This paper examines EU merger cases from 1990 to 2019 regarding the consideration of innovation aspects using machine text analysis. Initially, a descriptive overview of the Commission’s general decisions and the specific consideration of innovation aspects in these decisions is provided. Subsequently, it analyzes the extent to which the introduction of the More Economic Approach (MEA) in 2004 led to a change in the consideration of innovation aspects in merger control.