{"product_id":"data-equals-by-colin-koopman-9780226842257","title":"Data Equals","description":"\u003cdiv class=\"book-description\"\u003e\n\u003cp\u003e\u003cstrong\u003eAn expansive vision for data equality that goes beyond algorithmic fairness.\u003c\/strong\u003e\u003c\/p\u003e\n\n\u003cp\u003eWhen we gave algorithms power over our world, we hoped that the apparent neutrality of machine thinking would create a more egalitarian age. Yet we are more divided than ever, staring down threats to democracy itself. In \u003cem\u003eData Equals\u003c\/em\u003e, Colin Koopman argues that data technologies fail us so often because we built them around a deficient notion of equality.\u003c\/p\u003e\n\n\u003cp\u003eIt is not enough, Koopman explains, that algorithms engage everyone's data with the same measuring stick. The data themselves are all too often structured in ways that obscure and exacerbate stratifying distinctions. Koopman contends that we must also work to ensure that those people subject to computational assessment enter data systems on equal terms.\u003c\/p\u003e\n\n\u003cp\u003ePart philosophical argument, part practical guide (replete with case studies from education technology), \u003cem\u003eData Equals\u003c\/em\u003e offers novel methods for realising democratic equality in a digital age.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Unknown","offers":[{"title":"Default Title","offer_id":46871393337580,"sku":"9780226842257","price":54.99,"currency_code":"NZD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0705\/7784\/8556\/files\/20650853482268.jpg?v=1759876318","url":"https:\/\/bookhero.co.nz\/products\/data-equals-by-colin-koopman-9780226842257","provider":"Book Hero","version":"1.0","type":"link"}