Qianru Liang

Dr. Qianru Liang


Research Focus & Metrics

Academic Career Length

3Years (2024-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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2 July 2024
Verified
Book Chapter
Closed access
PDF file
BZBojun Zhan
Bojun Zhan
TGTeng Guo
Teng Guo
XLXueyi Li
Xueyi Li
MHMingliang Hou
Mingliang Hou
QLQianru Liang
Qianru Liang
ZLZitao Liu
Zitao Liu


17 February 2025 in Machine Learning
Verified
Journal Article
Closed access
PDF file
ZLZitao Liu
Zitao Liu
SHShuyan Huang
Shuyan Huang
TGTeng Guo
Teng Guo
MHMingliang Hou
Mingliang Hou
QLQianru Liang
Qianru Liang

16 February 2026 in Frontiers in Psychology
Verified
Journal Article
Open access
PDF file
LCLaure Lu Chen
Laure Lu Chen
ZGZemin Guo
Zemin Guo
QLQianru Liang
Qianru Liang
Gender differences in digital literacy persist across educational stages and cultural sites, yet findings remain inconsistent. This systematic and meta-analytic review synthesizes evidence from 43 studies conducted in 31 regions between 2005 and 2023, examining gender disparities in DL performance and growth from Grade 3 to Grade 12. The cross-sectional meta-analysis, based on 67 effect sizes, revealed a consistant female advantage ( g = +0.14, 95% CI [0.11, 0.18]). The longitudinal meta-analysis, incorporating six effect sizes, showed comparable growth rates for girls ( d = 1.48, p < 0.001) and boys ( d = 1.29, p < 0.001). Gender differences were most pronounced in upper primary and lower secondary education and unexpectedly larger in highly developed regions than in developing ones. These findings challenge traditional assumptions about gender equity and support the gender-equality paradox, suggesting that socio-cultural and developmental factors interact to shape DL outcomes. Methodological variability, including test modality and psychometric modeling, also contributed to inconsistencies across studies. This review calls for international collaboration for research and practice reforms to safeguard gender equality through education. Systematic review registration: https://osf.io/9yax4/overview .