Technology stack

Tools chosen for practical business delivery.

The stack is intentionally focused: automate what already works, rebuild what needs structure, and present data in a way teams can use every day.

VBA

VBA and Excel

Macros, templates, report generation, validation, and finance process automation.

Python

Python

Data processing, automation scripts, file workflows, APIs, and application logic.

SQL

SQL

Structured reporting, database design, analytics queries, and backend data storage.

Django and web development

Django and Web

Business applications, dashboards, admin workflows, forms, and secure web interfaces.

Data science

Data Science

Exploratory analysis, data preparation, measurement, and insight generation.

Machine learning

Machine Learning

Predictive models and intelligent workflows where the business case justifies it.

HTML CSS and JavaScript

HTML, CSS, JavaScript

Clean front-end interfaces for internal tools, service websites, and dashboards.

Hosting and deployment

Hosting and Deployment

Practical deployment support for web applications and hosted business tools.

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