Publications / A Statewide Analysis of Ethics and Social Impact in the CS Teacher Preparation Pipeline

Abstract

The landscape of K-12 computer science (CS) teacher credentialing in the United States is highly variable across pathways and curricula. Scholars in CS education have called for more critical, justice-oriented approaches, particularly in teacher preparation. While the calls to do this work are apparent, it’s less clear to what extent teachers in these programs are critically examining the social impacts and ethical considerations of computing. This study asks: To what extent and in what ways do course descriptions in CS teacher credentialing programs address ethics and social impact? Our data collection focused on a single state with a clear credential pathway for CS. We examined all universities in that state offering a CS teacher credentialing program and compiled a dataset of their course titles, numbers, and descriptions. In total, we identified 89 courses across 18 universities. Further qualitative analysis demonstrated that the inclusion of ethics and social impact in course descriptions was uneven. Some courses highlighted the dual nature of CS as a tool for both innovation and oppression, while others made only brief mention of its social impact. This research highlights the need to examine the content of the CS curriculum for teacher credentialing candidates and the nature of how ethics and social impact are discussed.

Details

Authors

Brendan Henrique, Kyle Fischer

Venue

SIGCSE 2026

Year

2026

Methods & Tools

PythonPandasNumPyscikit-learnMatplotlibseabornStatistical Analysis
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