Paraná, Brazil has used facial recognition for school attendance since 2023 (~1M students, 1,700+ schools). A 2025 UNESP audit found only 91.1% accuracy vs. a 95% contractual bar; 80% of teachers rated it worse than roll call. Prosecutors sued the state in 2025 over LGPD.
~1,000,000
Students logged daily (2025)
1,700+
Schools using the system (2025)
7 of 27
Brazilian states where the approach has spread (2025)
91.1%
Measured recognition accuracy (2025 UNESP study)
2 minutes
Average verification time per class
80% %
Teachers rating the tool less effective than manual roll call
R$15 million
Damages sought by prosecutors (civil action filed April 2025)
Details
Promoter
Secretaria de Estado da Educação do Paraná (SEED-PR) / Celepar / Valid / Innovatrics
biometric attendance, facial recognition, data protection, LGPD compliance, school administration
Context
The Brazilian state of Paraná (population ~12 million) has used facial recognition to take school attendance since 2023. Its state technology company, Celepar, contracted the Brazilian identity firm Valid in September 2022 to build the 'LRCO Paraná' app around a facial-recognition engine from the Slovak company Innovatrics; teachers photograph classrooms, images are matched in the cloud against a biometric database built from students' ID photos, and images are retained on government servers for one year.
Activities
By 2025 the system logs attendance for roughly 1 million of Paraná's public-school students daily across more than 1,700 schools, and the approach has since spread to seven of Brazil's 27 states, with a pilot also tested in Portugal. Because attendance records feed into eligibility checks for the Bolsa Família cash-transfer programme (which requires 75% minimum attendance for children over six), the state government says the system includes 'fail-safes' against wrongful loss of benefits, though this claim has not been independently verified.
Results
An independent 2025 study by researchers at Universidade Estadual Paulista (UNESP) found the system achieved only 91.1% recognition accuracy — below the 95% threshold specified in Celepar's contract with Valid — and that verification took an average of two minutes per class rather than the 30 seconds promised. A survey of the affected workforce by the APP-Sindicato teachers' union (representing more than 65,000 educators) found that eight in ten teachers rated the facial-recognition roll call less effective than the manual method it replaced.
Conclusions
In April 2025, Paraná's public prosecutor's office filed a civil action against the state government, Celepar and Valid alleging LGPD violations — including an enrollment form that did not let parents opt children out of biometric capture — seeking R$15 million in collective moral damages and a halt to data processing. A judge denied an emergency suspension in May 2025 citing a lack of evidence of imminent harm; prosecutors formally appealed in September 2025, and Brazil's national data-protection authority (ANPD) and Ministry of Education have been summoned to comment, with a ruling expected in the first half of 2026 — the case remains unresolved.
Implementation
Indicative cost
High (€500k–€5M)
Time to results
Long (> 3 years)
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Data sources
Where this practice's information was retrieved from, and when.
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