I did a survey to measure students perceived understanding of several topic at the beginning of the semester and few weeks later. The surveys are done anonymously and I cannot match the pre and post responses. I want to measure how much their understanding has improved. Here is a sample data:
survey question response count percent
1 pre I.understand.methods Strongly Disagree 5 0.05813953
2 pre I.understand.methods Disagree 7 0.08139535
3 pre I.understand.methods Neutral 19 0.22093023
4 pre I.understand.methods Agree 32 0.37209302
5 pre I.understand.methods Strongly Agree 23 0.26744186
6 post I.understand.methods Strongly Disagree 0 0.00000000
7 post I.understand.methods Disagree 3 0.12500000
8 post I.understand.methods Neutral 4 0.16666667
9 post I.understand.methods Agree 8 0.33333333
10 post I.understand.methods Strongly Agree 9 0.37500000
It is safe to assume that the number of pre and post responses will be almost the same. In the data above it is not because I am still waiting on responses from the post survey.
What are possible metrics that I can use?
This question is related to How do I compare student pre-test scores with post-test scores to evaluate whether or not they "learned"? but different.