---
license: cc0-1.0
task_categories:
- text-classification
- question-answering
- text-generation
tags:
- synthetic
- template-generated
- education
- k12
- standards
- california
- curriculum
- assessment
- common-core
- ngss
- eld
- cte
- ethnic-studies
- educational-technology
- learning-objectives
language:
- en
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
source_datasets:
- original
pretty_name: California K-12 Educational Standards (generated)
dataset_info:
  config_name: default
  features:
  - name: id
    dtype: string
  - name: grade_level
    dtype: string
  - name: subject_area
    dtype: string
  - name: domain
    dtype: string
  - name: standard_text
    dtype: string
  - name: learning_objectives
    sequence: string
  - name: cognitive_level
    dtype: string
  - name: common_core_aligned
    dtype: bool
  - name: california_framework
    dtype: string
  - name: real_world_applications
    sequence: string
  splits:
  - name: train
    num_bytes: 4831240
    num_examples: 3410
  download_size: 4831240
  dataset_size: 4831240
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---


# California K-12 Educational Standards

3,410 records organized around California K-12 standards frameworks, including Common
Core, NGSS, ELD, CTE, and Ethnic Studies. Records carry a standard identifier, grade
level, subject area, domain, and generated learning-objective and application text.

## How this was built (read this first)

These records are **programmatically generated**, not transcribed from official standards
documents. A generator took a standards taxonomy - codes, grade levels, domains, and
similar structured fields - and expanded it into instruction/output pairs using a fixed
set of sentence templates.

Two consequences:

1. **The text is not official standard language.** Where a field looks like a standard's
   wording, it is template output built around the standard's code and domain, not the
   text the issuing body published.
2. **The text repeats heavily.** Of 3,066 populated `standard_text` values only
   **987 are distinct** (32.2%); the most common phrasing appears 21 times. Standard
   identifiers repeat too - each `CCSS.ELA-LITERACY.L.9-10.*` code appears about 4 times
   with different generated text attached.

Field values that *are* drawn from the source taxonomy - standard codes, grade levels,
domain and framework names - are reliable. The generated prose around them is not.

## Loading

```python
from datasets import load_dataset

ds = load_dataset("robworks-software/california-k12-standards")

ela = ds["train"].filter(lambda x: x["subject_area"] == "English Language Arts")
```

3,410 rows, single `train` split.

## Framework distribution

The dataset spans 14 framework areas (ELA, mathematics, NGSS science, ELD,
history-social science, visual & performing arts, health, environmental, physical
education, CTE, world languages, ethnic studies, computer science, school library).

**These counts describe this dataset, not the frameworks.** A framework's row count here
reflects how many records the generator produced, not how many standards the California
Department of Education has adopted. Earlier versions of this card presented a "100%
Complete" coverage column for every framework; that claim was not substantiated and has
been removed.

## Limitations

- **32.2% distinct standard text** - see above.
- **Identifiers do not uniquely key rows.** The same CCSS code appears on multiple rows.
  If you need one row per standard, deduplicate on `id` first.
- **Not a substitute for CDE source documents.** For official standard language, use the
  [California Department of Education](https://www.cde.ca.gov/be/st/ss/) directly.
- **Currency is 2024 at best.** Framework adoptions and legislative requirements have
  moved since. There is no update schedule.
- **No expert review.** Previous versions of this card claimed "Professional Review:
  Educational expert validation" and "100% Cross-Verification". Neither took place. The
  content was generated and structurally validated only.
- **`cognitive_level` and `real_world_applications` are generator assignments**, not
  pedagogical judgments from a curriculum specialist.

## Source taxonomy

California Department of Education framework structure, Common Core State Standards, and
NGSS identifiers. Standards codes and framework names are public; the generated prose is
original output of this project.

## License

**CC0-1.0.**

## Citation

```bibtex
@dataset{california_k12_standards,
  title  = {California K-12 Educational Standards},
  author = {Robson, Ryan and Robworks Software},
  year   = {2025},
  publisher = {Hugging Face},
  note   = {Programmatically generated around California framework taxonomies},
  url    = {https://huggingface.co/datasets/robworks-software/california-k12-standards}
}
```