The quality of treating people equally and justly, without favoritism or cheating.
From “fair,” which in Old English “fæger” meant “beautiful, pleasing, attractive,” and later gained the sense of “morally right” or “just.” “Fairness” adds the noun‑forming suffix -ness to describe the state of being fair.
Fairness started as a word about beauty before it became a word about justice. It’s as if English decided that what is truly “fair” to the eye should also be fair to the heart and to other people.
'Fairness' in law, employment, and politics has often been applied inconsistently across genders, with formal appeals to fairness masking structural exclusion of women and gender minorities. In algorithmic contexts, fairness now explicitly includes gender equity as a dimension.
When using 'fairness,' be explicit about whose interests are considered and include gender as a relevant axis when discussing justice or bias.
["equity","impartiality","justice"]
In discussions of fairness reforms, credit the work of women advocates, lawyers, and organizers who pushed for gender-equal treatment in voting, employment, and education.
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