The benchmark for LLMs designed to tackle one of the most knowledge-intensive tasks in data science: writing feature engineering code, which requires domain knowledge in addition to a deep understanding of the underlying problem and data structure. The method can cheaply and efficiently assess the broad capabilities of LLMs in contrast to the existing methods.