Predicting contextualised engagement in videos is a long-standing problem that has been popularly attempted by exploiting the number of views or likes using different computational methods. The recent decade has seen a boom in online learning resources. and during the pandemic. there has been an exponential rise of online teaching videos without much quality control. https://www.foldlyers.shop/product-category/touch-displays/