His interest in data science stems from his formal training as a mathematician at JKUAT, as well as a long-standing interest in artificial intelligence and machine learning. He first encountered probabilistic programming in 2013, having read the book Probabilistic Programming and Bayesian Methods for Hackers by Cam Davidson Pilon.