Analysis: Institutional Governance and Pedagogical Alternatives
Advocates of automated assessment tools maintain that continuous surveillance is vital for preserving the credibility of post-secondary qualifications in remote environments. From this perspective, systems integrating deep learning and computer vision to flag suspicious eye blinking patterns, head movements, mouth adjustments, and background audio ensure uniform testing conditions and prevent academic misconduct (AI-Enhanced Multimodal Online Exam Proctoring System with Real-Time Detection and Automated Reporting, 2026). Proponents therefore contend that algorithmic tracking provides an objective, scalable deterrent against dishonesty that safeguards institutional standards across distance education. However, this reliance on automated oversight overlooks how continuous behavioural policing conflicts directly with institutional commitments to equity and accessibility. Algorithmic integrity mechanisms impose rigid normative assumptions regarding physiological composure and focus, which systematically disadvantage neurodivergent students and examinees in non-standard physical environments. Rather than establishing objective fairness, automated monitoring converts ordinary domestic sounds and diverse physical movements into presumptive evidence of academic dishonesty. Addressing these structural harms requires higher education institutions to balance technological capabilities against ethical considerations under existing academic integrity frameworks (Mapping the Contours, 2024). While educational technologies offer genuine potential for accessibility and personalized feedback, their adoption must not compromise student equity through intrusive surveillance (Mapping the Contours, 2024). Consequently, Canadian universities must move beyond punitive biometric surveillance by establishing comprehensive institutional guidelines and transparent pedagogical frameworks that protect academic integrity responsibly while guaranteeing equitable treatment for all learners.