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India Senouci2026-06-02 10:54:562026-06-02 14:45:12[BELLE HISTOIRE] AI to optimize robot-assisted knee osteoarthritis surgeryChildren's applications: the sensitive issue of privacy
September 19, 2022 - Cybersecurity - Media of the future - Digital health

Do large companies tend to collect more personal data from children? Are the various laws on respecting the privacy of minors effective? A research team at the Institut Mines-Télécom Business School has managed to provide some answers to these questions, by studying over 27,000 applications over a three-year period. And the results are not so intuitive.
In recent years, the digital giants, particularly the GAFAs, have been regularly criticized for their failure to protect users' privacy. Highlight: the record $5 billion fine In 2019, the Federal Trade Commission (FTC), the US consumer protection agency, will impose a fine on Facebook.
Among the personal data collected online, some are subject to particular vigilance, such as that concerning children. In the United States, the Children's Online Privacy Protection Act (COPPA), which came into force in 2000, aims to protect the privacy of individuals under the age of 13. In particular, it defines what data is considered "sensitive" for children, such as data that can be used to identify a minor user on different devices, or to geolocate him or her. And failure to comply with the law can result in heavy penalties: in 2019, FTC fines TikTok $5.7 million Another industry heavyweight.
These examples in the media may give the impression that large companies are less respectful of user privacy than others. But is this impression justified? This is one of the questions answered by a team of five researchers, including IMT-BS researcher Vincent Lefrere, in a study entitled " Privacy, data and competition: the case of apps for young children ". The researchers included a professor from MIT, a collaboration made possible thanks to support from Carnot TSN. Their aim was to understand the factors that can influence the collection of personal data from a fragile population. Are there differences in behavior depending on the size of the development company? The developer's country of origin? Can platforms like Google's and Apple's encourage, or, on the contrary, hinder, regulation around privacy?
Over 1.5 million observations
To answer these questions, the authors of the study analyzed 27,785 children's applications, created by 11,343 developers from 127 countries. " Every two weeks, we studied the data they collected, so as to monitor changes in their behavior," adds Vincent Lefrere. Over a period of three years, the team collected more than 1.5 million observations, enabling them to draw up a relevant market overview.
Some of the applications studied have already been examined by download platforms. So, if you'd like to join the For the family" program For example, a Google developer must commit to complying with current legislation on children's privacy (COPPA or RGPD, for example). But the researchers also analyzed other applications defining themselves as "for kids", without belonging to a Google or Apple program dedicated to the family.
Big companies among the top performers
The study's first conclusion is that, contrary to certain preconceived ideas, large developers collect less personal data than small ones. " What may explain this finding is the cost associated with complying with regulations," explains the ITM-BS researcher. " A small developer wishing to comply with the rules must first learn about the laws in force in each country, then put in place measures to respect these constraints, secure the data... A task that is expensive and, in fact, more accessible to large structures than to small ones. " The full study and detailed results are available at available online (publication in English).
Researchers also believe that the programs set up by Google and Apple are proving effective. In fact, applications that are part of these programs collect, on average, less data than those that are not. " This means, for example, that parents can trust this category more when it comes to respecting their children's privacy ", deduces Vincent Lefrere.
And what about geographical differences? According to the study, developers from countries with strong privacy regulations (for example, Europe or the USA) generally collect less data. " That said, the two previous effects work regardless of the country, and even more so for those with less stringent legislation," explains the researcher. " Because, in this case, the effort required to comply with the requirements of other states, or of Google and Apple, is very high, and therefore not very accessible to small developers. On the contrary, for a European developer, it's less difficult to adapt to American regulations. "
However, all developers, whatever their country of origin, are expected to comply with the laws of all the territories in which their applications can be downloaded. In short, it's a modern-day application of the adage "No one is supposed to ignore the law". " Nevertheless, in reality, there is little control, except perhaps with the big players ", Vincent Lefrere points out. " Platforms do analyze applications, but more for security or quality reasons. When it comes to data, it's more up to the user to be vigilant. "
Protecting privacy: everyone's business
However, respect for privacy, particularly that of children, remains in everyone's interest, be they individuals, companies or public authorities. So how can we help developers of all sizes to comply with the rules? " First of all , we need to make smaller market players aware of these issues and support them, via tools and financial aid," recommends the ITM-BS researcher. " Because non-compliance with the laws is generally explained by the cost associated with compliance, rather than by unwillingness. "
The study's co-author also calls on all stakeholders to do their bit: " Google and Apple platforms could increase their surveillance. Public authorities, for their part, would also benefit from clearer laws, tighter controls, and even more tools of their own. Finally, users would do well to become more aware of how their data is used, so that they can take an informed look at a subject that concerns them directly. "
Encouraging results, but vigilance required
However, there's no question of the researcher becoming a doomsayer. " While the subject of children's personal data must be taken with the utmost seriousness, our approach is not intended to be alarmist. Indeed, on the whole, the study proves that, in the face of strong regulation, applications tend to respect children's privacy. " For the authors of the study, the idea is to maintain high standards for personal data, and to ensure that legislation evolves with technology.
"If we had to sound an alarm, it would be about the risk of unfair competition," warns Vincent Lefrere. " In a globalized market, we have to make sure that developers who don't care about privacy issues don't get the upper hand over those who do. For the good of the latter, but also of users.
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Children's applications: the sensitive issue of privacy
September 19, 2022 - Cybersecurity - Media of the future - Digital health
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Children's applications: the sensitive issue of privacy
September 19, 2022 - Cybersecurity - Media of the future - Digital health
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The team
François Pineau
Deputy Director of the Institut Carnot Télécom
and Digital Society
Christian Picory - Donated
Director of the Institut Carnot Télécom
and Digital Society
Laurent Ebner
Major Partnerships Officer
& Strategic Marketing
Carnot TSN,
a presence throughout France, the strength of a structured network and easy access to its expertise
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The Carnot network,
an inter-Carnot alliance in the digital sector
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Carnot Télécom & Société numérique is a member of the Association des instituts Carnot.
Our projects
partnerships
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Infographic coming soon
Our success stories
of research partnerships
Need more information?
Children's applications: the sensitive issue of privacy
Life-cycle oriented design and systems approach to energy efficiency in heating system storage.
This project is at the heart of a partnership between ITM and elm.leblanc, aimed at supporting the company's energy and digital transformation, through research, innovation and training.
The target of the research program is the domestic hot water storage element of the future: more efficient, less costly in terms of raw materials, recyclable, self-adapting to end-user needs, and durable via continuous monitoring.
CORENSTOCK will define all the service functionalities and processes involved in the life-cycle phases of thermal storage elements: energy efficiency in the production phase and in the use phase; intelligent control of thermal production and preventive maintenance in the use phase; extended service life and circular economy strategies at end-of-life.

More resources 
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Platforms
Putting our expertise and research to work for companies is our business.
The Carnot Télécom & Société Numérique platform offering identifies the platforms within our technology offering that are open directly to companies.
These platforms are regional entry points for wider access to our Carnot's full range of R&D skills.
Carnot TSN brings together more than 50 R&D technology platforms across France. Located at the heart of our components, they are as close as possible to researchers and to regional scientific dynamics of excellence (nanotechnologies, health, environmental imaging, etc.). Our "one-stop shop" approach ensures that you are put in touch with the platform that best meets your needs, both in terms of scientific aspects and partnership arrangements. Find out more about some of our platforms in the articles we have dedicated to them below.
Our 12 platforms 
Sertit
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Multimodal satellite data processing and rapid crisis mapping for emergency decision-making
Mimento
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Micro-nanotechnologies for the manufacture of mechanical, acoustic and optical microsystems
TeraLab
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Sovereign & secure Big Data and Cloud Computing
TTool
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Open-source simulation and experimentation of reprogrammable network configurations and configuration testing
Ramses
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Enhancement of AADL models and associated code generation for embedded system synthesis
Omni
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Digital measurement and analysis
Cybersecurity
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Multiscenario experimentation on the security of hardware, services and applications via Self-Defined Networking (SDN)
Ose
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Digital communication via underwater acoustic link Radar data reception station for remote sensing
Europ
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Testing and industrial transfer of ultra-high-speed communication technologies
OpenAir Interface
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A suite of open-source software applications to support all the functionalities of 4G and 5G mobile telecommunications systems.
Arago
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Technology platform specialized in applied optics. Scientific services and technical environment for the optics and vision sectors.
Shell
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Development of health/wellness tools, services and equipment. ICT equipment and Living Labs for the disabled and dependent
dependency
Find out more about our platforms?
Mimento
MIcrofabricationfor MEchanics, Nanosciences, ThermicsandOptics
MIMENTO is part of the RENATECH network (Réseau national de grandes centrales de technologie pour la Recherche Technologique de Base). Located on the TEMIS technology park in Besançon, it has a total area of around 1,300 m², including 865 m² of cleanroom space (ISO class 5 to 7).
The platform provides access to high-tech equipment worth 17 million euros, with a team of 15 engineers and technicians.
Areas of expertise 
- Piezoelectric sensors
- Microfluidic devices for cell sorting
- Radiofrequency components
- Optical components
- MEMS technologies
Application sectors 
Cloud and Big Data Cybersecurity Data analytics and AI Defense Energy Environment Industry of the future Media of the future Networks and communicating objects Health and autonomy Safety Smart City Transportation and mobility
Our services 
Characterization | Certification/Homologation | Design | Consulting and Technical Services | Education/Training | Experimental/Technological | Modeling/Design | Digital/Logical | R&D Services | Prototyping/Innovation | Research | Service | Simulation/Optimization | Intellectual Property Valorization | Monitoring, Forecasting and Business Intelligence
Location 

Located in the THEMIS technology park in Besançon, France
Available resources 

Engineers and technicians

million euros of equipment

m2 of space, including 865m2 of cleanroom space























































