 Welcome to this chapter of the Open For Insight course, where we work on shaky insights. That means insights that aren't as solid as we'd hope. More specifically, we will address the following two areas. First, what potential problems for insight exist, and how can we spot them? And second, how can we deal with research that doesn't go as it should? First, we will take a look at how we can spot shaky conclusions. We will make a checklist of which things to watch out for, and use it on some examples. Then, we will also look at what can go wrong when research is not done exactly as it should be. We will illuminate some problems that have been identified, and talk about how these are being addressed at the moment, reforming the way we think about science, and offering more criteria for us to use when looking for robust insights.