Model the change in percentage using one or more X variables

Is there a monotonic change in percentage as X variables change?
Nonparametric Approach. Logistic regression. No strong distributional assumptions, but assumes the percentages change in an S-shaped curve. See chapter 15.

Chapter references are to the course textbook Statistical Methods in Water Resources.