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This is a Quantitative Study study.

October 1, 2025Open Access

Identifying and validating the strongest predictors of informed energy policy support across Europe

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Machine learning models identified key predictors of energy policy support, suggesting implications for climate mitigation efforts across Europe.

Identified affective responses as a key predictor of energy policy support, highlighting emotional engagement's role.
Achieved high prediction accuracy in real-world referendum outcomes and climate mitigation support across six European countries.
Validated findings using data from a referendum in Switzerland, emphasizing the robustness of identified predictors.
Examined various mitigation policies, suggesting a comprehensive approach to evaluating public policy support.

Krainz et al. (2025) studied this question.

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Machine learning models identified key predictors of energy policy support, suggesting implications for climate mitigation efforts across Europe.