Feature

Feed student comment insight into Power BI without rebuilding the analysis

Export student comment analysis in BI-ready tables for dashboards, warehouse feeds, and governance reporting.

Student Voice Analytics can deliver BI-ready exports that keep comments, categories, sentiment, benchmarks, and metadata in structured tables. Teams can use the outputs in Power BI or other reporting workflows.

See sample outputs, governance notes, and the reporting workflow in a 30-minute walkthrough.

Who this is for

BI teams, planning teams, survey analysts, and governance reporting teams.

Why it matters

Comment analysis often ends in a static report, while institutional reporting happens in BI dashboards. Without clean exports, teams duplicate work or lose the connection between comment evidence and dashboard metrics.

What teams get

Give BI teams clean data tables

Exports can include comment-level, sentence-level, category-level, and summary tables ready for institutional reporting workflows.

Keep qualitative evidence connected to dashboards

Theme and sentiment fields can sit beside survey metadata, making open-text insight easier to include in governance reporting.

Reduce manual spreadsheet handling

Structured exports reduce the need for analysts to reshape comment analysis before it can be used by BI colleagues.

How it works

  1. Agree the fields BI teams need for dashboards or warehouse loading.
  2. Generate structured outputs from the analysed comment dataset.
  3. Export tables for comments, categories, sentiment, benchmarks, and metadata.
  4. Load the files into Power BI or the institution's reporting workflow.

Outputs

  • BI-ready student feedback tables.
  • Comment and sentence-level exports.
  • Category, sentiment, and benchmark fields.
  • Warehouse-friendly files for recurring survey cycles.

Governance and evidence quality

  • Deterministic ML gives teams reproducible outputs they can re-run and explain across survey cycles.
  • The taxonomy is tuned for UK HE student comments rather than generic customer experience text.
  • All-comment coverage reduces avoidable sampling bias and keeps verbatim evidence connected to each insight.
  • Sector benchmarks help teams separate institution-specific issues from patterns seen across the HE sector.

FAQs

Can exports be used outside Power BI?

Yes. Power BI-ready means the data is structured for BI use, but the same tables can support warehouses, spreadsheets, or other reporting tools.

Do exports include verbatim comments?

They can, subject to the institution's data handling and redaction requirements.

Can exports be repeated each year?

Yes. Versioned, reproducible analysis supports recurring exports across survey cycles.

See the workflow with your team

Book a walkthrough to see sample reports, search, exports, and governance notes for this Student Voice Analytics workflow.

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