Data • Finance • Analytics

Hi, I'm George 👋

I work at the intersection of FP&A, credit control, and data science, building tools that improve collections, forecasting, and decision-making.

MSc in Data Analytics in Accounting & Finance · FP&A Analyst · Python, SQL, BI, Machine Learning.

Collections & DSO snapshot

Example of the type of forecasting and payment analytics I work on.

Avg DSO (last 12m)

42 days

Recovery rate

87.7%

Featured projects

A selection of work focused on payment recovery, collections, and finance analytics.

Payment Recovery ML (End-to-End System)

Predicts which failed / unpaid transactions are likely to be recovered and prioritises outreach by expected recovered revenue.

  • End-to-end ML pipeline (SQL → features → model → Streamlit app)
  • Calibrated Logistic Regression with PR AUC, Brier Score, lift analysis
  • Expected value ranking: amount × probability

Finance Collections & DSO Forecasting

Time series forecasting for collections and Days Sales Outstanding (DSO), helping finance teams anticipate cash flow and risk.

Built using Prophet and invoice / AR data, producing visual forecasts of expected cash inflows and DSO trends.

A bit about me

I started on the operations side of finance — allocating payments, reconciling accounts, resolving disputes, and reducing DSO. Over time I moved into FP&A and analytics, combining finance domain knowledge with Python, SQL, forecasting, and BI to build tools that teams actually use.

You can read more about my background and how I like to work on the About page.