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Academic AI tools


Qualitative analysis

Analyze documents, interviews or text

Qualitative analysis tools support the interpretation and organization of non-numerical data. They can help identify themes, patterns, and relationships across documents and transcripts.

Typical uses

  • Analyzing interview transcripts
  • Working with focus group data
  • Exploring themes in documents
  • Comparing multiple reports or articles
  • Supporting qualitative coding workflows

Things to remember

  • AI may assist with coding and organization.
  • Human verification and interpretation remains essential.
  • Research conclusions should never be based solely on AI-generated analysis.

Example tools

  • Copilot Notebook
  • Gemini Notebook
  • NVivo

These examples illustrate the types of tools available in this category. Inclusion does not constitute a recommendation or endorsement by Concordia University Library.

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