Data extraction is crucial because it allows researchers to build comprehensive datasets that can be used to uncover trends, develop predictive models, and validate theoretical predictions. Properly extracted and curated data can accelerate the discovery of new catalysts and optimize existing ones, leading to advancements in fields like green chemistry, energy production, and pharmaceuticals.