Empowerment or constraint? The impact of digital intelligence investment on energy efficiency
エンパワーメントか制約か？デジタルインテリジェンス投資がエネルギー効率に与える影響 (AI 翻訳)
Chunting Zhang, Weihui Hu, Yaobin Liu, R U N Z H I Li
🤖 gxceed AI 要約
日本語
2010〜2023年の中国284都市のパネルデータを用いて、デジタルインテリジェンス投資（DII）がエネルギー効率（EE）に与える影響を分析。DIIは市場化、グリーンイノベーション、エネルギー集約度を媒介してEEを向上させ、環境規制の逆U字型調整効果を確認。グリーンエネルギー転換への示唆に富む。
English
Using panel data from 284 Chinese cities (2010-2023), this study finds that digital intelligence investment (DII) significantly improves energy efficiency (EE) through the mediating channels of marketization, green innovation, and energy intensity. Environmental regulation shows an inverted-U moderating effect, supporting the role of DII in green energy transition.
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
中国の実証研究だが、日本においてもDX投資と省エネ・脱炭素の連携を政策立案や企業戦略に活かす示唆がある。SSBJや有報でのエネルギー効率開示との関連性を検討する際の参考となる。
In the global GX context
This Chinese empirical study provides evidence on how digital intelligence investment can enhance energy efficiency through marketization and green innovation, relevant for global discussions on digitalization and decarbonization, including TCFD/ISSB disclosures on energy management.
👥 読者別の含意
🔬研究者:Highlights the mediating channels through which digital investment improves energy efficiency, useful for designing policy interventions.
🏢実務担当者:Demonstrates that investing in digital intelligence can yield energy cost savings, supporting business case for digital transformation in sustainability.
🏛政策担当者:Provides evidence that environmental regulation moderates the effect, suggesting optimal regulatory stringency for maximizing digital investment's energy benefits.
📄 Abstract（原文）
Digital intelligence investment (DII) contributes to green energy transition by correcting inefficient factor allocation and improving energy efficiency (EE). Using panel data from 284 Chinese cities over 2010–2023, this study investigates the effects of DII on EE via marketization, green innovation, and energy intensity, and identifies a threshold effect of ER on this relationship. The results confirm a significant positive baseline effect of DII on EE, with all three channels operating as significant mediators. Threshold estimation further reveals an inverted-U moderating effect of ER.
🔗 Provenance — このレコードを発見したソース
- openalex https://doi.org/10.1080/13504851.2026.2701286first seen 2026-07-13 06:20:59
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