Etymology

gender-blind

Today it means: Having the quality of ignoring gender, such as organizations that accept and/or house people together without discriminating on the basis of gender. Full definition →

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The story

From gender + blind, by analogy with color blind (“holding no prejudice based on skin color; not paying attention to skin color”).

Etymology from Wiktionary, CC BY-SA 4.0.