Bias Bytes #5 by Victoria Hedlund (Bias Girl)
Pedagogical weight, verbalized sampling and the usual community roundup of bias awareness!
Read on Substack


Explore part 2 of my bias series to uncover and address hidden biases in how GenAI explains, reasons, and presents ideas. Most GenAI tools default to a single style of thinking, often prioritising step-by-step logic or text-heavy explanations, which can overlook the diverse ways students learn and express understanding. This resource includes clear examples, practical prompt tweaks, and adaptable Super Prompts to help you reach every learner, whether they prefer visuals, analogies, or different reasoning paths.


This guide explores accessibility bias in GenAI outputs, highlighting how default assumptions can unintentionally exclude learners with diverse needs. It offers practical and statutory aligned strategies and prompt templates for educators to create inclusive and accessible resources, ensuring all students can fully engage with GenAI content.