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The Madam Finance's avatar

Excellent framework. ROIC direction feels like competitive momentum in numeric form. Do you rely more on 3–5 year trends, or full-cycle data, to avoid mistaking cyclical compression for structural erosion?

Fungal Stock Ecosystem ML's avatar

Dynamic valuation models should reflect the ROIC lifecycle phase—like treating an ascending business as a growth engine, not a mature one. How do you adjust your risk tolerance when a company’s ROIC is peaking?

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