Before revision:  The estimation procedure incorporated machine learning algorithms and was tailored to address the challenges that come with complex longitudinal macroeconomics data.
After revision:  The estimation procedure incorporated machine learning algorithms and was tailored to address the challenges associated with complex longitudinal macroeconomics data.