Text Analysis Resources

Evergreen guidance on method, governance, tooling, and terminology for analysing student feedback at scale.

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Core Guides

Resource

NSS open-text analysis methodology for UK HE

How Student Voice analyses 2018–2026 NSS open-text comments: scope, deterministic supervised learning, sentiment, reporting thresholds, comparisons, and limits.

By Student Voice AI Sep 07, 2026

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Sentiment analysis for UK universities: a practical guide

A practical guide to sentiment analysis for higher education free-text—how to interpret results, common failure modes, and governance considerations for UK HE.

By Student Voice AI Apr 02, 2026

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Student comment analysis governance checklist for UK HE

A practical governance checklist for UK HE open-text analysis—what to document, what to validate, and how to reduce risk while improving evidence quality.

By Student Voice AI Apr 02, 2026

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Student feedback analysis glossary for UK HE

A stable glossary of terms used in UK HE student feedback analysis (NSS/PTES/PRES/module evaluations), designed for clear communication and easy citation.

By Student Voice AI Mar 30, 2026

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The Best Text Analysis Software for Education

A practical guide to choosing text analysis software for education—what to use for small qualitative projects vs UK‑HE comment analytics at scale.

By Student Voice AI Feb 21, 2026

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Research briefings

New papers and sector evidence still publish through the blog. This resource hub holds the evergreen method and decision-support content.