Figure 1: Awesome figure stolen from Life Without Biases Avoid the land of diminishing returns People, I can't stress this enough: avoid the land of diminishing returns, also known since ancient times as the Realm of Wind and Sadness. This is a cold, barren wasteland where weary souls wander listlessly, staring at their computer screens murmuring, "I can get 2-3% improvement. Just a bit more. Almost there…" Meanwhile, in the Land of Productivity there are scientists who have identified the key physics of their problem, sloughed off the unimportant second- and third-order effects, and are happily shepherding their Nth first-author publication to ApJ (where N is large). Look at the contented smiles on their faces as they use the time they save on their project to hang out with friends on a Friday night, or spend dinner time chatting with their spouse and kids. Roughly speaking, 20% of your effort goes into completing 80% of the project. Squeezing that la