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April 2, 2026 · Greg

The SGO Data Trap

Why My Second SGO Took 4 Hours (And Why It Shouldn't Have)

It's 4:30 PM on a Tuesday. The classroom is empty, the janitor is down the hall, and I'm staring at two different i-Ready spreadsheets, trying to remember if "Student A" moved out in November or if I just missed their Winter Diagnostic score.

If you're a teacher in New Jersey, you know exactly where I was: SGO Hell.

This week was my SGO deadline. As a 3rd-grade math teacher, I had to:

An experienced teacher told me they finished theirs in 20 minutes. Me? It took four hours. Why? because the data lives in silos, and teachers are the ones stuck building the bridges between them.

I didn't build ShortHand to replace the diagnostic tests. I built it to replace the copy-pasting. Teachers shouldn't have to be data scientists; we should be educators.

When I envisioned myself as a teacher, spending hours on paperwork every week was not top of mind. Spending about an hour per day writing behavior notes wasn't either.

One of the core features I'm refining in ShortHand right now is a Reporting Engine that understands these specific cycles. Whether it's an SGO or a weekly progress update, the goal is "one-click clarity" — taking those hours of manual comparison and turning them into seconds of actual insight.

If you've spent your week cross-referencing spreadsheets instead of planning lessons, I'd love to hear your "SGO Horror Story." I'm currently looking for beta testers to help me make sure the ShortHand reporting tool hits the mark for next season.

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