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@laser-institute

LASER Institute

Learning Analytics in STEM Education Research Institute
README.md

The Learning Analytics in STEM Education Research (LASER) Institute

A significant portion of the LASER Institute consists of Learning Labs, which are designed to provide scholars with a conceptual understanding of, and applied experience with, analyzing educational data using foundational-skills (e.g., data wrangling, visualization) and advanced techniques such as machine-learning, text-mining, and network-analysis. Each GitHub repository pinned below contains four learning labs consisting of guided and independent activities including:

  1. Overview Presentations and a code-along to introduce basic concepts and R skills. [example]
  2. Essential Readings to deepen your understanding of core concepts. [example]
  3. Tutorials or Case Studies for guided practice analyzing educational data with R. [example]
  4. Learning Lab Badges that you can earn by demonstrating basic competencies. [example]

Pinned

  1. laser-orientation laser-orientation Public

    This learning lab orientation focuses on reproducible research and the data-intensive research workflow and is designed to orient learners to the instructional activities that make up each LASER le…

    HTML 1 50

  2. text-mining text-mining Public

    Text Mining in Education Learning Labs demonstrate how text mining can be applied in STEM education research and provide LASER Institute scholars hands-on experience with popular techniques for col…

    HTML 4 31

  3. machine-learning machine-learning Public

    In these learning labs, you will become familiar with machine learning and how it is used in educational contexts

    HTML 5

  4. network-analysis network-analysis Public

    Social Network Analysis and STEM Education is designed to prepare researchers to apply network analysis in order to better understand and improve teaching and learning.

    HTML 4 24

  5. knowledge-tracing knowledge-tracing Public

    JavaScript

  6. la-workflow la-workflow Public

    JavaScript

Repositories

Showing 10 of 38 repositories
  • network-analysis Public

    Social Network Analysis and STEM Education is designed to prepare researchers to apply network analysis in order to better understand and improve teaching and learning.

    HTML 4 24 1 0 Updated May 19, 2024
  • laser-website Public
    HTML 0 MIT 0 1 0 Updated May 19, 2024
  • knowledge-tracing Public
    JavaScript 0 MIT 0 0 0 Updated May 8, 2024
  • lak24-kyoto Public
    HTML 0 MIT 0 0 0 Updated Mar 19, 2024
  • laser-orientation Public

    This learning lab orientation focuses on reproducible research and the data-intensive research workflow and is designed to orient learners to the instructional activities that make up each LASER learning lab.

    HTML 1 50 0 0 Updated Mar 18, 2024
  • LAK24-kyoto-SNA Public

    Social Networking half day workshop

    CSS 0 MIT 0 0 0 Updated Mar 17, 2024
  • la-orientation_24 Public
    HTML 0 CC0-1.0 0 0 0 Updated Mar 6, 2024
  • machine-learning Public

    In these learning labs, you will become familiar with machine learning and how it is used in educational contexts

    HTML 5 0 0 0 Updated Feb 29, 2024
  • la-workflow Public
    JavaScript 0 MIT 0 0 0 Updated Feb 22, 2024
  • text-mining Public

    Text Mining in Education Learning Labs demonstrate how text mining can be applied in STEM education research and provide LASER Institute scholars hands-on experience with popular techniques for collecting, processing, and analyzing text-based data.

    HTML 4 31 0 0 Updated Feb 19, 2024
View all repositories

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