NLP & Text Analytics
I turn unstructured text — financial reports, earnings transcripts, customer feedback, dense documents — into structured, decision-ready insight.
What I deliver
Sentiment & classification
Categorise feedback, tickets and documents at scale with BERT and FinBERT models.
Topic & theme discovery
Surface emerging themes across large text corpora with BERTopic.
Entity & metric extraction
Pull structured data points — figures, risks, entities — out of dense documents.
Summarisation & search
Condense large document sets and make them queryable.
How I work
Discovery
We start with the decision you need to make, the data you hold, and what a good outcome looks like.
Scope
A clear, fixed-scope proposal with defined deliverables and success criteria — no open-ended billing.
Build
Modelling, validation and iteration against your real data, with progress you can see.
Handover
Production-ready code, documentation and a dashboard or interface your team can actually use.
Capabilities & tools
Selected related work
Have a project in mind?
Tell me about the decision you're trying to make with your data. I'll tell you honestly whether I can help.
Get in touch