I will predict delivery risks and improve kpis

United Kingdom

I speak English, Chinese

AI automation and data pipelines with n8n

I build automated AI pipelines that turn raw data into decisions. Twenty years in product and data across Silicon Valley, Hong Kong, APAC and now London. Most recently, I architected a production sent...
About this Gig

I build dashboards that go beyond charts, statistical analysis, a trained predictive model, and ranked, numeric business recommendations, all in one system.

I recently built a production example: a delay-risk model (86% accuracy) trained on 43,000+ real delivery records, paired with a statistical insight engine that ranks findings by your actual business priority (e.g. customer satisfaction vs cost reduction), then writes up each finding in plain English via a live AI API call. You can see the full build and live demo linked on my profile.

What I can build for you:

  • A dashboard with real KPIs, segment breakdowns, and risk indicators from your own data
  • A trained model that predicts risk or outcome likelihood, with honestly reported accuracy, not inflated claims
  • Ranked, numeric recommendations tied to your actual business objective
  • An automated refresh pipeline so the dashboard updates on a schedule, not manually

Background: 20+ years in product and data roles, currently building production AI/data systems full-time. I explain exactly what statistics are, what machine learning is, and what's AI-generated, no vague "AI-powered" claims.

Message me with your data and business question.

Expertise:

Classification

Ranking

Decision trees

Programming language:

Python

Frameworks:

Scikit-learn

Panda

Other

APIs:

Other

Tools:

Other

My Portfolio