1. As a group, discuss the following: “Data cleaning is all about ethics, really. If you overdo the cleaning process, you will destroy the whole point of the research exercise.”

2. As a group, discuss the following: “The researcher has to cope with so many factors influencing the selection of a data analysis strategy that the choices become confusing.”