データ駆動型の意思決定、持続可能な価値創造、および国際企業の業績:AI言語モデルに基づくミクロレベルの証拠
1School of Economics and Statistics, Zhejiang Gongshang University Hangzhou College of Commerce, Hangzhou, Zhejiang, China.
PloS one
|February 11, 2026
まとめ
データ駆動型の意思決定(DDDM)は、持続可能な価値を創造することによって国際企業の業績を向上させます。この影響は、市場競争、外国株保有、および国家所有によって増幅されます。
科学分野:
- ビジネスと経営学
- 国際ビジネス
- 持続可能性研究
背景:
- デジタル化と国際化は、経営におけるデータ駆動型の意思決定(DDDM)を必要とします。
- DDDMが国際企業の業績に与える影響を理解することは重要です。
研究 の 目的:
- DDDMが国際企業の業績に与える影響を調査すること。
- DDDMが企業価値と業績を向上させるメカニズムを探求すること。
- DDDMと業績の関係を調整する文脈的要因を特定すること。
主な方法:
- AI言語モデル(BERT、ChatGLM2-6B)を使用してDDDMを定量化しました。
- DDDMの価値創造経路を説明するためのフレームワークを開発しました。
- 影響と調整効果を評価するために定量的分析を採用しました。
主要な成果:
- DDDMは国際企業の業績にプラスの影響を与えます。
- DDDMは、汚染防止、グリーンイノベーション、持続可能性の開示、および共創を通じて業績を向上させます。
- 市場競争、外国株保有、および国家所有は、DDDMのプラスの効果を増幅させます。
結論:
- DDDMは、国際企業の業績と持続可能な価値創造の重要な推進要因です。
- DDDMのメカニズムは、内部と外部、現在と未来の次元に及びます。
- 企業の業績は、市場と所有構造に依存します。
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