This research investigates pathogen survival, transfer and transmission in environmental media. Quantitative PCR, metagenomics and machine learning support surveillance and risk assessment, including SARS-CoV-2 monitoring in air and on surfaces, infection risk assessment in campus buildings, Legionella surveillance in building water systems, and wastewater-based epidemiology.