
Building a Comprehensive Film Review Pipeline: From CSV to Professional Reports
A deep dive into building a complete data pipeline and static site generator for football player evaluations using Python, pandas, and automated reporting.
Hi, I'm Mitchell Dawkins, a Software Engineer passionate about building software that makes a lasting impact. Right now, I'm working on a multi-tenant video platform that pulls insights from video content — and documenting everything I learn along the way. This site is a space to capture the challenges, decisions, and discoveries that come with building meaningful tech and helping run a nonprofit. Follow along as I share the practical lessons I pick up throughout the journey.


A comprehensive data pipeline and static site generator for weekly and season-long football player evaluations from CSV film logs.

Advanced WNBA analytics platform with AI-powered predictions, prop betting scanner, Monte Carlo simulations, and comprehensive statistical analysis.
A multi-tenant platform for processing, transcribing, and analyzing video content using AI.

A deep dive into building a complete data pipeline and static site generator for football player evaluations using Python, pandas, and automated reporting.

How a small church outreach in Winter Park became a multi-regional nonprofit rooted in faith, family, and service.

Embarking on my journey to build a multi-tenant video processing platform using AI assistance. Learn about the vision, architecture, and development philosophy.

I'm a Softweare Engineer passionate about building software, problem solving and making an impact. With experience in AI/ML, software development, and cloud architecture, I'm constantly exploring the boundaries of what's possible with today's AI tools.
Hugging Face
React, Next.js, Python, Flask
AWS, Docker, CI/CD