Janhavi Nistane is a Polymer Informatics Manager at Matmerize, where she develops informatics solutions to accelerate the design of next-generation polymeric materials across diverse industrial applications. She recently earned her PhD in Materials Science and Engineering from the Georgia Institute of Technology (2020–2025), where her doctoral research employed data-driven approaches to design polymer membranes for effective and energy-efficient separation of complex crude oil mixtures. She holds a Bachelor of Technology in Metallurgical and Materials Engineering from Visvesvaraya National Institute of Technology (2016–2020). Her expertise spans polymer informatics and ML-driven polymer design.