LatestLearning IntelligenceArtifact ResearchNovember 18, 20258 min read
What Is Learning Intelligence?
Analytics tells you what a number did. Learning intelligence tells you what a learning environment is doing.
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Writing on learning, data, behavior, and intelligence.
Notes, arguments, and open questions from the work of building Learning Intelligence — published as the research develops rather than after it concludes.
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- 10 articles
- Topics
- Intelligence, prediction, institutions, ethics
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- Artifact Research
- Cadence
- As the work produces something worth saying
10 articles
Learning IntelligenceArtifact ResearchOctober 30, 20257 min read
Why Learning Analytics Is Only the Beginning
Learning analytics gave institutions a vocabulary for measurement. What it did not give them was an explanation. The next layer has to account for context, causality, and direction.
ResearchArtifact ResearchOctober 14, 20256 min read
The Invisible Data Layer Inside Every Classroom
Before any software is introduced, a classroom is already producing an enormous stream of information about comprehension, attention, and momentum. Most of it evaporates within minutes.
- 04Can Learning Become Predictive?Predictive language in education deserves scrutiny. The honest version is narrower than the marketing version — and considerably more useful.Predictive LearningSeptember 26, 2025
- 05The Difference Between Measuring Students and Understanding LearningMeasurement locates a learner on a scale. Understanding explains the conditions that put them there — and that distinction changes what an institution can do.Learning IntelligenceSeptember 8, 2025
- 06Why Universities Need Intelligence LayersThe SIS knows enrollment. The LMS knows submissions. Advising knows conversations. No layer holds the relationships between them — and that is where the institution's understanding of itself would live.InstitutionsAugust 21, 2025
- 07Learning Intelligence and the Future of Student SuccessMost student success teams are excellent at intervention and starved of early signal. Intelligence changes the timing of the conversation.InstitutionsAugust 5, 2025
- 08The Role of Game Theory in Learning PathwaysLearning is a sequence of decisions made by multiple actors under uncertainty. That structure is well studied — and the tools built for it transfer more cleanly than expected.Predictive LearningJuly 17, 2025
- 09The Ethics of Predictive Learning SystemsPredictive systems in education carry real risk: labeling, self-fulfilling prophecy, surveillance, and inherited bias. These are design problems before they are policy problems.Ethics & DesignJune 24, 2025
- 10Human-Centered AI in EducationHuman-centered AI in education is often reduced to a disclosure statement. Taken seriously, it is an architectural commitment about where authority sits.Ethics & DesignJune 2, 2025
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