The story
From pedal pusher (“cyclist”) + -s (suffix forming pluralia tantum and regular plurals of nouns), as they were originally worn by cyclists.
First known use, by meaning
- from mid 20th c. Women's casual trousers, usually fairly form-fitting, that end at the calves.
Etymology from Wiktionary, CC BY-SA 4.0.