Jha studied medicine at the University of Manitoba. After earning his Doctor of Medicine degree, he attended the University of Oxford in England as a Rhodes Scholar where he was mentored by statistician and epidemiologist Sir Richard Peto. He successfully defended his PhD in epidemiology and public health in 1992.
