CLICKSTREAM

Product or Programme · All products and programmes
Evidence · 3 claims (3 for) · 3 studies (3 design), q1–q2 · 0 of 3 report an effect size · 3 claims rest on one study

Description

CLICKSTREAM is a cloud-hosted learning-data infrastructure service developed for educators and researchers to collect, enrich, and analyze timestamped interaction data across digital learning platforms.

Components

Claims

• Instructor co-designed tagging transforms raw LMS log data into structured event data reflecting course design and temporal context [+W]
• Prediction algorithms forecast student achievement from small windows of data, more accurately when data are enriched with instructional design and learning-process detail [+W]
• Working a research scenario against a DLP surfaced concrete platform needs: adding measures, linking observational data, and enabling districtwide studies [+W]

Related Products and Programmes

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Key Sources

• Bernacki, M.L., and Plumley, R.D. (2026, February). CLICKSTREAM: Essential educational infrastructure to promote student learning and educational theory development. Digital Promise. https://doi.org/10.51388/20.500.12265/285

Page metadata

Field	Value
type	product
id	clickstream
title	CLICKSTREAM
description	CLICKSTREAM is a cloud-hosted learning-data infrastructure service developed for educators and researchers to collect, enrich, and analyze timestamped interaction data across digital learning platforms.
status	review
moved_from	element/clickstream-digital-learning-platform
product_kind	software
generated	by process:sweep-kinds on 2026-10-10
trust	unverified — no one has confirmed this page's content
sources	1 — bernacki-ml-and-plumley-rd

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