How Many Options is Optimal For Survey Completion?

The following graph below shows the relationship between the number of response options and survey completion rates. Given the correlation coefficient is quite weak at .14, we can't quite recommend an "optimal" number of responses.

(Given the sample size, we didn't take into account additional variables that may be affecting the completion rate (e.g., load time) when charting the below.)