Why Women’s Careers Cannot Be Designed Around Missing Data

The Female Shift Reading Shelf: Invisible Women by Caroline Criado Perez

There are moments in women’s careers that sound personal at first. A woman tells herself she should become better at managing her energy. She wonders whether she simply needs stronger boundaries, a clearer voice, more confidence, a better network or a more strategic way of showing up. She looks at her calendar, her workload, her performance review, her family logistics, her next career step and quietly assumes that if something feels harder than it should, the missing piece must be somewhere inside her. And sometimes, of course, there is inner work to do. I believe deeply in agency. Women can learn to speak about their value more clearly, protect their energy more consciously, position themselves more strategically and make career decisions with more intention. That is the work I do every day.

But Invisible Women by Caroline Criado Perez reminds us of something we should not forget too quickly: not every difficulty women experience is a personal development need. Sometimes the deeper issue is that the system was built around incomplete information.

This is why I chose Invisible Women as this month’s Female Shift Reading Shelf pick. Not because I want to write a classic book review, and not because I think women need another list of shocking statistics to carry around like a handbag full of evidence. The book matters because it gives us a powerful lens for a pattern that shapes careers, leadership and everyday working life: when women’s realities are missing from the data, they are often missing from the design. And when women are missing from the design, they are asked to adapt.

They adapt to roles that assume endless availability. They adapt to leadership models built around uninterrupted career paths. They adapt to workplace cultures that reward visibility without fully noticing the conditions that make visibility easier for some and more expensive for others. They adapt to performance systems that measure output, but not the invisible work that makes output possible. They adapt to career conversations that ask whether they are confident enough, strategic enough, resilient enough or ready enough — while not always asking whether the system is reading their contribution accurately in the first place. That is the career pattern this book helps us see.

‍Why this book belongs on The Female Shift Reading Shelf

The Female Shift Reading Shelf is not a literature corner. It is not “twelve books I liked and therefore recommend.” I use each book as a thinking partner for one leadership or career pattern many women in corporate experience every day. Invisible Women is a strong book for this because it does not start with women’s feelings. It starts with evidence. Criado Perez shows how much of the world has been designed around a male default: from medical research to transport planning, from workplace safety to public policy, from technology to economics. The result is not always visible at first, which is exactly why it matters. When the default is treated as neutral, the missing perspective becomes almost impossible to see.

For women’s careers, this is deeply relevant. Because career systems also have defaults. A “serious career” is still often imagined around someone who can be consistently available, steadily visible, mobile, uninterrupted, full-time, energetic, linear and supported by private structures that remain conveniently outside the official career conversation. The model may look neutral on paper. In reality, it often assumes a life that many women do not have — or a life that only works because somebody else is absorbing the care, logistics and emotional infrastructure in the background.

That does not mean women cannot succeed in these systems. Many do. Many have learned to move brilliantly inside patterns that were not fully designed around them. But success inside a narrow pattern can still be expensive. A well-trained body can learn how to move in a tight jacket, but that does not make the jacket well cut.

This is where Invisible Women connects so strongly to my work. It helps us move from “What is wrong with me?” to “What has not been measured here?” And that is not a small shift. It changes the entire direction of reflection.

The central point I take from the book

The central idea I take from Invisible Women is simple and uncomfortable: what is not measured is often not valued. In corporate life, this has enormous consequences. The work that is easiest to measure often becomes the work that is easiest to recognise. Projects completed, numbers delivered, meetings led, decisions made, revenue influenced, teams officially managed — all of these can become visible career currency. But many women create value in ways that are harder to capture. They stabilise a team before it breaks. They sense when trust is disappearing. They translate between stakeholders. They anticipate conflict. They hold context. They make complexity workable. They prevent rework, confusion, escalation or emotional fallout. And because prevention is often invisible when it works, it can be mistaken for nothing happening.

A crisis avoided rarely gets the same applause as a crisis dramatically solved. A stakeholder carefully aligned before a meeting rarely looks as heroic as the person who saves the decision in the meeting. A team kept steady through tension rarely appears as impressive as a turnaround story after things fall apart. Yet in many organisations, this invisible work is the difference between progress and friction, between trust and resistance, between movement and exhaustion.

The problem is not that this work has no value. The problem is that it is often not named as value. And once something is not named, it becomes easy to absorb into personality. She is reliable. She is helpful. She is good with people. She keeps things running. These are positive words, but they can become too small. Reliable is not the same as strategic. Helpful is not the same as influential. Good with people is not the same as building leadership conditions for others to perform. This is where missing data becomes missing recognition.

“When we say human, on the whole, we mean man.”
— Caroline Criado Perez, Invisible Women

This sentence sits at the heart of the book’s argument, and it is also the line I would use as the visual anchor for the LinkedIn post. It names the problem clearly: the default has never been neutral. Around this quote, I would frame the career interpretation like this: when women’s realities are missing from the data, they become missing from the design. And when they are missing from the design, women are asked to compensate with more effort, more resilience, more adaptation and more self-optimisation. That is exactly the pattern I want this Reading Shelf article to interrupt.

Why this matters for women in corporate

‍Many women in corporate careers are not underprepared for the future. They are often highly capable, deeply experienced and remarkably good at making work work. They have learned how to stay useful through change, how to hold complexity without creating drama, how to keep projects moving through uncertainty and how to make themselves dependable in systems that do not always return that dependability with equal support. And still, when things become difficult, the conversation often turns back toward the woman. She should communicate better. She should make her value more visible. She should become more strategic. She should protect her energy. She should say no. She should build confidence. She should prepare for the future.

Again, none of this is wrong. But it becomes incomplete, and sometimes even unfair, when the system itself remains unexamined. If a woman is constantly overextended, we should not only ask whether she has a boundary problem. We should also ask which work keeps being assigned to her, which expectations are attached to her reliability, which tasks are valued in promotion decisions and which parts of her contribution remain invisible.

If a woman is not seen as ready, we should not only ask whether she lacks confidence or presence. We should ask how readiness is defined, who gets early sponsorship, whose leadership style is seen as natural and which signals the organisation has learned to associate with potential. If a woman feels that her career no longer fits, we should not only ask whether she needs more resilience. We should ask whether the role, pace, culture, mandate and support structures were ever designed around a life that includes care, energy, health, transition, family, ageing parents, ambition and the very human need not to live permanently stretched. This does not remove personal responsibility. It makes responsibility more intelligent.

Because the goal is not to tell women, “It is all the system, so nothing can be done.” That would be as useless as telling a plant, “The soil is bad, good luck.” The point is to understand the soil, the light, the roots, the watering pattern and the size of the pot — and then decide what can be changed, what must be named and where the plant may actually need more space.

Katharina’s reflection

What stayed with me most from Invisible Women is not only the scale of the data gap. It is the emotional familiarity of the pattern. I know the career version of it.

I have seen women who were essential to the functioning of a team but not positioned as future leaders. I have seen women who carried enormous relational and organisational complexity, but described their work in words that made it sound almost administrative. I have seen women who were praised for being dependable while slowly becoming trapped in the very dependability that made them valuable. I have seen women trying to become more resilient when the real question was whether their version of success had become too narrow, too heavy or too poorly designed. And I have seen how quickly women turn system friction into self-criticism.

They tell themselves they should be better at handling the pressure. They wonder why they are so tired. They compare themselves with people whose life conditions they cannot fully see. They ask whether they are ambitious enough, visible enough, strategic enough, strong enough. Often, they are asking these questions while carrying invisible work that would make any honest career model pause and say: wait, this is part of the equation too.

This is why I like the language of data, even though my work is deeply human. Data is not cold when it helps us stop personalising what was never only personal. Data can be a mirror. It can show that what felt like an individual weakness may actually be a repeated pattern. And once a pattern becomes visible, it becomes possible to work with it differently.

For me, this is the link between Invisible Women and The Female Shift. A woman does not need to become louder simply because her work has been under-measured. She does not need to become harder simply because her care, energy or contribution have been treated as private background. She does not need to become endlessly adaptable to systems that never ask what they are missing. But she does need to become a better reader of the system she is in.

She needs to understand which parts of her value are visible and which are not. She needs to know whether she is being recognised for the work that actually moves her career forward or mainly appreciated for work that keeps everything else running. She needs language for the contribution that has been treated as normal because she does it so well. And she needs to stop confusing missing recognition with missing value. That is a very different starting point.

‍The new cut for women’s careers

‍This also connects to the idea I have been exploring in my June writing: the new cut for women’s careers. In apparel and product creation, fit is not a decorative detail. It is structure. If something does not move with the body, you do not simply tell the body to adapt forever. You look at the cut. You look at the pattern. You look at where the fabric pulls, where the seam sits, where movement is restricted and where the design was based on a shape that is not actually present. Careers deserve the same intelligence.

Many women are not the wrong fabric. They are moving inside career patterns that were not fully designed around their reality. A career model built around constant availability does not fully fit women carrying care. A promotion model built around informal sponsorship does not fully fit women who are not invited into the rooms where sponsorship is formed. A performance model that rewards visible rescue does not fully notice women who prevent problems before rescue is needed. A future-readiness model that talks only about AI skills and employability does not fully capture the deeper question of whether a woman’s value is visible, transferable, supported and sustainable.

This is why I do not believe that the future of women’s careers can be built on more self-optimisation alone. Most women I work with have already optimised themselves for years. They have adapted, delivered, supported, learned, stayed available, anticipated needs, absorbed pressure and made themselves useful. But usefulness is not the same as future-readiness.

A future-ready career asks different questions. What value do I create beyond my job title? Which parts of that value are currently invisible? Who understands it well enough to advocate for me? What work drains me without positioning me? Which conditions do I need in order to perform well over time? What data about my work, energy, contribution and aspirations is missing from the career conversation? These are not soft reflection questions. They are employability questions. Just in better clothes.

Missing data and high performance

Invisible Women also gives a useful lens for the high-performance conversation, because many high-achieving women are not doing too little. They are often doing too much of the work that keeps everything moving, while not always protecting the work that creates recognition, visibility and long-term impact.

This is the quiet trap: the work that sustains a system can be deeply valuable and still poorly rewarded. A woman may become the person who knows the context, remembers the dependencies, senses the tension, keeps the rhythm and makes sure that no important detail falls through the cracks. People rely on her. They trust her. They are grateful for her.

But if that work is not translated into leadership language, it can become expected rather than recognised. This is one of the reasons ambition can turn into autopilot. A woman keeps performing because performance has become the safest way to prove value. She keeps carrying because others have learned that she can. She keeps stretching because stress starts to feel like evidence that she matters. And if nobody measures the full cost of this pattern — the energy cost, the opportunity cost, the visibility cost, the private-life cost — then the system continues to call it commitment. At some point, the question is no longer whether she can carry more. The question is what should no longer be carried by her.

Missing data and leadership readiness

The same logic applies to leadership readiness. “Not ready yet” often sounds like a neutral assessment, but readiness is rarely neutral. It is a bundle of signals: who is trusted, who is sponsored, who is seen as strategic, who can influence informally, who is allowed to be direct, who is interpreted as confident rather than difficult, who is given room to learn in public and who must arrive already polished.

If the system has incomplete data about what leadership can look like, women’s readiness can be misread before the formal conversation even begins. A woman may lead through trust, but the organisation looks for dominance. She may build alignment carefully before a meeting, but the room notices the person who performs authority most visibly during the meeting. She may prevent conflict, but the system rewards the person who dramatically resolves the conflict later. She may create psychological safety, but the organisation calls it “being good with people” instead of recognising it as leadership infrastructure.

That is why readiness conversations need better data. Not more vague feedback. Not another “you are doing great, but we need to see more.” More precision. Which dimension is missing? Which signal is not landing? Which part of her work is not visible? Which part of the system is not reading her contribution correctly? When the data is incomplete, “not yet” can become a very elegant way of hiding what nobody has clearly named.

The practical shift

The practical shift from Invisible Women is not to become cynical about systems. It is to become more observant. Instead of asking only, “How can I perform better inside this system?” ask: “What is this system not measuring and how does that shape what gets valued?”

That question changes the conversation. It helps you look at your work with more accuracy. It helps you notice the difference between visible tasks and invisible contribution. It helps you separate appreciation from recognition. It helps you identify which parts of your value need better language, which conditions need to be negotiated and which patterns you may have been treating as personal failure when they are actually system friction.

This is not about blaming the system for everything. It is about refusing to blame yourself for everything. And somewhere between those two extremes, there is a much more powerful place to stand.

A 10-minute reflection: The Missing Data Audit

Choose one recent project, role situation or career question and look at it through the lens of missing data. Start with what was visible. What did people see? The meeting, the presentation, the milestone, the decision, the report, the result, the delivery?

Then look at what was invisible. What did it take to make that visible outcome possible? Which conversations happened before the meeting? Which tensions did you notice early? Which stakeholders did you prepare? Which risks did you reduce? Which emotional work, coordination work or context work did you carry?

Then look at the conditions. What shaped your performance but was not part of the official story? Was the mandate clear? Did you have the decision rights you needed? Were you carrying care responsibilities, part-time constraints, restructuring pressure, health issues, unclear expectations, low sponsorship or stakeholder politics?

Finally, ask one question: which of these factors needs to become part of your career story? You can use this sentence:

“One part of the value I created was not only [visible task], but [invisible contribution], which helped [business or leadership outcome].”

For example:

“One part of the value I created was not only preparing the meeting, but aligning the critical stakeholders beforehand, which helped us avoid late-stage resistance and move faster to a decision.”

“One part of the value I created was not only supporting the team, but stabilising collaboration during a high-pressure phase, which protected delivery quality and reduced escalation risk.”

“One part of the value I created was not only managing the project plan, but noticing early where ambiguity was creating friction and turning that into clearer decision points for the group.”

This is not bragging. This is completing the data.

If this topic feels familiar, this may be a powerful moment to look at your own authority pattern more clearly. In a Career Clarity Call, we can look at where your value is already present, where it may not yet be fully understood, and what would help you become more visible, credible and leadership-ready without becoming someone you are not. Book your Career Clarity Call here.
And if you want to start with your strengths, join the first edition of The SHIFT Sessions on 11 June: Strengths Are Career Capital — a free 30-minute career clarity class on how to turn what comes naturally to you into visibility, confidence and career value. Join the SHIFT SESSION.

‍Further Reading from The Female Shift Journal

If this Reading Shelf pick resonated with you, these June articles continue the same conversation from different angles. Together, they explore one central question: what remains invisible in women’s careers — and what does that invisibility cost in terms of value, energy, readiness, recognition and future options?

The New Cut for Women’s Careers

This is the closest companion article to Invisible Women. It argues that future-ready careers for women are not built by working harder, but by taking new measure of strengths, visibility, influence, energy, skills, role conditions and choice. It connects directly to the book because missing data is a design problem: if women’s realities are not included in the way careers are imagined, women are asked to fit into models that were never fully cut around their lives.

The High Performance SHIFT: When Ambition Turns Into Autopilot

This article shows how many high-achieving women are not doing too little, but too much of the work that keeps everything moving without always creating recognition, visibility or long-term career value. It links to Invisible Women because the work that sustains systems is often the work that remains under-measured. When invisible work is not named, women may become useful everywhere but strategically visible nowhere.

The 5 Readiness Dimensions

This article explains why vague feedback like “not ready yet” is rarely only about competence. Readiness is a bundle of signals: micro-politics, communication, self-leadership, positioning and leadership identity. It connects to Invisible Women because if the system does not measure or recognise the full range of women’s leadership signals, women can be misread before the promotion conversation even begins.

Stress Pride Makes You Blind

Stress Pride Makes You Blind This article explores why many women mistake overwork for ambition, responsibility and career progress, especially in the rush hour of life. It connects strongly to Invisible Women because overwork often becomes normal when the full reality of women’s lives is not measured. If care, emotional labour, mental load, energy and invisible work remain outside the career conversation, women may start to treat permanent stretching as proof of value.

Publication details

Book:
Invisible Women: Exposing Data Bias in a World Designed for Men
Author:
Caroline Criado Perez
Year of publication: 2019
Category:
Gender data gap, systems, work, public policy, design, women’s lives
Recommended for:
Women in corporate careers who sense that their challenges are not only personal, but connected to wider systems of visibility, value, care, energy and recognition.
Best read with:
A notebook, one recent work situation in mind and the question: “What is currently invisible here — and what is that invisibility costing me?”

Want to make your own value more visible?

If this topic feels familiar, this may be a powerful moment to look at your own career pattern more clearly.

In a Career Clarity Call, we can look at where your value is already present, where it may not yet be fully understood, and what would help you become more visible, credible and leadership-ready without becoming someone you are not. Book your Career Clarity Call here.
And if you want to start with your strengths, join the next edition of The SHIFT Sessions on 29th July.