Implementation mitigations that convert school-based R&D frictions into standard work¶

Strategy · All strategies
Evidence · no claims cited

Description¶

The paper pairs predictable frictions that slow valid school-based R&D with mitigations turned into standard work: pre-approved data-sharing playbooks using FERPA school-official or research exceptions, published data dictionaries, minimum-viable telemetry aligned to use cases, plug-and-play onboarding supports, funded instrumentation sprints with vendors, and pre-committed de-identification with independent IRB review and opt-outs.

Design Implications¶

Context¶

Requirements¶

• Requires vendor cooperation on exposing event logs and feature flags, and sharing SDKs and open schemas where feasible.

Constraints¶

• The paper frames these as addressing data governance, school capacity and turnover, platform readiness, and privacy and trust frictions specifically.

Target Learners¶

• Schools, districts, and education vendors participating in R&D

Target Learning Goals¶

• Shortening time-to-evidence and enabling rapid, ethical learning cycles in schools

Related Strategies¶

• Ripe problems framed with a tripwire-mitigation-general defense lens to compress the observe-orient-decide-act loop
• Pre-deployment gate and per-epoch helpfulness rollback for vendors shipping LLM tutors to K-12 learners

Examples¶

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Key Sources¶

• Uncapher, M. & Roschelle, J. (2025, November). Strategic surprise and the future of educational R&D. Digital Promise. https://doi.org/10.51388/20.500.12265/277