
Project: Using Machine Learning for Calculating Construction Emissions
Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.
Stanford’s commitment to sustainability in land use, campus master planning, and management of our built and natural environment receive the following notable recognitions. In addition to those listed below, the Central Energy Facility has received numerous awards and accolades for its design and construction.

Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.

Danica Sun ’28 explored smarter resource use for one of Stanford’s major computing clusters.

Stanford’s on-site milling program transforms fallen limbs into campus benches and student art–providing the campus community a sustainable alternative to imported lumber.