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Invisible Women: Data Bias in a World Designed for Men
When you have been so used, as a white man, to white and male going without saying, it’s understandable that you might forget that white and male is an identity too.
Caroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
male bias is so firmly embedded in our psyche that even genuinely gender-neutral words are read as male.
Caroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
‘Humans evolved to have an instinct for deadly violence, researchers find’, read a 2016 headline in the Independent.3 The article reported on an academic paper called ‘The phylogenetic roots of human lethal violence’, which claimed to reveal that humans have evolved to be six times more deadly to their own species than the average mammal.4 This is
... See moreCaroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
Simone de Beauvoir made it most famously when in 1949 she wrote, ‘humanity is male and man defines woman not in herself, but as relative to him; she is not regarded as an autonomous being. [. . .] He is the Subject, he is the Absolute – she is the Other.’1
Caroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
This kind of negative reaction to the introduction of women is witnessed all over the cultural landscape. When in 2013 I campaigned to have a female historical figure on the back of English banknotes some men got so angry that they felt compelled to threaten me with rape, mutilation and death.
Caroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
One of the most important things to say about the gender data gap is that it is not generally malicious, or even deliberate. Quite the opposite. It is simply the product of a way of thinking that has been around for millennia and is therefore a kind of not thinking. A double not thinking, even: men go without saying, and women don’t get said at
... See moreCaroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
We don’t even allow non-humans to escape our perception of the world as overwhelmingly male: when researchers in one study attempted to prompt participants to see a gender-neutral stuffed animal as female by using female pronouns, children, parents and carers still overwhelmingly referred to the animal as ‘he’.42 The study found that an animal must
... See moreCaroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
Artificial intelligence that helps doctors with diagnoses, that scans through CVs, even that conducts interviews with potential job applicants, is already common. But AIs have been trained on data sets that are riddled with data gaps – and because algorithms are often protected as proprietary software, we can’t even examine whether these gaps have
... See moreCaroline Criado Perez • Invisible Women: Data Bias in a World Designed for Men
"AIs" not the correct terminology here but the point stands that LLMs are often trained on biased data
A typical female travel pattern involves, for example, dropping children off at school before going to work; taking an elderly relative to the doctor and doing the grocery shopping on the way home. This is called ‘trip-chaining’, a travel pattern of several small interconnected trips that has been observed in women around the world. In London women
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