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---
license: mit
task_categories:
- sentence-similarity
language:
- de
tags:
- education
- competencies
- course descriptions
- information retrieval
- language models
pretty_name: German Course Competency Alignment
size_categories:
- 1K<n<10K
---
# !This is a draft!
# German Course Competency Alignment
## Description
The "German Course Competency Alignment" dataset consists of triplets incorporating German course descriptions, positive competency labels, and negative competency labels. Its primary purpose is to train language models for information retrieval tasks, specifically to annotate courses with standardized competencies based on learning outcomes. This dataset leverages various competency frameworks and sources to provide a wide range of training data, benefiting applications in educational technology and course alignment.
This dataset was assembled as part of the works of the project [WISY@KI](https://www.wisyki.de/) by the [Institut für Interaktive Systeme](https://www.th-luebeck.de/isy/) from the [University of Applied Sciences Lübeck](https://www.th-luebeck.de/). Special thanks to the colleagues from the projects [MyEduLife](https://myedulife.de/) for contributing alignments of qualifications to ESCO and the project [TrainSpot](https://www.meinbildungsraum.de/vorhaben/foerderprojekte-und-partner/trainspot2-train-the-trainer-hotspot-fuer-die-erwachsenen-und-weiterbildung) with experts from [Deutschen Institut für Erwachsenenbildung (DIE)](https://die-bonn.de/institut) and [WBS Training AG](https://www.wbstraining.de/) that contributed the alignments to the GRETA framework.
This project was funded by the **Federal Ministry of Education and Research**.
<div style="display: flex; align-items: center; gap: 35px;">
<img src="https://cdn-uploads.huggingface.co/production/uploads/64481ef1e6161a1f32e60d96/Yy8QPa3w_lBp9XbGYEDs0.jpeg" alt="BMBF Logo" style="width: 150px; height: auto;">
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</div>
## Competency Frameworks
### ESCO
ESCO (European Skills, Competences, Qualifications and Occupations) is the European multilingual classification of skills, competences, qualifications, and occupations. It acts as a dictionary that describes, identifies, and classifies professional occupations and skills pertinent to the EU labor market, education, and training sectors.
More information can be found on the ESCO page: [ESCO](https://esco.ec.europa.eu/en)
### GRETA
The GRETA Competency Model is a reference model for professional teaching competencies in adult education and continuing education. Developed with input from practitioners and researchers, it serves as the foundational basis for recognizing the competencies of educators.
The GRETA model is a universal reference model for further education, encompassing all kinds of continuing education teachers, trainers, lecturers, course leaders, learning guides, tutors, group facilitators, or coaches.
More information can be found on the GRETA project page: [GRETA-Kompetenzmodell](https://www.greta-die.de/webpages/projektergebnisse/greta-kompetenzmodell)
## Dataset Overview
### ESCO Datasets
#### ESCO Skill Relations (x=25024)
- Mapping of ESCO skill descriptions to ESCO skill titles.
- Mapping alternative ESCO titles to ESCO skills.
- Mapping related ESCO skills, such as prerequisite skills or narrower skills.
- Mapping of occupational titles to essential ESCO skills.
- Contains only positive labels.
- **Source**:
- Extracted from ESCO API, 05.07.2024
#### Mapping GRETA-ESCO (x=9)
- Mapping GRETA facet definitions to ESCO competencies.
- Contains only positive labels.
- **Source**:
- DIE, 21.12.2023
#### MyEduLife ESCO für Qualifikationen (x=86)
- Mapping learning outcomes of vocational qualifications to ESCO competencies.
- Contains only positive labels.
- **Source**:
- MyEduLife, 13.05.2024
### GRETA Datasets
#### GRETA v2 - Anforderungen und Facetten (x=102)
- Mapping of competency requirements to competency facets within the GRETA competency model.
- Contains only positive labels.
- **Source**:
- DIE, 21.12.2023
#### GRETA_WBS (x=39)
- Mapping WBS courses to GRETA facets.
- Contains only positive labels.
- **Sources**:
- WBS, 07.05.2024
#### GRETA_EULE (x=12)
- Mapping EULE course descriptions to GRETA facets.
- Contains only positive labels.
- **Source**:
- DIE, 07.05.2024
#### GRETA Annotierte Validierte Kurse (x=100)
- Mapping course descriptions to GRETA facets.
- Contains both positive and negative labels.
- **Source**:
- Experts from the TrainSpot Project, 04.07.2024 |