Invisible Women: Data Bias in a World Designed for Men

Others simply stand down. Violence against female politicians in Asia and Latin America has been shown to make them less likely to stand for re-election and more likely to leave after fewer terms compared to male politicians.67 ‘I don’t know if I will be a candidate in the next elections,’ one Asian MP told the IPU, ‘because I need to think about not causing too much harm to my family.’68 Meanwhile one in three female politicians in Swedish local politics ‘reportedly considered giving up their positions as a result of threatening incidents’.69

The abuse faced by female politicians also makes women more reluctant to stand in the first place. More than 75% of British women on a programme for aspiring female leaders said that sexist abuse of female politicians online ‘was a point of concern when considering whether to pursue a role in public life’.70 In Australia, 60% of women aged eighteen to twenty-one and 80% of women over thirty-one said the way female politicians were treated by the media made them less likely to run for office.71 Nigeria experienced a ‘marked decline’ in the number of female politicians elected to the country’s congress between 2011 and 2015; a study by the US NGO the National Democratic Institute found that this could be ‘attributed to the violence and harassment that women in office face’.72 And, as we have seen, this decline in female representation will give rise to a gender data gap that in turn will result in the passing of less legislation that addresses women’s needs.


The evidence is clear: politics as it is practised today is not a female-friendly environment. This means that while technically the playing field is level, in reality women operate at a disadvantage compared to men. This is what comes of devising systems without accounting for gender.

Sheryl Sandberg’s approach for navigating hostile work environments, outlined in her book Lean In, is for women to buckle up and push through. And of course that is part of the solution. I am not a female politician, but as a woman with a public profile I get my own share of threats and abuse. And, unpopular as this opinion may be, I believe that the onus is on those of us who feel able to weather the storm, to do so. The threats come from a place of fear. In fact, a gender-data-gap-driven fear: certain men, who have grown up in a culture saturated by male voices and male faces, fear what they see as women taking away power and public space that is rightfully theirs. This fear will not dissipate until we fill in that cultural gender data gap, and, as a consequence, men no longer grow up seeing the public sphere as their rightful domain. So, to a certain extent, it is an ordeal that our generation of women needs to go through in order that the women who come after us don’t.

This is not to say that there are no structural solutions. Take the issue of women being interrupted. An analysis of fifteen years of Supreme Court oral arguments found that ‘men interrupt more than women, and they particularly interrupt women more than they interrupt other men’.73 This goes for male lawyers (female lawyers weren’t found to interrupt at all) as well as judges, even though lawyers are meant to stop speaking when a justice starts speaking. And, as in the political sphere, the problem seems to have got worse as female representation on the bench has increased.

An individualist solution might be to tell women to interrupt right back74 – perhaps working on their ‘polite interrupting’75 skills. But there’s a problem with this apparently gender-neutral approach, which is that it isn’t gender-neutral in effect: interrupting simply isn’t viewed the same way when women do it. In June 2017 US Senator Kamala Harris was asking an evasive Attorney General Jeff Sessions some tough questions. When he prevaricated once too often, she interrupted him and pressed him to answer. She was then in turn (on two separate occasions) interrupted and admonished by Senator John McCain for her questioning style.76 He did not do the same to her colleague Senator Rob Wyden, who subjected Sessions to similarly dogged questioning, and it was only Harris who was later dubbed ‘hysterical’.77

The problem isn’t that women are irrationally polite. It’s that they know – whether consciously or not – that ‘polite’ interrupting simply doesn’t exist for them. So telling women to behave more like men – as if male behaviour is a gender-neutral human default – is unhelpful, and in fact potentially damaging. What is instead called for is a political and work environment that accounts both for the fact that men interrupt more than women do, and that women are penalised if they behave in a similar way.

It has become fashionable for modern workplaces to relax what are often seen as outmoded relics of a less egalitarian age: out with stuffy hierarchies, in with flat organisational structures. But the problem with the absence of a formal hierarchy is that it doesn’t actually result in an absence of a hierarchy altogether. It just means that the unspoken, implicit, profoundly non-egalitarian structure reasserts itself, with white men at the top and the rest of us fighting for a piece of the small space left for everyone else. Group-discussion approaches like brainstorming, explains female leadership trainer Gayna Williams, are ‘well known to be loaded with challenges for diverse representation’, because already-dominant voices dominate.78

But simple adjustments like monitoring interruptions79 and more formally allocating a set amount of time for each person to speak have both been shown to attenuate male dominance of debates. This is in fact what Glen Mazarra, a showrunner at FX TV drama The Shield, did when he noticed that female writers weren’t speaking up in the writer’s room – or that when they did, they were interrupted and their ideas overtaken. He instituted a no-interruption policy while writers (male or female) were pitching. It worked – and, he says, ‘it made the entire team more effective’.80

A more ambitious route would be changing the structure of governance altogether: away from majority-based, and towards unanimous decision-making. This has been shown to boost women’s speech participation and to mitigate against their minority position81 (a 2012 US study found that women only participate at an equal rate in discussions when they are in ‘a large majority’82 – interestingly while individual women speak less when they are in the minority, individual men speak the same amount no matter what the gender proportion of the group).

Some countries have attempted to legislate against the more extreme ways in which women’s voices are shut out from power. Since 2012, Bolivia has made political violence against a woman elected to or holding public office a criminal offence; in 2016 they also passed a law preventing anyone with a background of violence against women from running for political office.

But on the whole, most countries proceed as if female politicians do not operate at a systemic disadvantage. While most parliaments have codes of conduct, these are generally focused on maintaining a gender-neutral ‘decorum’. Most countries have no official procedure for settling sexual-harassment complaints, and it’s often up to whoever happens to be in charge (usually a man) to decide whether sexism is in fact indecorous and therefore against rules. Often they don’t. One female MP told the IPU that when she demanded a point of order following a sexist insult from a colleague, the Speaker had rejected her motion. ‘I cannot control what another member thinks of you,’ she was told.

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