Even physics is not so simple as that anymore. The proof that the Higgs boson exists was a statistical test on a sea of noise. And CERN was recently recruiting machine learning experts to help them find other patterns in that noise.

Modern physics uses many of the same methods as softer fields like economics. The problem in economics (and other soft sciences) is the low standard of evidence they're willing to accept.