This groundbreaking study leverages advanced data science techniques to correlate the structural features of amorphous materials with their physical properties. Traditional methods, including high-resolution transmission electron microscopy, fell short in distinguishing these structural differences. The study's innovative approach, utilizing topological data analysis and principal component analysis, analyzed TEM images.