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What ROE Doesn't Tell You

What ROE Doesn't Tell You: A Beginner's Look at 200 US Companies' Financial Health My first Python data project, and what it taught me about reading ratios like an analyst, not a spreadsheet.

  • ROE can be misleading due to aggressive stock buybacks
  • Liquidity and leverage vary significantly based on interpretation
  • High ROE often correlates with high leverage, misleading superiority

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