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Research Library

Study 01

Implementation Science

Fixsen's synthesis of 250+ studies found that training alone produces 0–20% behavior change. The missing piece is organizational infrastructure — systems that make trained practices automatic in daily workflow.

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Study 02

Formative Assessment

Black and Wiliam's review of 250 studies found that formative assessment embedded in daily instruction doubles learning speed, but also that "day-to-day classroom assessment was relatively rare" because the documentation burden is unsustainable.

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Study 03

Collective Teacher Efficacy

John Hattie identifies collective teacher efficacy as the #1 influence on student achievement (d=1.57). Zhou's synthesis shows it's built primarily from mastery experiences — visible evidence of collective success.

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Summary of findings

Research Tradition
Core Finding
The Problem Identified
Trellis Solution
Implementation Science
0–20% behavior change from training alone
No organizational infrastructure to support daily practice
Systems intervention + decision support data
Formative Assessment
2× learning speed with embedded assessment
Day-to-day assessment is rare because it's too burdensome
Five-second documentation during instruction
Collective Efficacy
d=1.57 — #1 influence on achievement
CTE formation not understood; mastery evidence not captured
Visible shared mastery + PLC data infrastructure

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For teachers

See exactly what your first class looks like in Trellis. We'll walk through setup, the seating chart, the intervention panel, and first-period documentation.

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For administrators

Deploy Trellis with one PLC team for 6 weeks, free. We provide onboarding, data analysis, and an efficacy report you can take to your board. See real results before you invest.

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