Earned Value Analysis (EVA) is considered a difficult concept for project management certification exams. The document discusses how EVA seems intimidating due to its emphasis on formulas, but is actually based on common sense when explained with a simple example of building tables. It then provides a detailed example to demonstrate how to calculate EVA metrics like planned value, earned value, actual cost, schedule variance, cost variance, schedule performance index, and cost performance index for a project.