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AI Stock Screeners: Portfolio Optimization & Backtesting Strategies [2025 Guide]

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  Key Takeaways AI handles 89% of global trading volume  as of 2025, using machine learning and real-time data to predict price moves . Free tools like TradingView and Finviz  offer powerful screening for stocks, ETFs, and crypto with technical/fundamental filters . Backtesting requires 100+ trades  to avoid overfitting; include slippage and fees for realistic results . Quantum computing and reinforcement learning  are reshaping portfolio optimization, cutting bond risk by 40% in early tests . Sentiment analysis via NLP  scans news/social media to gauge market psychology before shifts reflect in prices . The AI Stock Screener Revolution (And Why You Gotta Care) Honestly, back in my early trading days, I’d spend hours sifting through financial statements trying to find stocks that  might  work. Now? AI screeners like  TradingView  and  Finviz  do this in seconds. They scan thousands of stocks using your criteria, say, "ROCE >...
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ESG Stock Ratings 2025: Green Energy ETFs & EU Digital Product Passports

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  Key Takeaways Top ESG stocks  like Infosys and Tata Motors show strong sustainability metrics and financial growth . Clean energy ETFs  (e.g., iShares Global Clean Energy) offer diversified exposure despite recent volatility . EU Digital Product Passports (DPP)  mandate transparency for textiles, batteries, and electronics by 2025 . ESG scoring  relies on environmental (carbon footprint), social (diversity), and governance (board ethics) metrics . Greenwashing risks  persist; verify claims via MSCI ratings or third-party audits . 1. Why ESG Stocks Dominate 2025 Investment Strategies Companies excelling in ESG aren't just ethical, they're profitable. Take  Infosys , which achieved carbon neutrality five years straight while growing revenue 26.58% . Or  Tata Motors , whose EV sales now avoid 2 million tons of CO₂ annually . These firms leverage sustainability to cut operational costs and attract Gen Z investors, who prioritize climate action. MSCI...
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First Brands Bankruptcy: Wall Street's Private Credit Crisis Exposed

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Billions of Dollars 'Vanished': How the First Brands Bankruptcy Is Exposing Wall Street's Private Credit Crisis Key Takeaways: Private credit markets lack sufficient transparency , allowing billions in obligations to remain hidden from investors. Double-counting and invoice factoring fraud are real risks  that current accounting standards don't adequately address. Regulatory gaps enable financial engineering  that masks true risk and concentrates systemic vulnerabilities. Due diligence is non-negotiable , no matter how prestigious the lender or attractive the yield. History repeats itself , the involvement of Greensill successor companies warrants heightened scrutiny. Billions of Dollars 'Vanished': How the First Brands Bankruptcy Is Exposing Wall Street's Private Credit Crisis When $11.6 billion in corporate value evaporates in mere weeks, Wall Street collectively holds its breath. First Brands , a Rochester, Michigan -based auto parts supplier, has fil...
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