Educational Articles
In-depth explorations of systematic investing, ETF mechanics, risk management, and the technology behind modern portfolio construction.
15 articles
What Is Signal Processing in Investing?
Signal processing technology from telecom and defense applies directly to financial markets. Learn how systematic filters separate meaningful market signals from overwhelming noise, and why this matters for portfolio management.
Equal Weight vs. Cap Weight: What Advisors Need to Know
Cap-weighted indices have a concentration problem: seven stocks represent roughly 30% of the broad U.S. index. Here is what advisors need to know about equal weight as an alternative, including when it works, when it struggles, and how it fits into portfolio construction.
Why Your Low Volatility ETF Might Not Be Low Volatility
Most low volatility ETFs simply hold calmer stocks while staying fully invested. In real crashes like 2020, they captured over 90% of the downside. Here is the difference between low-beta stock selection and adaptive risk management, and why it matters.
Cash Is a Position: The Case for Adaptive Risk Management
The financial industry treats cash like a four-letter word, but the math of drawdown recovery tells a different story. Losing 50% requires a 100% gain to break even. Here is why adaptive risk management and strategic cash positions can transform long-term outcomes.
How to Evaluate an Active ETF Beyond the Expense Ratio
The expense ratio gets all the attention when evaluating active ETFs, but it is far from the most important factor. Process, risk management, track record integrity, and structural alignment all matter more. Here is the due diligence framework advisors should actually use.
THOR Equal Weight Low Volatility vs. Invesco S&P 500 Low Volatility: What Advisors Should Know
Traditional low volatility ETFs screen for low-beta stocks but stay fully invested through crashes. An equal-weight approach with cash capability takes a fundamentally different path to downside mitigation.
Index Rotation vs. Buying the S&P 500: Why Advisors Are Rethinking the Default
The S&P 500 has been the default allocation for decades. But an index rotation strategy that moves between major indices and can step aside entirely asks whether the default is still the best answer.
Sequence of Returns Risk: The Retirement Killer Nobody Warns About
Two portfolios with identical average returns can produce wildly different outcomes depending on when the losses happen. For retirees taking distributions, a bad sequence in the first few years can be unrecoverable.
The Behavioral Biases Destroying Your Clients' Returns (And Yours)
Dalbar data shows the average investor underperforms their own funds by 3-4% annually. Advisors are supposed to fix this but many of the same biases affect professional decision-making too.
Systematic vs. Discretionary Investing: Why the Machine Wins
Discretionary managers have freedom. Systematic managers have discipline. Over long periods, discipline wins not because machines are smarter but because they are more consistent.
Is There an ETF That Goes to Cash? Understanding Automatic Cash Rotation
When markets turn, most defensive ETFs stay fully invested. They rotate into lower-beta stocks, but they never leave the market entirely. Signal-based cash rotation takes a fundamentally different approach, moving to 100% cash or money market instruments when conditions warrant.
Best Low Volatility ETFs in 2026: A Comparison for Advisors
Not all low-volatility ETFs are built the same. Cap-weighted, factor-screened, and equal-weight sector rotation approaches each handle risk differently. Understanding these structural differences is essential for advisors building client portfolios.
Equal-Weight Low Volatility vs. Minimum Volatility ETFs: Two Philosophies Compared
Equal-weight sector rotation and minimum volatility factor investing both target lower portfolio volatility, but they get there through fundamentally different methods. Understanding those differences helps advisors match the right approach to the right client need.
Risk-Managed ETFs in Advisor Portfolio Construction: A Practical Guide
Risk-managed ETFs give advisors a systematic approach to downside mitigation that does not depend on human judgment during market stress. Here is how they fit into portfolio construction and client conversations.
What Happens When Markets Crash? How ETFs Behave During Major Downturns
Markets crash roughly once a decade. How your ETF strategy handles those events defines long-term outcomes. A historical look at 2008, 2020, and 2022 reveals which approaches held up and which fell short.
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