This study examines the relationship between financial openness and economic stability, utilizing dimensionality reduction techniques to analyze what has been termed as helpless rich data—a scenario where an abundance of data can obscure meaningful insights. By applying advanced methods of dimensionality reduction, the article assesses how financial openness influences macroeconomic indicators, such as inflation rates, GDP growth, and fiscal policy outcomes. Through the reduction of data complexity, the study aims to simplify the interpretation of financial systems while evaluating the broader implications of economic liberalization. This approach not only enhances our understanding of how financial openness impacts economic stability but also addresses the challenges posed by complex data environments in economic modeling.
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