CYAIJun 27, 2024

The Rise of Artificial Intelligence in Educational Measurement: Opportunities and Ethical Challenges

arXiv:2406.18900v158 citations
Originality Synthesis-oriented
AI Analysis

It addresses ethical issues in AI for educational assessment, which is important for educators and policymakers, but is incremental as it builds on existing guidelines and discussions.

The paper examines the ethical challenges of using AI in educational measurement, such as algorithmic bias and lack of transparency, and proposes solutions to ensure responsible deployment.

The integration of artificial intelligence (AI) in educational measurement has revolutionized assessment methods, enabling automated scoring, rapid content analysis, and personalized feedback through machine learning and natural language processing. These advancements provide timely, consistent feedback and valuable insights into student performance, thereby enhancing the assessment experience. However, the deployment of AI in education also raises significant ethical concerns regarding validity, reliability, transparency, fairness, and equity. Issues such as algorithmic bias and the opacity of AI decision-making processes pose risks of perpetuating inequalities and affecting assessment outcomes. Responding to these concerns, various stakeholders, including educators, policymakers, and organizations, have developed guidelines to ensure ethical AI use in education. The National Council of Measurement in Education's Special Interest Group on AI in Measurement and Education (AIME) also focuses on establishing ethical standards and advancing research in this area. In this paper, a diverse group of AIME members examines the ethical implications of AI-powered tools in educational measurement, explores significant challenges such as automation bias and environmental impact, and proposes solutions to ensure AI's responsible and effective use in education.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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