to human check machine marking, we need a GradeBook spreadsheet-like view of all the answers to a single question across the class, together with the marks given. maybe a column with all the answers, and another column with all the marks (and optional column for student ID), with question wording at the top. Perhaps also a version with multiple pairs of (answer, mark ) columns for the whole assessment. This is do-able in QuestionMark and is incredibly useful, efficient human/academic check of the automated marking, allowing manual override and also pointing to where fixing the marking code is needed. It would be good to also allow retrospective auto-regrading once any marking code fixes put in.