Paraná school attendance facial recognition system criticised as "invasive"
Paraná school attendance facial recognition system criticised as "invasive"
Occurred: 2025-
Page published: March 2026
The state of Paraná, Brazil, use of a facial recognition system in over 1,700 public schools to automate student attendance sparked legal action and international criticism for violating the privacy and biometric rights of nearly one million minors without valid consent, and creating a "noxious" environment.
LRCO Paraná, a facial recognition-based student attendance system used by the Brazilian state of Paraná, has been criticised for being overly intrusive, prone to errors and for collecting sensitive data including facial expressions and emotional attributes without the explicit consent of parents or students.
Teachers use a mobile app to take photos of classrooms; within seconds, the images travel to a cloud server, where a facial recognition algorithm detects each student's face, extracts it, and compares it against a database of biometric profiles. Students identified in the photos are marked present; those the system does not find are marked absent.
Estimated to affect approximately 430,000 to 1,000,000 students, the system has been found to be insufficiently inaccurate. A 2025 study conducted by researchers at São Paulo State University found that the facial recognition system achieved an average accuracy rate of 91.1 percent, below the 95 percent performance requirement specified in the procurement contract.
This inaccuracy may have significant downstream impacts. Eligibility for Brazil's Bolsa Família welfare programme depends in part on school attendance, meaning families stand to lose payments should their child miss school.
More broadly, critics say the "noxious" system risks fundamentally altering the educational environment by eroding privacy and normalising mass surveillance, eroding interpersonal trust, inhibiting self-expression, and marginalising students feeling targeted.
The system has also been accused of failing to gain the meaningful consent of students and parents for biometric processing. Early enrolment forms did not include an option allowing families to refuse the use of facial recognition technology, according to a lawsuit brought by public prosecutor Marcos José Porto Soares - an allegation later contested by Paraná.
The system was developed by Brazilian state-owned IT company Celepar and the private firm Valid, using biometric technology from Slovakian company Innovatrics.
A March 2026 Investigate Europe deep dive showed how Innovatrics' facial recognition software came to be deployed in Paraná’s schools, despite being restricted across the European Union under the EU AI Act.
The system's rollout was driven by a political and administrative agenda shaped by Paraná's education secretary, a technology entrepreneur who took office in 2019 with an explicit mandate to digitise the state's schools.
Citing an OECD study showing that Brazilian teachers spent a third of each lesson on non-teaching tasks, the state argued that automating attendance would recover lost instructional time.
However, it appears the authorities relied on "assumed" or "opt-out" consent rather than explicit "opt-in" permission required for sensitive biometric data under Brazil's General Data Protection Law (LGPD).
Furthermore, a lack of a pre-launch Data Protection Impact Assessment (DPIA) indicates the risks to minors were not adequately weighed against the perceived benefits.
For students, the controversy demonstrates the tangible risk that algorithmic error poses to those from low-income families who depend on Bolsa Família welfare transfers. It also represents a normalisation of mass surveillance in a space that should foster development and trust, potentially creating a "chilling effect" on their behaviour and potentially affecting their sense of privacy, autonomy, and trust in public institutions.
For society and policymakers, it highlights the urgent need for export controls on surveillance AI, stronger safeguards for children's biometric data globally, and clear liability frameworks when algorithmic errors cause material harm. With facial recognition technologies deemed too invasive for use on European children being sold freely into jurisdictions with weaker protections, it also raises questions about the international governance of AI.
LRCO Paraná
Developer: Celepar; Innovatrics; Valid
Country: Brazil
Sector: Education
Purpose: Register student attendance
Technology: Facial recognition
Issue: Accountability; Accuracy/reliability; Consent; Fairness; Normalisation; Power inbalance; Privacy/surveillance
2019. Tech entrepreneur Renato Feder becomes Paraná education secretary; launches sweeping digitisation agenda for state schools.
September 2022. Celepar signs contract with Valid to develop Paraná facial recognition solution.
2023-2024. The system is rolled out across 1,700+ schools in Paraná.
November 2024. A UN Special Rapporteur report recommends a global ban on facial recognition in educational settings, citing threats to academic freedom.
2025. São Paulo State University study finds the system's accuracy rate of 91.1% falls below the 95% contractual requirement.
April 2025. Public prosecutor Marcos José Porto Soares files a civil lawsuit against the State of Paraná and Celepar, seeking R$15 million in damages and a permanent ban.
March 2026. Investigate Europe publishes investigation into LRCO Paraná.
General Personal Data Protection Law (LGPD)
3rd Public Prosecutor's Office of Campo Mourão v State of Paraná and Celepar. Public Civil Action No. 0004208-55.2025.8.16.0058
Investigate Europe (2025). Blocked in Europe, deployed abroad: The facial recognition system monitoring Brazil’s schoolchildren
Crepaldi A., et al (2025). Solução de reconhecimento biométrico facial como estratégia para otimizar o processo de registro da chamada
UN Special Rapporteur on the Right to Education (2024). Academic Freedom
Jararaca (2023). Reconhecimento facial nas escolas públicas do Paraná
Privacy International (2022). The Right to Privacy in Brazilian Schools: Universal Periodic Review
AIAAIC Repository ID: AIAAIC2252