Genevera Irene Allen is an American statistician whose research has involved interpretable machine learning, the reproducibility of machine learning results, and the neuroscience of synesthesia. She is an associate professor of electrical and computer engineering, statistics, and computer science at Rice University, and also holds affiliations with Texas Children's Hospital and the Baylor College of Medicine.