Digital skills are the only consistently positive predictor of ICT career aspiration growth, while teacher support and autonomy show negative standardized associations¶

Claim · All claims
Evidence · 1 study · associational r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims¶

q2 i? In multivariate country-level regression, digital skills show a small positive standardized association with ICT aspiration growth (β = 0.072), while teacher support (β = -0.324) and autonomy (β = -0.192) are negatively associated. → Popa 2026

Evidence¶

Popa 2026¶

Popa, D. M., Oprea, S.-V., & Bâra, A. (2026). Learning after COVID-19 and the ICT career aspirations: Are students entering the AI era with weaker skills? Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies. [email protected]. https://arxiv.org/abs/2605.27391 doi:10.48550/arxiv.2605.27391

q2 · i? · associational · r2

Country-level multivariate linear regression of ΔICT on standardized autonomy, digital skills and teacher support effects from PISA 2022. The article reports the printed coefficients and calls digital skills "the only consistently positive predictor".

"The standardized coefficients reveal that teacher support has the strongest (negative) association (β = -0.324), followed by autonomy (β = -0.192), whereas digital skills have a weaker positive effect (β = 0.072)."

Discussion¶

Learner Variables¶

• Digital Literacy — predictor: learners who differ on it differ in outcomes

Related Claims¶

• Digital skills gaps span demographic groups and shape e-learning, job performance, and earnings — the general claim this finding bears on, with the studies behind it
• Simulated one-standard-deviation increases in autonomy yield only modest predicted changes in ICT career aspirations — related
• Learning environment indicators only moderately discriminate between countries with high versus low ICT aspiration growth, with digital skills the strongest discriminant — related
• Country-level ICT career aspirations increased globally but unevenly between PISA 2018 and 2022, with most systems showing moderate gains and a minority declining — related
• Changes in ICT career aspirations are not systematically linked to contemporaneous changes in other occupational domains — related
• Across countries, the association between school autonomy and students' digital skills is conditional on teacher support, which the authors read as autonomy compensating where teacher support is low — related