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Universities do encourage close cooperation between students and faculty. However, how does one prevent close working or personal relationships from affecting grading, so that it can be carried out fairly and uniformly? Is there a method of avoiding "playing favorites" with students a faculty member has a "closer" relationship with than others?

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I removed all previous comments, as they are no longer relevant. – eykanal Oct 26 '12 at 17:06
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Sorry, but that edit was inappropriate. This new and different question should have been asked as a new question. I would revert if I could. – dmckee Oct 26 '12 at 18:05
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@dmckee I agree with you, and I’ve opened a discussion on meta about our policy in such cases – F'x Oct 27 '12 at 12:31

2 Answers

I would suggest to design a rubric to assess the work of students. The design of a rubric is difficult and may require a lot of work for the teacher, but it will isolate the grading process from other factors. Here you can find a book about rubrics.

One of the advantages of using a rubric is that students can easily observe how their work is going to be evaluated. Another advantage is that teachers can easily apply the same criteria across all the work to be graded.

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If at all possible, have all papers and/or exams graded by two people independently, for example, two teaching assistants / graduate students. Then the official examiner can browse through the results. Where the two agree, one can directly go along with it. Where they don't agree, the examiner can judge what is correct.

This protects not only against favouritism, but also against simple, honest mistakes in grading. Of course, it's possible that two or even three all make the same error, but that's why students have the opportunity to appeal, don't they?

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