By watching How to Spot a Misleading Graph students can learn about three ways in which graphs can be misleading. Those ways are distorting the scale of the graph, manipulating the X or Y axis of a graph, and cherry-picking or not providing context for data in a graph. The whole lesson can be found here and the video is embedded below.
Applications for Education
This video could make a great addition to your list of resources for teaching students how to be savvy media consumers. After watching the video I'd have students do two things. First, I'd have them look through a few newspapers or journals (online or physical) to try to find some graphs that use one of the misleading techniques taught in the TED-Ed lesson. Second, I'd provide students with some datasets to try their hands at creating accurate graphs as well as slightly misleading graphs.