We've been working hard on a more intuitive regression interface:<p>. Plain-English description of results<p>. Inline data transformations (e.g., taking a log)<p>. Automatic diagnostic charts and distribution visualizations<p>. Automatic alerts to common issues (e.g., funky residual plot)<p>. Plain-english guides to regression [1] and interpreting residuals [2]<p>. M-estimation instead of OLS<p>This is of course a work in progress, so we'd love to get feedback on this. Particularly if you see something in the docs you don't agree with.<p>[1] <a href="http://docs.statwing.com/user-friendly-guide-to-regression/" rel="nofollow">http://docs.statwing.com/user-friendly-guide-to-regression/</a><p>[2] <a href="http://docs.statwing.com/interpreting-residual-plots-to-improve-your-regression" rel="nofollow">http://docs.statwing.com/interpreting-residual-plots-to-impr...</a><p>(Logistic regression is also in the works, we'll probably do a "Show HN" for that later, so please hold comments on it)