Student ratings of satisfaction have very little relationship to their performance in the final exam.

Boring et al 2016 analyze an interesting set of data on student evaluations of teaching.

The data have some nice features for relating teaching effectiveness to student ratings. There is one main professor for the course, who gives the lectures and sets the final exam. Section instructors teach the students in small groups of 10-24 students. In effect, the university assigns the students randomly to section instructors. The university uses various means to force the students to fill out evaluation questionnaires, giving a response rate of "nearly 100%".

The group-average (see paper) correlation of the score for "What is your overall level of satisfaction?" and the final year exam mark was r=0.04. This was not significant using a carefully designed permutation test. On the other hand, the correlation between the satisfaction score and the instructor's gender was r=0.09, and highly significant, in favor of male instructors.

Conclusion

In two very different universities and in a broad range of course topics, SET measure students’ gender biases better than they measure the instructor’s teaching effectiveness. Overall, SET disadvantage female instructors. There is no evidence that this is the exception rather than the rule. Hence, the onus should be on universities that rely on SET for employment decisions to provide convincing affirmative evidence that such reliance does not have disparate impact on women, underrepresented minorities, or other protected groups. Because the bias varies by course and institution, affirmative evidence needs to be specific to a given course in a given department in a given university. Absent such specific evidence, SET should not be used for personnel decisions.

https://www.scienceopen.com/document?vid=818d8ec0-5908-47d8-86b4-5dc38f04b23e

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