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A public notebook by Davis Higgins. Data science, AI, building, faith, and the systems behind the work.

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Projects

Building Propify: Architecture, Failures, and What It Took

The honest behind-the-scenes of building a full-stack NBA analytics platform in college, including the data issues, projection logic, deployment problems, and product decisions that made it harder and more useful than expected.

May 2026 · 7 min readRead excerpt→
Personal

Balancing Everything: Work, School, the Gym, and Growing on All Fronts

I do not balance everything perfectly. I use structure, routines, faith, and honest priorities to keep moving through school, work, the gym, building projects, and growing as a person.

April 2026 · 6 min readRead excerpt→
Personal

The Beauty of a Relationship with Christ

A relationship with Christ has changed how I think about discipline, ambition, service, and peace. This is a reflection on faith as something deeper than routine, performance, or public image.

January 2026 · 5 min readRead excerpt→
Projects·7 min read
May 2026

Building Propify: Architecture, Failures, and What It Took

The honest behind-the-scenes of building a full-stack NBA analytics platform in college, including the data issues, projection logic, deployment problems, and product decisions that made it harder and more useful than expected.

Read excerpt
Projects·5 min read
April 2026

CrownCode AI: Shipping a Claude-Powered Website Generator

What I learned shipping an AI-powered website generator in a week, from prompt structure and output control to the architecture decisions that mattered more than the initial build speed.

Read excerpt
Personal·6 min read
April 2026

Balancing Everything: Work, School, the Gym, and Growing on All Fronts

I do not balance everything perfectly. I use structure, routines, faith, and honest priorities to keep moving through school, work, the gym, building projects, and growing as a person.

Read excerpt
Personal·5 min read
March 2026

Physical Discipline and Mental Clarity: What the Gym Has Taught Me

The gym has taught me that physical discipline affects more than appearance. When I take care of sleep, training, food, and routine, I think clearer and handle the rest of my life with more control.

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Data & AI·6 min read
March 2026

What 20 Executive Dashboards Taught Me About Real Data

My internship changed how I think about data. Not because dashboards are flashy, but because they showed me how messy definitions, unclear questions, and weak data quality affect real business decisions.

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Business·4 min read
March 2026

Personal Branding as a Service: What the Work Taught Me About Clarity

Helping someone package their work for career opportunities taught me that personal branding is mostly clarity. The real value comes from organizing experience, proof, and positioning so the right people understand it faster.

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Data & AI·6 min read
February 2026

Building My Claude Code Course: Structure, Learning, and What I Would Have Wanted

I built my Claude Code course around the guide I wish I had at the beginning: setup, task files, project memory, agents, review loops, debugging, and the habits that keep AI-assisted coding under control.

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Data & AI·5 min read
February 2026

How I Use AI Every Day: Systems Over Shortcuts

I use AI every day, but not to avoid the work. I use it to plan cleaner, write sharper instructions, debug faster, and ship projects with more structure and control.

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Business·6 min read
February 2026

Building Higgins Digital: Platforms, Marketing, and Learning the Hard Parts

Starting Higgins Digital taught me that building the website was only the beginning. The harder part was learning the platforms, creating trust, explaining the value, and marketing the work without sounding like every other agency.

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Personal·5 min read
January 2026

The Beauty of a Relationship with Christ

A relationship with Christ has changed how I think about discipline, ambition, service, and peace. This is a reflection on faith as something deeper than routine, performance, or public image.

Read excerpt
Personal·4 min read
January 2026

Building in Public at 20: The Real Version

I am 20 years old and building real projects in public while still figuring things out. This is what nobody tells you about balancing confidence, mistakes, polish, and progress at the same time.

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Philippians 4:13

I can do all things through Christ who strengthens me.

© 2026 Davis Higgins · notes.davishiggins.com