Analyzing the efficacy of data anonymization through a gender lens reveals its limitations. While it can prevent immediate biases in hiring or evaluations, it does not address gendered experiences, disparities in career progression, or the visibility and recognition of women’s contributions in tech. A more nuanced approach to gender equality is necessary.
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