Bala Rajaratnam's field of expertise is in extracting complex multivariate dependencies in ultra-high dimensional or ”Big Data” settings. His work in large scale inference focuses on high dimensional correlation/covariance estimation and screening with a view to applications in the biomedical and environmental sciences.