Lab Notes

Research-grounded notes on analytics, infrastructure, and the practical side of edtech.

Lab Notes is where EdTechLab publishes citable, problem-led thinking on learning analytics, research systems, evidence quality, and the operational realities of building better education technology.

Learning analytics design Research infrastructure Evidence systems Operational fit

Editorial frame

Named authors and publication dates on every article.
Research, standards, or governance sources behind each major claim.
No product pitch in place of useful analysis.
Written so institutions and research teams can cite the work directly.

Featured article 11 March 2026 10-12 min read

Evaluating Digital Infrastructure for Education Research

A practical framework for reviewing whether a platform can actually support study design, evidence quality, governance, accessibility, and operational fit before it is treated as research-ready.

Author

Saad Saihi

Focus

Infrastructure evaluation, governance, interoperability

Use

Procurement, platform review, institutional due diligence

Read the article Review analytics capabilities

Article 003

Why Research Tools Need Product-Quality Design

Why usability, accessibility, and adoption quality belong inside research infrastructure decisions rather than after them.

Article 001

What Researchers Lose When Analytics Is an Afterthought

The original Lab Note on why late instrumentation weakens interpretation, comparability, and governance.

Current output

Published notes

Current cadence

Published set completed on 11 March 2026 with three linked articles and a monthly continuation target.