The Global Environmental Measurement and Monitoring (GEMM) Initiative - an international project of The Optical Society and AGU - will explore the current state of measurement methods in a variety of environmental conditions, illustrate how these measurements feed into climate models and discuss areas where improved measurement capabilities are essential for public and private decision-making.