Helping your stakeholders see and understand margin of error in survey data. A deep thanks to Anna Foard and Jonathan Drummey for their assistance, Ben Jones for the foundational work behind for my initial explorations, and Ryan Corser for asking me to look into this. Update: an earlier version of this post was titled "Visualizing [...] The post Visualizing Uncertainty in Likert Data Over Time appeared first on Data Revelations.