Manual data entry is annoying and costs more time than you expect. I replace it with an automated process.
When this fits
When you need to ship a concrete product, speed up an existing process, or validate an idea without excess ceremony. I start with the need and finish with something people can use, measure, and improve.
How I work
- Clarify the goal, users, and smallest useful version.
- Shape the technical approach, scope, and first delivery.
- Show working progress throughout, not just documentation.
Typical stack
python · pandas · github actions · codemagic