Instructors Integrate LLMs Into Data Science Education

Researchers conducted semi-structured interviews with 42 instructors from 33 institutions across nine countries in June–July 2025 to study LLM use in data science courses. They report 58% have introduced demonstrations, guided activities, or extensive use, while 31% do not plan to use LLMs; respondents highlight innovations like AI-aware assessments, reflective tutoring, and course-specific chatbots.
Key Points
- 1Finds 58% of instructors already use LLMs; 31% avoid them entirely in courses
- 2Highlights mixed optimism and concern, including de-skilling, misplaced confidence, and uneven institutional adoption
- 3Recommends AI-aware assessments, reflective LLM tutoring, and course-specific chatbots for curriculum adaptation
Scoring Rationale
Peer-reviewed, multi-country interview study provides actionable teaching strategies; limited by modest sample size and uneven institutional coverage.
Sources
Public references used for this report.
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