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Acceptable data use vs exploitation when women receive ‘free’ digital health tools

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By Wolfgang Hackl, CEO, OncoGenomX Inc., Allschwil, Switzerland

In women’s health, “free” digital tools occupy an especially sensitive space. Period trackers, fertility apps, pregnancy platforms, menopause programs, pelvic-floor wearables, contraception reminders, mental-health chatbots and symptom diaries have become essential resources for millions worldwide. For many, these tools fill longstanding gaps in clinical care, offering information, monitoring and community.

Yet women’s health data are uniquely intimate, politically vulnerable and commercially valuable. The same apps that help a woman identify a fertility window or track post-partum mood changes may also collect sexual history, location, device IDs, hormonal patterns, and behavioral clues that can be monetized or repurposed – sometimes without meaningful transparency.

The core ethical question is urgent: When does the data exchange that underpins “free” women’s health tools empower individuals, and when does it exploit them?

Across research and policy commentary, the fault lines remain the same – transparency, proportionality, control, fair value sharing, and protection from harm – but their stakes are heightened in women’s health.

The high-risk profile of women’s health data

The sensitivity of women’s health data is not abstract. It becomes dangerous in real-world contexts:

  • Reproductive rights volatility – In jurisdictions with restrictive reproductive laws, menstrual cycle data, geolocation patterns around clinics, search histories and communication logs can be weaponized.
  • Stigma and discrimination – Data related to miscarriage, abortion, infertility, menopause symptoms, mental health, sexual function or domestic violence can lead to insurance denial, unfair pricing, employment impacts or social vulnerability.
  • Relationship and safety risk – Some apps collect or expose data that partners or third parties could misuse, from mood logs to location traces.
  • Commercial targeting – Women are historically targeted with exploitative advertising around fertility supplements, weight loss, anti-aging and alternative therapies, often amplified by intimate behavioral data.

These risks transform the ethics of “free.” When a tool’s business model depends on collecting sensitive reproductive or behavioral attributes at scale, the user is no longer the beneficiary – the user is the product.

What women expect when sharing health data

Studies consistently show broad support among women for sharing data when it drives tangible health benefits—research, better care pathways, early diagnosis, or community insights. Trust collapses when data are:

  • shared with advertisers, data brokers or insurers
  • used for profiling, risk scoring or targeted pricing
  • stored indefinitely or without clarity
  • accessible to third parties unknown to the user

Women expect three things above all:

  1. Radical transparency

Not euphemisms, not hidden trackers, not 30-page terms. Women want to know who sees what, why and how it will be protected.

  1. Meaningful agency

Granular control – “yes” to sharing anonymized cycle data for research, “no” to targeted ads; “yes” to contributing to public-good datasets, “no” to third-party data inference.

  1. Safety guarantees

Technical and legal safeguards that explicitly prohibit uses exposing women to legal, financial, physical or psychological risk.

Women’s health is not a sandbox for broad, open-ended data collection. When platforms request permissions unrelated to their core health function – photos, contacts, continuous location, device fingerprinting – alarm bells ring.

Exploitation patterns in “free” women’s health tools

Technical audits of menstrual and fertility apps show that many collect extraordinarily detailed data: cycle length, symptoms, sexual activity, pregnancy intentions, test results, mood logs, sleep, stress, location, device IDs, email metadata, and “other information.” Some share with dozens of third parties.

The exploitation signals are increasingly well understood:

  • Opaque data pipelines to marketers, analytics firms and profiling engines
  • Unbounded storage of sensitive reproductive histories
  • Engagement-driven design that nudges users toward disclosing more
  • Commercial re-use of intimate behavioral patterns unrelated to health
  • Minimal or performative governance despite high-risk categories

When a woman logs cramps or sexual activity, the ethical baseline is higher than in general wellness apps. The potential harms – legal, social, relational – are uniquely gendered and often irreversible.

Value capture and the “women pay twice” problem

Women’s health technologies have become a multi-billion-dollar market. But the value chain often flows upward, not back to the users:

  1. Women supply intimate, high-granularity data – Immense value for R&D, precision marketing, and investor storytelling.
  2. Companies monetize the insights – Through partnerships, advertising, risk scoring or AI model development.
  3. Women then purchase the resulting products – Including paid upgrades, supplements, or premium diagnostics whose innovation was subsidized by their data.

Without mechanisms that guarantee affordability, open reporting or reinvestment into women’s health services, the model becomes extractive. Women contribute the raw material, then buy back the finished product at retail price.

Pathways to acceptable – and truly empowering – data use

Responsible data practice in women’s health requires stricter standards than generic “digital health ethics.” The following markers – derived from current scholarship—are especially critical in women’s health contexts:

  1. Purpose-bound data practices

Tools should collect only what is strictly necessary for the health purpose. Fertility predictions do not require contact lists or persistent location tracking.

  1. Prohibitions on harmful secondary uses

Contracts and code must explicitly block:

  • insurance scoring
  • law enforcement access without due process
  • targeted advertising linked to reproductive data
  • cross-platform tracking
  • sale to data brokers
  1. High-security architecture

Women’s health data should be treated like genomic or mental health data:

  • encryption at rest and in transit
  • zero-trust design
  • independent security audits
  • strict third-party access regimes
  1. Governance designed for vulnerable contexts

Oversight bodies should include women’s health experts, legal scholars, and patient advocates, reviewing not just privacy compliance but real-world harm potential.

  1. Fair value and reciprocity

If population-level reproductive or maternal health data fuel AI models, companies should commit to:

  • affordability of products derived from those models
  • investment in community health infrastructure
  • transparency in data-driven improvements

This is not charity. It is ethical reciprocity.

The way forward: trust as a differentiator

Women’s health is evolving from niche to mainstream. With this visibility comes responsibility. Investors and innovators who treat data stewardship as a strategic asset – not a compliance hurdle—will define the next era of digital women’s health.

The future belongs to tools that:

  • put safety ahead of scale
  • align business models with women’s interests
  • eliminate dark patterns
  • prove that “free” does not mean “exploitative”
  • create value with, not from, women

Ultimately, the line between acceptable data use and exploitation is shaped by one question:

Does this tool treat women as partners—or as data sources?

The companies that choose the former will earn the trust that defines the next generation of global women’s health innovation.

Insight

Higher nighttime temps linked to increased risk of autism diagnosis in children – study

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Nighttime temperatures during pregnancy may be linked to a higher chance of an autism diagnosis in children, a recent study suggests.

The research tracked nearly 295,000 mother-child pairs in Southern California from 2001 to 2014 and linked warmer overnight temperatures with higher risk in early and late pregnancy.

Children of mothers exposed to higher than typical nighttime temperatures during weeks one to 10 of pregnancy had a 15 per cent higher risk of an autism diagnosis.

Exposure during weeks 30 to 37 was linked to a 13 per cent higher risk.

 Lead author David Luglio, a post-doctoral fellow at Tulane University, said: “A key takeaway is that we identified specific windows when a mother and her developing child can be most affected by exposures to higher nighttime temperatures.

“This is critical and hopefully can help mothers prepare accordingly.”

The study is described as the first to examine how temperature may affect fetal neurodevelopment, the process by which a baby’s brain and nervous system form during pregnancy.

Extreme temperatures linked to increased risk were classified as above the 90th percentile, meaning 3.6°F hotter than average, and the 99th percentile, 5.6°F above average.

The association held even after researchers accounted for factors such as neighbourhood conditions, vegetation and fine-particle air pollution.

The study could not account for other factors such as access to air conditioning. Researchers did not find the same association with daytime temperatures, potentially because people spend more time away from home during the day.

“Heat waves are becoming more frequent, and people may only think of the dangers of daytime heat exposure,” said Mostafijur Rahman, assistant professor of environmental health sciences at Tulane University.

“These results indicate a strong association between high nighttime temperatures during pregnancy and autism risk in children and show that we need to think about exposure to heat around the clock.”

The study did not examine how higher temperatures at night might affect prenatal development, though Luglio said it is possible that warmer nights disrupt sleep for pregnant mothers.

Previous research has suggested insufficient sleep during pregnancy may be linked to a higher risk of neurocognitive delays in children.

“Extreme heat exposure during pregnancy has been linked to a range of adverse health outcomes, including prenatal neurodevelopment delays and complications with an embryo’s development of a central nervous system,” Luglio said.

“The goal of our study was to specifically explore the link between prenatal heat exposure and autism diagnoses for the first time.”

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WHO hosts parliamentary dialogue on women’s health

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The World Health Organization (WHO) welcomed a delegation of parliamentarians to its Geneva headquarters for a high-level dialogue on women’s health and sexual and reproductive health and rights.

The meeting on 20 January 2026 focused on women’s health, sexual and reproductive health and rights, noncommunicable diseases (long-term conditions such as cancer and diabetes) and global health cooperation.

The exchange was convened by the Konrad-Adenauer-Stiftung and the UNITE Parliamentarians Network for Global Health, bringing together parliamentarians from Albania, Germany, Georgia, Mexico, Slovakia, South Africa, Sri Lanka, Sweden and Zimbabwe.

A central theme was the need to move beyond fragmented approaches to women’s health.

Dr Alia El-Yassir, WHO director for gender, equity and diversity, highlighted that outcomes are shaped by gender inequalities, social norms and structural barriers across the life course, requiring coordinated action across health systems.

Thirty years after the Beijing Declaration and Platform for Action, a landmark framework adopted in 1995 to advance gender equality and women’s rights, Dr Anna Coates, WHO gender equality technical lead, noted that progress on women’s health remains uneven.

She called for health systems that are more gender-responsive and able to address women’s health holistically across the life course.

Parliamentarians stressed that health is inseparable from wider social and economic policies, and called for stronger links between evidence, legislation and measurable impact at country level.

The meeting also focused on sexual and reproductive health and rights, where parliamentarians expressed interest in engaging on issues that directly affect their constituents.

Dr Pascale Allotey, director of WHO’s Department of Sexual, Reproductive, Maternal, Child, Adolescent Health and Ageing, outlined WHO’s life-course approach to sexual and reproductive health and rights.

She highlighted how needs evolve from birth to older age and how these are shaped by social determinants, humanitarian crises and demographic trends.

Dr Allotey underscored the role of parliamentarians in advancing sexual and reproductive health and rights and the importance of continued engagement with WHO to support evidence-based policy-making.

The agenda highlighted cancer as a growing priority for women’s health and for health system sustainability. Dr Prebo Barango, lead for the Cervical Cancer Elimination Initiative, Dr Meghan Doherty, consultant for palliative care, and Santiago Milan, lead for the WHO Global Platform for Access to Childhood Cancer Medicine, presented WHO’s integrated approach to cancer control.

Palliative care is treatment and support that aims to improve quality of life for people with serious illness by managing pain and other symptoms.

The discussion underlined the need for sustained political commitment and domestic investment to address noncommunicable diseases.

Parliamentarians shared national experiences showing the social and economic impacts of cancer on families and caregivers, reinforcing the importance of improving health literacy, reducing stigma and delivering people-centred care.

The meeting also addressed the state of global multilateralism.

Dr Jeremy Farrar, assistant director-general for health promotion, disease prevention and care, outlined how WHO has restructured to enhance efficiency, impact and capacity to support countries.

He reaffirmed WHO’s commitment to more systematic engagement with parliaments, recognising their role in shaping health policy, legislation and budgets.

The exchange concluded with a call for continued collaboration, including through partnerships with the Konrad-Adenauer-Stiftung and the UNITE Parliamentarians Network for Global Health, ahead of the UNITE Global Summit 2026 on 6–7 March in Manila, the Philippines.

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Cancer

FDA approves Agilent test for ovarian cancer

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Agilent has FDA approval for a test to identify ovarian cancer patients who may be eligible for immunotherapy.

Agilent’s PD-L1 IHC 22C3 pharmDx is the only FDA-approved companion diagnostic to help identify patients with epithelial ovarian, fallopian tube or primary peritoneal carcinoma whose tumours express PD-L1 and who may be eligible for treatment with KEYTRUDA, Merck’s anti-PD-1 therapy.

A companion diagnostic is a test used alongside a specific treatment to show whether a patient is suitable for that therapy. PD-L1 is a protein on some cancer cells that helps tumours evade the immune system.

These cancers affect the reproductive system and the lining of the abdominal cavity.

The test enables pathologists to assess PD-L1 expression at diagnosis to support treatment decisions in a disease where options remain limited for many.

This is the seventh FDA-approved companion diagnostic indication for PD-L1 IHC 22C3 pharmDx for use with KEYTRUDA.

Nina Green, vice president and general manager of Agilent’s clinical diagnostics division, said: “Delivering effective precision oncology requires close collaboration between diagnostics and therapeutics, and this FDA approval reflects Agilent’s long-standing industry partnership in companion diagnostics.

“We are proud to enable pathologists to identify patients with EOC who may benefit from immunotherapy.

“As the first immuno-oncology approval for this disease, this milestone underscores our commitment to advancing precision medicine and expanding access to innovative cancer treatments worldwide.”

PD-L1 expression with this test was evaluated in the KEYNOTE-B96 clinical trial supporting its use to identify patients who may benefit from KEYTRUDA.

In the US, ovarian cancer caused approximately 12,730 deaths in 2025 and the five-year survival rate was 51.6 per cent between 2015 and 2021.

In addition to these cancer types, the test is indicated in the US to help identify patients with non-small cell lung cancer, oesophageal squamous cell carcinoma, cervical cancer, head and neck squamous cell carcinoma, triple-negative breast cancer and gastric or gastro-oesophageal junction adenocarcinoma who may benefit from treatment with KEYTRUDA.

The test was developed by Agilent with Merck as a companion diagnostic for KEYTRUDA.

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