Computational simulation has been used in the semiconductor industry since the 1950s to provide engineers and managers with a faster, more cost-effective method of designing semiconductors. With increased pressure in the semiconductor industry to move towards greener and more sustainable manufacturing, it is crucial to understand the impact of computational simulation and artificial intelligence on environmental sustainability, specifically reducing greenhouse gas (GHG) emissions. This paper qua