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Insights and analysis on education data, AI and policy implications

Testing for Bias in Educational AI Assistants

Testing for Bias in Educational AI Assistants: Methodology, Results and Remediation

The first published methodology for systematic bias evaluation of conversational AI in schools. We test the Marge assistant across 46 matched query pairs spanning 8 protected characteristics, reporting a mean bias score of 3.35 (Minor) with candid findings on the limits of prompt engineering.

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Supporting Equity in Education

Supporting Equity in Education through Data Informed Decisions

An EdEquity AI Briefing Paper exploring how data-driven approaches can help address educational inequality and support better outcomes for all students.

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Academy Trust Handbook 2025

Discussing the Academy Trust Handbook 2025: Supporting a Shift to 'digital leadership and governance'

Analysis of the key changes in the Academy Trust Handbook and what they mean for digital transformation in education governance.

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SEND Review

Upcoming SEND Review: Policy Outlook and Practical Implications

A forward-looking analysis of the expected SEND review and its practical implications for schools, trusts and local authorities.

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