Suppose you need to predict a worker’s wage from their years of education. What is the best guess you could make? And what if you can only use a straight line, not a wiggly curve? This chapter answers these questions using the ideas of conditional expectation and linear prediction. These ideas power many of the statistical tools in econometrics.