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This analysis provides the basis for using multivariate ML models to accurately predict the movement of a country's GDP growth. I posit that using a country's renewable energy consumption as an additional variable in ML models will increase the predictive power for changes in GDP. This can help businesses make informed decisions. More variable may be considered and potential market drivers found.