Map growing
Learning without guarantees
A field map for learning that gives people foundations and freedom without promising a predetermined result.
#education
Tags gather notes that currently share a label. They are not a curriculum or a claim that the notes agree.
Evergreen note evergreen
Learning is not compliance
Learning should expand a person's capacity to perceive, question, create, and revise, not train them to reproduce an authorised answer.
Evergreen note growing
AI assistance is not the same as learning
AI can improve performance while assistance is present without guaranteeing that the learner can later perform, explain, or transfer the skill independently.
Open question growing
What is education for?
An open question about whether education should serve work, freedom, citizenship, continuity, transformation, or something not yet named.
Source evergreen
How People Learn II
A National Academies consensus report synthesizing research on learning across motivation, context, culture, prior knowledge, and the life span.
Source growing
Education at a Glance 2025
OECD comparative data on educational attainment, skills, employment, earnings, completion, and differences across fields and countries.
Source evergreen
Signaling and Employer Learning with Instruments
An American Economic Review study estimating that returns to schooling in its Norwegian setting reflect both productivity and labor-market signaling.
Perspective growing
Credentials can still be useful
Rejecting compliance as the purpose of learning does not imply that credentials, standards, or external proof have no value.