Forecasting ESG Investment in Emerging Markets: Beyond Risk Management
Abstract In the shadowed corridors of global finance, where volatility lurks like an uninvited guest, ESG investing in emerging markets (EM) has long been cast as a prudent shield—a bulwark against reputational storms and regulatory tempests. But what if we flipped the script? What if ESG weren't merely a risk mitigator, but a prophetic lens for unearthing alpha in the untamed frontiers of EM? This paper ventures beyond the familiar terrain of downside protection, proposing a dynamic forecasting framework that harnesses machine learning to predict ESG-driven investment flows and returns. Drawing on panel data from 2018–2025 across key EM economies (Brazil, India, China, South Africa, and Indonesia), we uncover not just correlations between ESG integration and financial outperformance, but causal pathways to innovation-led growth. Our NGBoost model forecasts a 22% surge in EM ESG assets by 2030, outpacing traditional benchmarks by 4.2% annually. These findings challenge the orthodo...