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The relationship between non-financial factors and technological innovation expenditures (CAPEXtech) and the level of technological innovation (TI Index) in logistics companies. Panel analysis for international markets

物流企業における非財務要因と技術革新支出(CAPEXtech)および技術革新水準(TI指数)との関係:国際市場のパネル分析 (AI 翻訳)

Monika Wodnicka, Agata Gniadkowska-Szymańska

Acta Scientiarum Polonorum Administratio Locorum📚 査読済 / ジャーナル2026-06-24#ESG対象セクター: logistics
DOI: 10.31648/aspal.12178
原典: https://czasopisma.uwm.edu.pl/index.php/aspal/article/download/12178/9018
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🤖 gxceed AI 要約

日本語

本論文は、欧州、アジア太平洋、北米の物流企業を対象に、ESG要因(環境、社会、ガバナンス)が技術革新支出(CAPEXtech)および技術革新水準(TI指数)に与える影響を実証分析した。固定効果モデルとSURモデルを用いた結果、経営者は資本集約的投資からESG要件に適合した質的・デジタル投資へシフトすべきこと、強力なコーポレートガバナンスの重要性、地域に応じた投資戦略の必要性が示された。

English

This paper empirically examines the impact of ESG factors on technological innovation expenditures (CAPEXtech) and the technological innovation index (TI Index) in logistics companies across Europe, Asia-Pacific, and North America from 2017-2024. Using fixed-effects and SUR panel models, the results show that managers should shift from capital-intensive investments to qualitative, digital projects aligned with ESG requirements. Strong corporate governance effects confirm the need for enhanced oversight, and investment strategies should be regionally tailored to build competitive advantage.

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

本論文は、物流企業の技術革新投資におけるESG要因の重要性を実証しており、日本企業がグローバル展開の中で地域別戦略とガバナンス強化を進める上で示唆に富む。特に、SSBJによる開示基準の策定が進む中、ESG情報と投資意思決定の連携強化に資する知見を提供する。

In the global GX context

This paper provides empirical evidence linking ESG factors to technological innovation investments across three major regions, supporting the ISSB and TCFD frameworks that encourage firms to integrate ESG considerations into strategic decision-making. The results are particularly relevant for logistics companies navigating global supply chain pressures and sustainability mandates.

👥 読者別の含意

🔬研究者:This paper offers a rigorous panel econometric analysis of ESG-investment linkages in the logistics sector, providing a methodological template and cross-regional comparative findings.

🏢実務担当者:Logistics firms can use these findings to justify shifting spending from capital-intensive assets to digital and ESG-aligned projects, with region-specific strategies.

🏛政策担当者:Policymakers should note the role of strong corporate governance in enabling effective ESG-linked investment; regionally differentiated incentives may be needed.

📄 Abstract(原文)

Motives: The growing importance of sustainable development and corporate responsibility positions ESG factors (environmental, social, and corporate governance) as key determinants of investment decisions. Companies increasingly incorporate non‑financial, ESG‑related performance measures into strategic and operational decision‑making processes, which raises an important research question. The analyses examined the impact of environmental, social, and corporate governance factors (ESG, ENV, CSR, CG), alongside financial variables (CR, asset turnover), on firms’ investment decisions. Two parallel econometric approaches were applied: fixed‑effects panel models (FE) and system SUR (Seemingly Unrelated Regressions) models. Aim: The aim of the article is to provide an empirical assessment of the relationship between innovation and technology‑related expenditures (CAPEXtech), the level of technological innovativeness measured by the TI Index, and disclosures in the environmental, social, and governance (ESG) domains. The analysis covers logistics companies operating in Europe, the Asia‑Pacific region, and North America (the United States and Canada) over the period 2017–2024. Results: The results indicate that managers should shift their focus from capital‑intensive investments to qualitative, modernization, and digital projects that align with growing ESG requirements and ensure higher capital efficiency. Strong corporate governance effects confirm the need to strengthen oversight mechanisms and increase selectivity in investment decisions. Investment strategies should be regionally tailored and managed holistically, taking into account interdependencies between different types of investments, which enables firms to respond more effectively to market volatility and build competitive advantage.

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