Evolutionary genetics as a field emerged in the early 20th century. There were some upsides to this. R. A. Fisher was alive, so there were some incredibly brilliant theoretical minds who could focus upon the project of formalizing evolutionary process and fusing it with Mendelian genetics. And, frankly there are situations where data-free theorizing is best because that sort of theorizing at least is blind to what the solutions should be. But there were also many downsides to this early flowering of theoretical evolutionary biology. The reality that biologists were not clear as to the nature of the biomolecular substrate of inheritance, DNA, was not a hindrance for most of the high level abstraction. But to trace patterns of transmission of characters, and implicitly genotypes, within populations researchers relied upon classical phenotypic markers. This means that the theoretical speculation advanced rapidly into confusing and tendentious terrain, while the empirical data sets to test the questions at issue were simply not sufficient to resolve the debates. The emergence of molecular markers in the 1960s, and the maturation of genomics in the 2000s, has revolutionized the empirical domain of evolutionary genetics. To use a rough analogy the large data sets of the present offer up raw material for the machinery of theory to sift, process, and refine.
A new paper in Nature is a perfect illustration of this, Pervasive genetic hitchhiking and clonal interference in forty evolving yeast populations: