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This systematic bibliometric review examines gender representation in authorship across six top-tier educational technology journals from 2019 to 2024. Building on prior studies that identified persistent disparities, we analyzed 1,010 articles to investigate trends in authorship by gender, publication year, methodological approach, and subject area. Findings reveal ongoing underrepresentation of women, particularly as first authors and in single-authored publications, despite their majority in doctoral education. Statistical analyses confirm significant disparities when compared to expected benchmarks. Fluctuations in authorship trends over time raise important questions about the role of systemic factors, including the COVID-19 pandemic and emerging technologies like generative AI, in shaping research productivity. This study contributes to efforts to build more equitable scholarly publishing ecosystems in educational technology.