September 5, 2025Sustainable DevelopmentOpen Access

Assessing the Circular Economy Transition in the EU: Predictive Insights From an Artificial Neural Network Model

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This analysis reveals circular economy trends using an ANN model for EU member states, highlighting governance implications.

The ANN model predicts circular economy trajectories for EU nations, emphasizing governance roles.
Performance ranges from R² 0.76 to 0.92, indicating strong predictive accuracy in assessing circularity.
The study incorporates dimensions like waste management and innovation to evaluate disparities.
Tailored policy interventions are necessary for lower-performing countries to meet CE targets.

Pariso et al. (2025) studied this question.

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