full.archive
4 entriesAll field notes
archive.index
01
CareerField note5 min read2026Role Pilot
From Software Developer to Data Scientist: What Actually Transfers
The skills that carried over directly, the habits I had to reshape, and why engineering experience changes how I approach data science work.
02
Data VisualizationAnalysis note7 min read2026Income & Demographics Explorer
Visualizing Income Inequality: Notes from a Census Data Project
How I approached an exploratory analysis on demographic income patterns, from cleaning messy data to choosing charts that communicate responsibly.
03
Software EngineeringEngineering reflection5 min read2026Rest & Restoration Ministries
Why Good Software Design Still Matters in Data Science
Data scientists who write clean, modular, testable code ship more reliable work. The engineering habits still matter.