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One way to measure the impact of our field of research on finance is to analyse the adoption of evolutionary machine learning in the finance literature. In this study, we focus on articles appearing in the top-ranked journals in finance. A number of interesting observations are made including that there appears to be a trend in the adoption of evolutionary machine learning across a growing and diverse set of topics.