While the long-term effects of the COVID-19 pandemic have yet to be determined. its immediate impact on crowdfunding is nonetheless significant. This study adopts a computational approach to better understanding this consequence. We aim to gain insight into whether and how the COVID-19 pandemic has changed crowdfunding. https://www.mariameetsanna.com/product-category/scalp-foundation/