Public opinion on the clean energy transition during times of crisis: a sentiment and thematic analysis of the effects of the 2022 energy crisis on finnish consumers
危機時のクリーンエネルギー移行に関する世論：2022年エネルギー危機がフィンランドの消費者に与えた影響の感情分析とテーマ分析 (AI 翻訳)
Petteri Siitonen, Samuli Honkapuro, Salla Annala, Annika Wolff
🤖 gxceed AI 要約
日本語
本研究は、2022年のエネルギー危機前後におけるフィンランド消費者のエネルギー技術と行動に対する意識と態度の変化を、BERTを用いた機械学習ベースの感情分析とテーマ分析により調査した。結果、危機により意識は高まったが感情は悪化し、意識の変化は一時的で感情の変化は長期化することが示唆された。これらの知見は、危機時のエネルギー移行に関する世論形成の理解を深める。
English
This study uses BERT-based sentiment analysis on 50,000 Finnish social media posts to examine changes in consumer attitudes towards energy technologies and behaviors before, during, and after the 2022 European energy crisis. Results show increased awareness but more negative sentiment, with awareness effects being transient while sentiment changes may be longer-lasting. The findings extend understanding of public opinion dynamics during crises.
Unofficial AI-generated summary based on the public title and abstract. Not an official translation.
📝 gxceed 編集解説 — Why this matters
日本のGX文脈において
フィンランドの事例ではあるが、エネルギー危機時における消費者の意識と感情の変容を定量的に示しており、日本のエネルギー政策や消費者コミュニケーション戦略にも示唆を与える。
In the global GX context
The paper contributes to understanding public opinion dynamics during energy crises, relevant for global clean energy transition strategies, particularly in countries facing energy security issues.
👥 読者別の含意
🔬研究者:Extends literature on public opinion and energy transition using advanced NLP methods.
🏢実務担当者:Insights into how consumer sentiment shifts can inform communication strategies for energy companies and utilities.
🏛政策担当者:Highlights the need to address negative sentiment during crises to maintain support for clean energy policies.
📄 Abstract（原文）
In 2022, Europe faced an unprecedented energy crisis that began as a consequence of Russia’s invasion of Ukraine. Given the pivotal role of consumers in the clean energy transition, it is becoming increasingly important to understand how consumer attitudes develop during times of crisis. This study investigated how consumer awareness of and attitude toward various energy technologies and energy-conscious behaviors have developed before, during, and after the 2022 European energy crisis. We conducted a machine learning-based sentiment analysis using Bidirectional Encoder Representations from Transformers and over 50,000 Finnish social media posts related to seven different energy technologies and behaviors. We also conducted a thematic analysis to supplement the findings of the sentiment analysis. Our results show that consumer awareness has increased significantly in response to Russia’s invasion of Ukraine and the following energy crisis. At the same time, our results indicate that consumer sentiment has become significantly more negative compared to before the crisis. Moreover, evidence suggests that the effects of the crisis on consumer awareness are transient, whereas those on consumer sentiment may be more long-lasting. Results of this study extend the understanding of how public opinion on energy technologies and behaviors develops during times of crisis.
🔗 Provenance — このレコードを発見したソース
- openalex https://doi.org/10.1080/15487733.2026.2679676first seen 2026-07-09 04:58:38
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