Tag Archives: #GenderViolence

Seven Ways Big Data Leaves Women Out of the Equation

Projection of numbers on a young woman's face.
Photo by Rada Aslanova.

Some months ago, a LinkedIn post showcasing an excerpt from the Chasing Financial Equality podcast with Cindy Galop stopped me in my tracks.

I didn’t know who Cindy was. Later, I discovered she’s a brand and business innovator, consultant, coach, and keynote speaker who participated in the UK Apprentice. She’s been building a business out of teaching sex and she’s also a women’s entrepreneur advocate.

Still, that one-minute video in my feedback was so powerful that I didn’t care who was speaking.

“F*ck data. Data does f*ck all.

We have literally for decades had the data you reference that says female founders exit faster, female founders burn less cash, female founders get to profitability quicker, female founders build better business cultures, but none of that data makes any difference

[…] Information goes through the heart, not the head. It’s not about rationality. It’s about emotion.

The reason women don’t get funded is due to plain old-fashioned sexism and misogyny.

Cindy Gallop

My background is in engineering and computer simulation and I’m Director of Scientific Support and Customer Operations for a tech corporation. I’m also a diversity and inclusion advocate. I’ve been using data for 30 years for everything I’ve done.

Using simulation to guide the development of new materials, leading the migration of all our customer support data after an acquisition, monitoring customer satisfaction KPIs, supporting the business case for enhanced maternity leave in the company I work for, and surveying professional women about the impact of COVID-19 on their unpaid work are only a few examples.

Still, Cindy’s post triggered an epiphany.

I began to recall all the ways data — or its absence — has been manipulated to foster gender inequality. From entrenching the status quo to promoting “busy work”, wearing out activists, or even benefiting those who profit from inequality.

Let’s show you what I found.

Gender Data Myths

“In God we trust, all others bring data.”

W. Edwards Deming

Data has been heralded as the key to innovation, solving systemic issues, and exponential growth (Big Data anyone?). We “just” need data, don’t we?

In theory, women have accounted for half of the population throughout humanity. We should have collected millions of data points over millennia. How come we haven’t solved gender inequality yet?

Because we’ve been using data against women.

At a time when we abide by the creed “data is the new oil”, it cannot be a coincidence that we’re solving this “data problem”

Here are the 7 ways data is weaponised against gender equity.

Lack of data

In the absence of data, we will always make up stories. 

Brené Brown

Woman sitting on a dune on a desert background.
Photo by cottonbro studio.

Recorded historical contributions to science and humanities — medicine, literature, chemistry, philosophy, politics, or engineering — have XY chromosomes.

From that “data”, the world feels very comfortable making up stories about the reasons why “progress” has been driven by men. If we have data, we must have a story about it.

The story we’re told about the lack of data on women’s contributions is that women haven’t contributed. Yes, for millennia, women were just in the background waiting for men to learn about fire, cure their children, or bring money home.

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My Post #IWD2024 Reflections: One Win and Three Persistent Failures

Another International Women’s Day has passed but how much have women’s rights progressed since last year?

If my social media posts last week were an indication, there have been some important wins but at the core, we’re still living under patriarchy.

More precisely 

  • Abortion became a constitutional right in France
  • Femicide alarming UK statistics 
  • The feminisation of hybrid work
  • The unnecessary male context in framing women’s achievements

Let me share my take.

France makes abortion a constitutional right

I love and hate International Women’s Day.

I love #IWD because it tells the world that we won’t close our eyes to gender violence, gender health disparities, gender pay gap, and other gender inequalities.

I hate it because it “reminds” me that I’m still a second-class citizen. For example, I don’t have the same rights about my body that a man has.

Moreover, unlike when I was a young woman when I could see barriers coming down, I now see barriers been purposely built to prevent women from being prosperous, educated, and healthy.

This is not a bug but a feature.

Women keep spending their energy re-fighting their basic rights instead of innovating, creating products that serve us, or investing their money to ensure we have enough wealth to enable us to get a dignified retirement.

Amid these conflicting emotions, an unexpected gift arrived:

This week France became the first country in the world to explicitly include the right to abortion in its constitution.

Of course, there is no free meal in the universe, so reading this BBC article, my heart skipped a beat — or 2 — when I read

1.- “Before the vote, Prime Minister Gabriel Attal told parliament that the right to abortion remained “in danger” and “at the mercy of decision makers”.”

In summary, decision-makers are not on the side of women. 

2.- “In a 2001 ruling, the council based its approval of abortion on the notion of liberty enshrined in the 1789 Declaration of the Rights of Man, which is technically part of the constitution.”

We have a Declaration of the Rights of “Man” dated almost 250 years ago that “decision makers” haven’t updated to the Rights of “human being” or “people“.

Until when will we need to keep fighting for laws and regulations that treat women as human beings with the same rights as men rather than Adam’s rib?

(Note: More on the Adam’s rib below)

Femicide alarming UK statistics

The European Institute of Gender Equality defines femicide as the killing of women and girls because of their gender, among other things, which can take the form of

  • The murder of women as a result of intimate partner violence
  • The torture and misogynist slaying of women
  • Killing of women and girls in the name of “honour”
  • Targeted killing of women and girls in the context of armed conflict
  • Dowry-related killings of women
  • Killing of women and girls because of their sexual orientation and gender identity
  • Killing of aboriginal and indigenous women and girls because of their gender
  • Female infanticide and gender-based sex selection foeticide
  • Genital mutilation-related deaths
  • Accusations of witchcraft
  • Other femicides connected with gangs, organised crime, drug dealers, human trafficking, and the proliferation of small arms.

When we talk about femicide we may think about Latino America, Asia, or Africa.

But we’re wrong.

A woman is killed by a man every three days in the UK on average. 

The Guardian

During #IWD2024 social media was full of posts talking about having more women in leadership, in tech, in STEM, in business…

But the reality is that society cannot even keep women alive.

The Guardian has started an interactive project highlighting the women who have been murdered in 2024 so we don’t forget them.

But is that enough?

No. Because they are not the problem.

We need to start focusing on the perpetrators.

  • Who are they?
  • How come sons, husbands, brothers, and male neighbours feel entitled to kill their mothers, wives, sisters, and female neighbours?
  • How do we as a society foster and at the same time minimise those murders naming them as “crimes of passion” or a “spur of the moment act”?

And also on their alibis

  • Family
  • Police
  • Justice system
  • Patriarchy
  • Misogyny

Insanity is doing the same thing over and over again and expecting different results.

Let’s start doing things differently.

The feminisation of hybrid work

I got an email from LinkedIn asking me to comment on the post Flexibility versus visibility: Does hybrid work threaten women’s progression? sharing their research on their site. 

I have reproduced below the key insights about hybrid work

“Now, LinkedIn data shows that women in the UK are more likely to have a job offering hybrid work than other types of work. More women had a hybrid role in 2023 than a fully remote or onsite role. Across a majority of industries, women are also more likely than men to have a hybrid role. In finance, consumer services, retail and even accommodation and food services, where remote and hybrid roles are less common, women are more likely than men to split their working week between home and the physical workplace.”

My take? I challenge how many men reporting “office” jobs are not doing “hybrid” jobs in disguise. 

In my experience, women need to be very clear about the terms and conditions of their place of work because of their caregiving obligations, hence the preference for jobs clearly articulated as such. 

On the flip side, men don’t see themselves as having such constraints, so they are happy to go for an “office” job and in practice do remote work.

For example, my company advertises jobs as office-based but in practice, employees can work up to 2 days a week from home.

Another point: Uneven transparency. Whilst typically women announce that they’ll be late, have been late, or won’t be able to make a meeting because of childcare responsibilities, men simply say that they are “double-booked” or that they cannot make it.

Whilst definitively there are gendered patterns, it’s paramount to recognise that men have the luxury to disguise hybrid work as office work whilst many women don’t.

The Adam’s Rib effect

Why can’t the media highlight a woman without “attaching” her to a man?

It happened again this Sunday.

I’m reading an article in The Guardian and the Headline reads

“ ‘I could have written three plays about her’: Jennie Lee, MP and wife of Nye Bevan, is celebrated on stage

Then, the subtitle says

“The coal miner’s daughter who set up the Open University and the Arts Council and was Britain’s youngest MP is the subject of two new shows”

And then, the first paragraph continues

“ ‘Behind every great man stands a great woman,’ the dated old saying goes. In the case of the celebrated Labour politician Aneurin Bevan, honoured in a new play at the National Theatre in London, the woman is his largely forgotten wife, Jennie Lee, who earned her own independent “greatness” on the public stage, not a domestic one.”

If that was not enough, even the article’s URL mentions her husband

https://www.theguardian.com/stage/2024/mar/10/i-could-have-written-three-plays-about-her-jennie-lee-mp-and-wife-of-nye-bevan-is-celebrated-on-stage

Ms. Jennie Lee, MP

  • Is Britain’s youngest MP
  • Britain’s first arts minister
  • Set up the Open University and the Arts Council

But in the first 4 sentences of the article — title, subtitle, and first paragraph — The Guardian feels is important to to let us know that

  • She was the wife of Nye Bevan
  • A coal miner’s daughter
  • And then repeat that she’s the largely forgotten wife of the celebrated Labour politician Aneurin Bevan

We need to wait until the second paragraph to actually learn about this woman.

“Lee, who was Britain’s first arts minister and established the Open University and the Arts Council, as well as backing the building of the National Theatre itself”

As the article continues, we learn more about a play about his husband and it’s not until the fourth paragraph that we learn more about Ms. Lee.

“she became an MP aged just 24 and had a big influence on British postwar culture.”

Can somebody explain to me why we cannot have a headline highlighting a brilliant woman without “sprinkling” a man — or two — on it? 

Why does the media believe that we need to know first about her husband, father, son, brother, and teachers as a preamble to showcasing a woman’s merits?

I’m naming this the “Adam’s rib” effect — providing unnecessary “male” context when highlighting the achievements of a woman.

This is utterly ridiculous and it’s a contemporary version of a not so distant past when women needed their husbands’ signatures to open a bank account.

@The Guardian — You need to do much better.

Back to you

How do you feel about #IWD?