u/RatioReal2846

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▲ 13 r/dataisugly+2 crossposts

Chile has a 400-page government document that defines what millions of kids learn every year. I extracted all 718 learning objectives individually, classified them by subject, grade level, and thematic axis, and built a knowledge graph with 778 interconnected nodes in Obsidian.

Then I added an analysis layer: I used NLP to extract the main verb from each learning objective and classified it according to Bloom's Revised Taxonomy (Anderson & Krathwohl, 2001) into 6 cognitive levels: Remember, Comprehend, Apply, Analyze, Evaluate and Create.

Key findings:

  • 42% of the curriculum is Apply — read, write, calculate, practice
  • 39% is Remember + Understand — identify, describe, recognize
  • Only 18% requires higher-order thinking (Analyze, Evaluate, Create)

But the interesting part is in the details:

  • Visual Arts has 50% higher-order thinking. A 6-year-old is asked to create artwork and critically evaluate others' work. It's the most cognitively demanding subject in the entire curriculum.
  • Physical Education has 1.5%. Almost everything is "execute movements." No designing games, no evaluating team strategies--
  • In grades 1-2, Analyze and Evaluate are literally 0%. They don't appear until grade 3 — yet Visual Arts already asks 6-year-olds to create and evaluate.
  • Progression is real but slow: from 11% higher-order in grade 1 to 24% in grade 5.

The question isn't whether 18% is "good" or "bad": kids need solid foundations before tackling more complex tasks, but the question is: if Visual Arts proves that a 6-year-old CAN think critically and create, why don't other subjects even try?

Methodology: Automated extraction of 718 learning objectives → verb-based classification using Bloom's Revised Taxonomy. Coverage: 91% (651/718). Tools: Python, Obsidian, NLP.

Full article with more context (in Spanish): https://www.linkedin.com/pulse/convert%C3%AD-el-curr%C3%ADculum-chileno-de-educaci%C3%B3n-b%C3%A1sica-en-marshall-tlkqf/

If anyone wants the Obsidian vault or raw data, DM me.

u/RatioReal2846 — 6 days ago
▲ 49 r/EducacionChile+2 crossposts

Convertí el currículum de 1° a 6° básico en un knowledge graph con 718 nodos. Solo el 18% exige pensamiento de orden superior

Tomé el PDF de 400 páginas de las Bases Curriculares (MINEDUC) de educación básica y extraje los 718 Objetivos de Aprendizaje. Cada uno se convirtió en un nodo conectado con los demás: progresión entre niveles, ejes temáticos, objetivos transversales.

Después clasifiqué cada OA según la Taxonomía de Bloom para medir qué nivel cognitivo exige el currículum. El resultado más llamativo: Artes Visuales le pide a un niño de 6 años crear y evaluar críticamente. Educación Física tiene 1.5% de pensamiento de orden superior.

El análisis completo aquí:
Convertí el currículum chileno de educación básica en un Grafo de Conocimiento.

Si a alguien le interesa el grafo en Obsidian o los datos crudos, escríbanme.

u/RatioReal2846 — 6 days ago