Tier 2 · Included in base scope
NLP Topic Modeling on Stakeholder Transcripts
BERTopic + LDA models surface latent themes across 129+ transcripts. Every AI-flagged theme is reviewed and validated, refined, or rejected by experts — full audit trail.
Top Surface Themes — Validated by Experts · 129 stakeholder transcripts analyzed
AI-surfaced themes confirm what the interview team expected.
Workforce talent pipeline & skills gaps
47%
of transcripts
Cost of living & housing affordability
42%
of transcripts
Public transit & mobility
38%
of transcripts
Downtown vibrancy & cultural tourism
35%
of transcripts
What this scenario shows
The most prominent topics from BERTopic analysis of 129 stakeholder transcripts align with what the expert team would have identified manually. AI confirms — and quantifies — workforce gaps, cost-of-living concerns, and infrastructure needs as dominant themes. All validated by expert review.
AI/Expert Reconciliation Insight
Validation case: AI confirms what experts expect, providing quantitative anchoring. Useful as 'show your work' material for City Council.
Illustrative dummy data
All figures shown are illustrative and chosen to demonstrate three meaningfully different findings. Final analysis at engagement award is derived from authoritative sources (BLS, ACS, Florida DEO, IMPLAN, CoStar) with full methodology documentation.
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