Regarding 1: It seems like for most predictions you are taking whatever estimate people are making and then putting the same value in but with 5-10% less confidence. Is that your primary approach? You seem to be getting extremely accurate calibration this way especially when I compare the overall calibration to your calibration.
This is the fourth bimonthly What Are You Working On? thread. Thanks to atucker for reminding me to make this post. Click here to see previous threads. So here's the question:
What are you working on?
Here are some guidelines: