Which statistical tests can I conduct to analyse the trend of series data?
I have a dataset that measures the a student time spent working on a mathematics question. My dataframe looks a little something like this:
Participant ID | Question 1 | Question 2 | Question 3 |
---|---|---|---|
1107 | 54.2 | 48.9 | 45.0 |
4208 | 53.1 | 45.6 | 40.6 |
I have times for 20 questions for about 200 participants. Now I have observed an overall decrease in time spent per question, as is shown in the figure below:
I would like to accompany graph this with a statistical measure of negative tendency.
I don't think I should use a correlation statistic as the question number is a categorical variable.
I maybe could do a OLS regression, with X
being a the question number and y
being the time spent per question, but I am not sure how to interpret the result.
What else could I try?
Topic pvalue correlation time-series
Category Data Science