&gt;why not skip OpenRefine and teach them numpy&#x2F;scipy&#x2F;pandas&#x2F;matplotlib for analysis and visualization<p>OpenRefine is fantastic for cleaning and imputing missing data, especially for this audience.  I don&#x27;t think they are teaching users to do a lot of analysis and visualization in OpenRefine.