mlsanityData to 14 Oct 2026

Course-Skill Atlas: A national longitudinal dataset of skills taught in U.S. higher education curricula

arXiv 2404.13163 ↗First posted 19 Apr 2024econ.GN cs.CL q-fin.ECcited by 2

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Abstract (arXiv)

Higher education plays a critical role in driving an innovative economy by equipping students with knowledge and skills demanded by the workforce. While researchers and practitioners have developed data systems to track detailed occupational skills, such as those established by the U.S. Department of Labor (DOL), much less effort has been made to document which of these skills are being developed in higher education at a similar granularity. Here, we fill this gap by presenting Course-Skill Atlas -- a longitudinal dataset of skills inferred from over three million course syllabi taught at nearly three thousand U.S. higher education institutions. To construct Course-Skill Atlas, we apply natural language processing to quantify the alignment between course syllabi and detailed workplace activities (DWAs) used by the DOL to describe occupations. We then aggregate these alignment scores to create skill profiles for institutions and academic majors. Our dataset offers a large-scale representation of college education's role in preparing students for the labor market. Overall, Course-Skill Atlas can enable new research on the source of skills in the context of workforce development and provide actionable insights for shaping the future of higher education to meet evolving labor demands, especially in the face of new technologies.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 6 of its 68 references that are in the map. First posted on arXiv 19 Apr 2024.

Builds on

6 of 68 references.

References · 6

  1. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  2. 2020Stanza: A Python Natural Language Processing Toolkit for Many Human Languagescited by 723
  3. 2021PAQ: 65 Million Probably-Asked Questions and What You Can Do With Themcited by 200
  4. 2021GooAQ: Open Question Answering with Diverse Answer Typescited by 53
  5. 2017Small cities face greater impact from automationcited by 3
  6. 2023Soft Skills Centrality in Graduate Studies Offeringscited by 2

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2 papers.