Thirty days ago you rated yourself on six skills. Today you rate yourself again — same questions, same scale. Then you see the gap.
I ran the thesis pipeline this morning. One function call. It parsed 500 survey responses, bucketed by year-in-school and major, and handed back a summary dict I copied straight into my methodology section.
That function pulled in everything — f-strings to label each demographic bucket, loops to process every row, dicts to accumulate the cross-tabs, error handling for blank and malformed responses, and a list comprehension to flatten the final output. Thirty small wins composed into one thing your advisor will cite.
I actually want to see where I started versus now.
Same six rows. Rate where you actually are — not where you started. The chart shows Day 1 and today side by side, and that gap is yours to keep.
And automation is next?
Rate first. The delta earns the next step.
30 days, 20 code lessons, 1 real thesis pipeline.
| Column | Meaning |
|---|---|
| Left bar | Day 1 self-rating |
| Right bar | Today's rating |
| Gap | Real, measurable growth |
Ahead: automation-for-students picks up where this track ends. The first thing you meet is a live Gmail connection — your code drafts the weekly advisor update without opening Gmail.
Thirty days ago you rated yourself on six skills. Today you rate yourself again — same questions, same scale. Then you see the gap.
I ran the thesis pipeline this morning. One function call. It parsed 500 survey responses, bucketed by year-in-school and major, and handed back a summary dict I copied straight into my methodology section.
That function pulled in everything — f-strings to label each demographic bucket, loops to process every row, dicts to accumulate the cross-tabs, error handling for blank and malformed responses, and a list comprehension to flatten the final output. Thirty small wins composed into one thing your advisor will cite.
I actually want to see where I started versus now.
Same six rows. Rate where you actually are — not where you started. The chart shows Day 1 and today side by side, and that gap is yours to keep.
And automation is next?
Rate first. The delta earns the next step.
30 days, 20 code lessons, 1 real thesis pipeline.
| Column | Meaning |
|---|---|
| Left bar | Day 1 self-rating |
| Right bar | Today's rating |
| Gap | Real, measurable growth |
Ahead: automation-for-students picks up where this track ends. The first thing you meet is a live Gmail connection — your code drafts the weekly advisor update without opening Gmail.