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Clear research question and hypotheses; appropriate binary target; strong leakage-prevention narrative; compares interpretable logistic regression with Random Forest; reports cross-validation and held-out test metrics; interprets feature importance in relation to economic, digital, energy, and environmental drivers; includes useful maps and limitations.