Usually I start by thinking about which topics I want to cover. I have given students a detailed review sheet and I use that as a guide of topics to choose from. I also spend some time looking through test banks and previous exams. I'm always searching for interesting, current contexts and continue to use genuine data as much as possible. Once I have the context/scenario, I continually refine the statistical content that I want to assess. I try to make sure the points given to a problem are proportionate to the amount of time it should take them to complete. I hope at least half the points are conceptual over mechanical. I also try to make sure that even when there are multiple parts to a question, later parts can still be answered even if earlier ones cannot. I hope this reduces the number of distinct contexts students need to read through to help with the time constraints.

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