Latest Insights & Research
Deep-dive articles and updates on systematic investing and TheSimplePortfolio strategy.

The Barbell Strategy That Lost to Simple Math (30 Years of Data Don't Lie)
- Fabio Capela
- Portfolio strategy , Asset allocation , Backtesting , Long term investing , Bond strategy , Gold investing
Picture this: You spend hours crafting the “perfect” barbell portfolio. 20% gold for crisis protection, 30% stocks for growth, 50% long bonds for that duration magic. You’ve read Taleb. You understand convexity. You’re ready to crush the naive masses with their simple equal-weight nonsense.
Read MoreMy $47,000 Mistake Trading the Fed (And Why I'd Make It Again)
- Fabio Capela
- Trading mistakes , Fed trading , Risk management , Systematic trading , Market events , Trading psychology , Strategy development , Volatility trading
March 2022. Fed day. I’m sitting at three monitors with $470k positioned for a rate hike that “everyone knew was coming.”
Read MoreThe Strategy That Lost Money for 2 Years (Then Made 19% Annually)
- Fabio Capela
- Systematic trading , Trading psychology , Portfolio management , Risk management , Personal journey , Algorithmic trading , Market regimes , Strategy development
Most trading success stories skip the embarrassing part. Here’s what actually happened.
Read MoreThe 7 Backtesting Sins That Kill Trading Strategies Before They Start
- Fabio Capela
- Algorithmic trading , Quantitative finance , Risk management , Systematic trading , Portfolio management , Backtesting , Trading systems , Investment strategy
Bottom Line Up Front: Even the most sophisticated trading algorithms fail in production because of fundamental backtesting errors. After analyzing thousands of strategy failures, we’ve identified seven critical mistakes that account for over 90% of the gap between backtest and live performance. Master these, and you’ll avoid the graveyard of “perfect” strategies that blew up on day one.
Read MoreDollar Cost Averaging is Mathematically Inferior (But You Should Still Do It)
- Fabio Capela
- Investment strategy , Dollar cost averaging , Behavioral finance , Investment psychology , Portfolio management
Why the “worse” investment strategy often produces better real-world results
Read MoreThe 5-Minute Portfolio Hack That Beats 90% of Active Funds
- Fabio Capela
- Portfolio management , Index investing , Etf strategies , Passive investing , Asset allocation
Why complexity is the enemy of good returns
Stop overthinking your portfolio. While Wall Street sells you complex strategies with 15+ holdings, fancy factor tilts, and quarterly adjustments, there’s a stupidly simple approach that beats 90% of active funds: two ETFs and quarterly rebalancing.
Read MoreThe Sector Rotation Strategy That Beat the S&P 500 by 2% Annually for 26 Years
- Fabio Capela
- Sector rotation , Business cycles , Tactical asset allocation , Economic indicators , Etf strategies , Quantitative finance , Systematic investing , Market timing , Cyclical investing
Most investors have heard the classic advice: “Time in the market beats timing the market.” While this wisdom holds true for individual stock picking, what if we could time entire sectors of the economy based on predictable business cycles?
Read MoreWhy Nobody Should Use Sample Covariance Matrices
- Fabio Capela
- Portfolio optimization , Risk management , Quantitative finance , Covariance estimation , Modern portfolio theory , Statistical methods , Asset management , Mathematical finance
Since Harry Markowitz introduced mean-variance optimization in 1952, portfolio managers have faced a persistent and frustrating problem. The mathematical elegance of Modern Portfolio Theory promises optimal asset allocation, but in practice, portfolios constructed using traditional methods often perform worse than simple equal-weight strategies. The culprit? A seemingly innocuous component that lies at the heart of every optimization: the sample covariance matrix.
Read MoreCarry Strategies Across Asset Classes: Mathematical Foundations
- Fabio Capela
- Carry trading , Quantitative finance , Asset pricing , Risk premia , Cross asset strategies , Mathematical finance , Alternative beta , Systematic trading
Imagine borrowing money at 1% and lending it at 5%. The 4% difference seems like an obvious profit, yet financial theory suggests this opportunity shouldn’t exist. Markets should quickly eliminate such discrepancies through arbitrage. But across currencies, bonds, and stocks, these “carry” opportunities persist with remarkable consistency.
Read MoreThe Minimum Correlation Algorithm: Rethinking Portfolio Diversification Through Mathematical Elegance
- Fabio Capela
- Portfolio optimization , Quantitative finance , Diversification strategies , Risk management , Algorithmic trading , Modern portfolio theory , Asset allocation , Investment mathematics
“Don’t put all your eggs in one basket” – this timeless wisdom has evolved into one of finance’s most fundamental principles. Yet despite diversification’s universal acceptance, its mathematical underpinnings remain poorly understood by most practitioners. The conventional approach treats diversification as simply holding many assets, but this perspective misses the profound mathematical reality that drives risk reduction in portfolios.
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