"In higher education, the ethically preferable AI model is not necessarily the most powerful one; it is the model that performs well enough for the use case while offering the strongest evidence of human-centered design, transparency, safety testing, and institutional controllability."
"Choosing an AI model is now an ethical act, not just a technical one. The field has moved from 'does this work?' to 'does this serve?' Your column can help deans and department chairs become informed ethical consumers-not AI engineers, but critical stewards."
"Given your recent work on maximizing returns in AI administration, shifting the focus toward 'R-Values' (Return on Values) is a timely and necessary evolution for the Higher Ed conversation."
AI tools have advanced beyond simple search engines, now conducting research and making source-selection decisions based on contextual settings and semantic subtleties. A three-viewpoint approach is recommended for balancing ethical and social perspectives in research. The ChatGPT model emphasizes the importance of human-centered design and transparency in AI, while the Claude Sonnet model highlights the ethical implications of choosing AI. The Gemini model suggests focusing on 'R-Values' to enhance the conversation in higher education regarding AI administration.
Read at Inside Higher Ed | Higher Education News, Events and Jobs
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