In this video, the teacher explains the importance of gathering proper evidence to support an argumentative essay. They emphasize the need to avoid repetition and provide a step-by-step guide on how to collect supporting evidence, such as conducting interviews, reading texts, and searching online. The teacher also highlights the importance of citing sources correctly to avoid plagiarism.