Data Feminism

Data feminism begins before a spreadsheet is opened or a model is trained. It asks who had the authority to define the problem, create the categories, collect the evidence and decide what would remain uncounted. Data do not simply describe a world already there. Budgets, institutions and inherited classifications make some lives highly legible while leaving other work, harms and identities absent, distorted or exposed only to systems of control.

A missing record can signal neglect: medicine built around male bodies, economic measures that erase unpaid care, or public systems that fail to document violence against marginalized people. But the answer is not always more collection. The same communities denied recognition may also be overmeasured by police, welfare agencies, borders and platforms. Data justice must distinguish the right to be counted from the right not to be captured, and public accountability from extraction disguised as inclusion.

Algorithmic bias is therefore not merely a defective sample awaiting technical repair. Search rankings, facial analysis, risk scores and automated eligibility systems operate inside racialized and gendered institutions. Improving accuracy can distribute an existing institution's decisions more evenly without making those decisions legitimate. Intersectional analysis asks where aggregate categories conceal concentrated harm; situated knowledge asks whose experience can challenge an official model; design justice asks whether affected people can set purposes, control resources and refuse deployment.

The archive also makes the labor and materiality of data visible. Annotation, moderation, maintenance, community documentation, mineral extraction and energy use sit beneath interfaces described as frictionless or intelligent. A feminist approach joins representation to political economy: who is pictured, who works, who owns the infrastructure, who absorbs error and environmental cost, and who can demand repair. Its goal is not a perfectly neutral dataset, but democratic power over what is measured, built and allowed to govern life.