judgment and assessment bias.
The signal readings and alert levels represent the output of a rule-based analytical framework applied to available data. They do not represent objective truth about market conditions or future market direction.
Past Performance
Past performance, including all backtested results presented on this website, is not indicative of future results. The backtests presented cover only three historical events (2000, 2008, 2022), which is statistically insufficient for any meaningful predictive confidence. The framework was designed after studying these events, introducing inherent hindsight bias. Backtest results should be treated as directional illustrations, not evidence of system reliability.
No Professional Credentials
The creator of this website is not a licensed financial advisor, registered investment advisor, broker-dealer, or fiduciary. The creator holds no professional financial certifications and does not operate under any regulatory framework that governs the provision of financial advice.
Risk of Loss
All investment decisions carry the risk of loss, including the potential for total loss of invested capital. Markets are inherently unpredictable, and no analytical framework can eliminate investment risk. The system described on this website may produce false signals — both false positives (alerting when no bubble exists) and false negatives (failing to alert when a bubble is deflating through an unmonitored channel).
System Limitations
The Bubble Trouble framework has known and acknowledged limitations:
- It monitors only six specific signals and may miss risks that manifest through unmonitored channels.
- Private credit data (Signal 2) relies on publicly available information about inherently opaque markets.
- Margin debt data (Signal 6) has an approximately 6-week reporting lag.
- The framework is designed for one specific scenario (AI infrastructure bubble) and is not a general-purpose market risk tool.
- Peak detection signals are confirmatory, not predictive — they detect that a decline has begun, not that one will begin.
- The persistence requirements may delay escalation during rapid deterioration.
- Manual inputs introduce human judgment bias.
Consult a Professional
Before making any investment decision, you should consult with a qualified, licensed financial advisor who is familiar with your specific financial situation, investment objectives, and risk tolerance. Do not make investment decisions based solely on the content of this website.
No Liability
To the fullest extent permitted by applicable law, the creator of this website assumes no liability for any investment decisions made based on the information provided herein. Users of this website assume all responsibility for their own financial decisions and actions.
Independent Verification
Users are encouraged to independently verify all data, signal readings, and analytical conclusions presented on this website. The framework represents one analytical perspective among many possible approaches to assessing market conditions.
Not a Solicitation
Nothing on this website constitutes a solicitation to buy or sell any financial instrument. The mention of specific securities, ETFs, or financial instruments (such as SOXX, SPY, or individual stocks) is for analytical illustration only and does not constitute a recommendation to trade those instruments.
By using this website, you acknowledge that you have read and understood this disclaimer and agree that the content is for educational purposes only.