I am an assistant professor in accounting and I am seeing more and more machine learning techniques are used in academic papers in our field. But I am confused why we still use simple linear regressions with R-Squared of 20-50%if neural networks can predict an outcome a lot better?

I appreciate it if you can shed some light on this.