In this case, I think the correlation is a strong indicator of probable causation.

Poll: Women Who Identify As ‘Liberal’ Are The Most Likely To Feel Unsatisfied And Lonely

https://www.oann.com/newsroom/poll-women-who-identify-as-liberal-are-the-most-likely-to-feel-unsatisfied-and-lonely/