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<p>Owing to the greater need for sustainable development, the current study examines the influence of green finance and green innovation on sustainable economic development in 82 economies, including 35 developed and 47 developing economies. We employ advanced panel estimation techniques, including GLM, difference GMM, and bootstrap quantile regression, to examine the long-run effects. For robustness, we further integrate machine learning models to capture non-linearities and complex interactions. We find that green finance and green innovation contribute to sustainable economic development by reducing emissions. Moreover, our research indicates that the positive correlation between Green Finance, Green Innovation, and Sustainable Economic Development is notably more robust in developed nations compared to developing ones. These insights offer important policy directions for promoting financial instruments and innovative practices that accelerate sustainability transitions in developing economies.</p>

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Examining the impact of green finance and green innovation on sustainable economic development using machine learning methods

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2025年11月28日

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  • Raazia Gul,
  • Shahzad Hussain,
  • Asra Shaikh,
  • Nader Naifar

摘要

Owing to the greater need for sustainable development, the current study examines the influence of green finance and green innovation on sustainable economic development in 82 economies, including 35 developed and 47 developing economies. We employ advanced panel estimation techniques, including GLM, difference GMM, and bootstrap quantile regression, to examine the long-run effects. For robustness, we further integrate machine learning models to capture non-linearities and complex interactions. We find that green finance and green innovation contribute to sustainable economic development by reducing emissions. Moreover, our research indicates that the positive correlation between Green Finance, Green Innovation, and Sustainable Economic Development is notably more robust in developed nations compared to developing ones. These insights offer important policy directions for promoting financial instruments and innovative practices that accelerate sustainability transitions in developing economies.