Leveraging Text Analytics to Evaluate ESG Metrics' Influence on Corporate Sustainability Frameworks
テキスト分析を活用したESG指標の企業サステナビリティフレームワークへの影響評価 (AI 翻訳)
Dhirendra Kumar Jena
🤖 gxceed AI 要約
日本語
ESGレポートや規制文書等にLDAとコレスポンデンス分析を適用し、ESG指標が企業の持続可能性戦略に与える影響を分析。10の主要テーマ（ガバナンス、コンプライアンス、投資家影響など）を抽出し、ESG開示とガバナンスの重要性を強調。
English
This study applies LDA and correspondence analysis to ESG reports, regulatory texts, and academic publications to evaluate ESG metrics' influence on corporate sustainability. Ten key themes emerge, including governance, compliance, and investor influence, underscoring the need for structured ESG disclosure and governance.
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
日本ではSSBJ基準の策定が進む中、ESG指標の体系的評価手法を示す本論文は、企業の開示実務や投資家対応に示唆を与える。グローバルな知見を提供するが、日本固有の制度分析は含まれない。
In the global GX context
This paper contributes a framework for evaluating ESG metrics using text analytics, relevant to global disclosure standards like TCFD, ISSB, and CSRD. While not country-specific, the findings support the trend toward standardized ESG reporting and accountability.
👥 読者別の含意
🔬研究者:Offers a methodological approach (LDA + CA) for ESG text analysis that can be replicated or extended.
🏢実務担当者:Highlights key themes for effective ESG disclosure and governance, useful for corporate sustainability teams.
🏛政策担当者:Provides evidence on the importance of ESG metric standardization and regulatory coherence.
📄 Abstract（原文）
Companies achieving sustainable business practices through Environmental Social and Governance (ESG) metrics integration now drive transparency and stakeholder involvement effectively. Electing qualitative research methods allows this investigation to study ESG metrics' effects on corporate sustainability strategy development through text analysis performed using both Latent Dirichlet Allocation (LDA) and Correspondence Analysis (CA) on ESG reports, regulatory texts, and academic publications. ESG metrics demonstrate essential importance in both corporate governance structures and regulatory conformity, as well as stakeholder commitment and financial planning applications. Future sustainability trends, together with corporate accountability, social impacts, and risk management, formed ten main themes that emerged from this analysis. The remaining themes were environmental practices with credibility, ESG reporting standardization, strategic ESG initiatives, and ESG disclosure communication and investor influence, followed by regulatory compliance and climate risk management and financial reporting with ESG risk analysis. The research objectives align well with the identified themes according to thematic mapping and CA results, which together create an extensive framework for ESG metric assessment in corporate sustainability strategies. A thorough analysis demonstrates that organizations must prioritize disclosure of ESG metrics together with sound governance systems while allowing investors to play a role and follow regulations in order to advance sustainability. Corporate decision-makers need to understand the essential implications that emerge from these findings because they demonstrate why structured ESG implementation methods are vital. Research must continue to analyze the developing ESG reporting environment and emerging regulatory changes and technological advancements that improve corporate accountability and governance transparency.
🔗 Provenance — このレコードを発見したソース
- semanticscholar https://doi.org/10.51583/ijltemas.2026.150300083first seen 2026-05-05 23:20:02
gxceed は公開メタデータに基づく研究支援データセットです。要約・翻訳・解説は AI 支援で生成されています。 最終的な解釈・検証は利用者が原典資料に基づいて行うことを前提とします。