Speaking of reproducibility, my friend getting a PHD in finance told me he was writing a paper using the data from some brokerage.  I asked if he would publish the data and he told me it's confidential.<p>I talked myself blue in the face trying to explain how science doesn't work if you don't give people enough information to reproduce your research!  I couldn't get him to understand though.  Arggh so frustrating.