The Tutorwren Learning Lab

Study smarter — not longer.

Writing on adaptive practice, stall detection, learning-gap research, and SAT/ACT prep strategy — from the Tutorwren team.

6 articles
5–8 min reads
By Selena Ortiz

All articles

A study desk with SAT prep materials, a pencil, and a targeted study plan notepad
SAT Test prep

SAT/ACT Prep: Target Your Gaps, Not Whole Practice Tests

Full practice tests tell you where you're weak. They don't fix it. Targeted gap practice does. Here's a prep strategy for the next 8 weeks.

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A student raising their hand confidently in a well-lit classroom setting
Confidence Learning science

Building Confidence One Problem at a Time

Students who practice beyond their comfort zone by exactly one difficulty level show faster long-term improvement. The research behind this is clear.

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Abstract visualization of a learning path with a highlighted pause point, representing AI stall detection
AI tutoring Stall detection

How AI Detects Where Students Stall

Stalling isn't random. Time patterns, error types, and skip behavior all carry information. We explain how Tutorwren reads these signals.

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A student working focused on a single math problem with pencil and paper
SAT prep Math

Test Prep Math: Why Precision Beats Volume

Grinding 200 SAT math practice problems isn't the same as working on the 12 that are actually hard for you. Here's how to tell the difference.

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Two open textbooks side by side on a desk, one fully highlighted and one with targeted bookmarks
Adaptive learning Study strategy

Adaptive Practice vs. Full Chapter Review: What's the Difference?

Most students are taught to review by starting from page one. Adaptive practice targets the specific skill node where understanding broke down — not the chapter that contains it.

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A student's open notebook with highlighted passages and repeated notes, desk study scene
Learning science Study habits

Why Repetition Alone Won't Close Learning Gaps

Re-reading your notes and re-doing the same problems feels productive. It isn't. Here's what the research says about how students actually close gaps.

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