how significant is your anomaly?

So imagine that you have a unique data set Y , and in that data set Y you measure a bunch of parameters &theta; by a bunch of different methods. Then you find, in your favorite analysis, your estimate of one particular parameter is way out of line: All of physics must be wrong! How do you figure out the significance of your result? If you only ever have data Y , you can't answer this question very…