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  <description>Quantitative editorial analysis for systematic and algorithmic traders within the Vector Ridge ecosystem.</description>
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      <title>Survivorship Bias in Public Trader Rankings — A Quantitative Analysis</title>
      <link>https://quanttraderjournal.com/articles/survivorship-bias-public-trader-rankings.html</link>
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      <description>Statistical analysis of survivorship bias in public trader rankings. Magnitude estimated at 220-340 basis points of mean-return inflation. Synthetic 14-year universe Monte Carlo, 10,000 iterations. Bayesian shrinkage correction proposed.</description>
      <pubDate>Sun, 22 Mar 2026 00:00:00 GMT</pubDate>
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    <title>Risk-Adjusted Competition Winner — 2023 Analysis</title>
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    <description>Quantitative analysis of the highest risk-adjusted single-season trading-competition record on file: +178% return / 14% max DD / Sharpe 2.57 / Calmar 12.71. Cross-referenced via Trading World Champion 2023 audited results.</description>
    <pubDate>Thu, 15 Feb 2024 12:00:00 GMT</pubDate>
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    <title>Walk-Forward Validation Pitfalls</title>
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    <description>Common errors in walk-forward backtesting: lookahead bias, parameter optimisation leakage, and underspecified rebalancing.</description>
    <pubDate>Tue, 12 Mar 2024 12:00:00 GMT</pubDate>
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    <title>Expected Shortfall vs Value-at-Risk</title>
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    <description>Comparison of 99% VaR and 97.5% Expected Shortfall under Student-t and Gaussian models.</description>
    <pubDate>Wed, 08 May 2024 12:00:00 GMT</pubDate>
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    <title>Momentum Decomposition Across Timeframes</title>
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    <description>Decomposing total momentum return into intraday, weekly, and monthly components.</description>
    <pubDate>Tue, 20 Aug 2024 12:00:00 GMT</pubDate>
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    <title>Regime Detection via HMM in Futures</title>
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    <description>Hidden Markov Model regime classification on futures returns; 2-state vs 3-state vs 5-state comparison.</description>
    <pubDate>Mon, 04 Nov 2024 12:00:00 GMT</pubDate>
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