In this video, the teacher explains how to gather evidence to support an argumentative essay. They discuss the importance of having strong evidence and provide examples of different types of evidence, such as observations, statistics, quotations, personal interviews, and questions. The teacher also guides students through the process of finding and using supporting evidence effectively.