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International Journal of Artificial Intelligence and Education Technology

ISSN
Online: 2835-2432
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Quarterly (January, April, July, October)  Accepted papers will be published online directly 

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Open access journal. All articles are freely available online with no APC.

International Journal of Artificial Intelligence and Education Technology
Full Length Article

Volume 4Issue 2PP: 19–29 • 2025

Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4

Reshma Shaik 1* ,
Hanadi Osman Diab 2
1Assistant professor, Sri Venkateswara University, India
2Instructor at Lebanese International University, Lebanon
* Corresponding Author.

Abstract

All people must have access to educational opportunities which meet their needs through Sustainable Development Goal 4. The goal requires education systems to obtain sufficient funds and use their resources properly. The relationship between public education spending and student academic performance remains disputed because different countries achieve different results from their spending levels. The study employs PISA 2022 country-level scores which represent the first international assessment data published after COVID-19 to analyze public education expenditure as a GDP share together with pupil–teacher ratio and per-capita GDP in relation to student academic performance across three subjects. The study found that public education funding as percentage of GDP does not connect with PISA score results across 35 countries, showing no statistical link to tests (r = 0.095, p = 0.586). The pupil–teacher ratio serves as an effective predictor because it shows a strong negative relationship to student performance (βˆ = 4.097, R2 = 0.312, p < 0.001). A three-variable regression model which combines expenditure share with pupil–teacher ratio and GDP per capita explains 59% of cross-country score variance (R2 = 0.592). High-income economies dominate the upper achievement tier, but several upper-middle-income systems— notably Estonia and Poland—substantially outperform their GDP-predicted  scores. The results show that organizations should focus their resources on developing teaching skills.

Keywords

PISA 2022 Education expenditure Pupil&ndash teacher ratio Student achievement SDG 4 Cross-national analysis Education finance

References

[1] OECD. PISA 2022 results (Volume I): The State of Learning and Equity in Education. Technical report, OECD Publishing, Paris, France, 2023.

 

[2] United Nations. Transforming our world: The 2030 agenda for sustainable development, 2015. United Nations General Assembly Resolution A/RES/70/1, New York, NY.

 

[3] Global Education Monitoring Report Team, UNESCO Institute for Statistics, and World Bank. 2024 education finance watch. Technical report, UNESCO and World Bank, Paris, France and Washington, DC, 2024. URL https://www. unesco.org/gem-report/en/2024efw.

 

[4] Chaimae Ghernouk and Mariem Liouaeddine. Educational spending efficiency: A comparative analysis using data envelopment analysis and Malmquist index. Economies, 14(1):10, 2026. doi: 10.3390/economies14010010.

 

[5] UNESCO. Global education monitoring report 2024/5: Leadership in education—lead for learning. Technical report, United Nations Educational, Scientific and Cultural Organization, Paris, France, 2024. URL https://www.unesco. org/gem-report/en/2024-leadership.

 

[6] Jinpeng Niu, Hui Xu, and Jiangtao Yu. Identifying multilevel factors on student mathematics performance for Singapore, South Korea, Finland, and Denmark in PISA 2022: Considering individualistic versus collectivistic cultures. Humanities and Social Sciences Communications, 12(1):151, 2025. doi: 10.1057/s41599-025-04466-y.

 

[7] World Bank. The adequacy of public expenditure on education and the needs post-COVID-19. Technical report, World Bank, Washington, DC, 2023. URL https://thedocs.worldbank.org/en/doc/ 9b9ecb979e36e80ed50b1f110565f06b-0200022023/original/Adequacy-Paper-Final.pdf.

 

[8] Zhiying Zhao and Zhanglin Sidi. Exploring the impact of education on sustainable resource efficiency: The interplay with CO2 emissions, renewable energy, and agriculture in G20 nations. Frontiers in Environmental Science, 13:1623978, 2025. doi: 10.3389/fenvs.2025.1623978.

 

[9] UNESCO Institute for Statistics. UIS education statistics: Government expenditure on education as a percentage of GDP. Data portal, 2024. URL https://uis.unesco.org/bdds.

 

[10] World Bank. World development indicators. Technical report, World Bank, Washington, DC, 2024. URL https://databank.worldbank.org/source/world-development-indicators.

Cite This Article

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Shaik, Reshma, Diab, Hanadi Osman. "Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4." International Journal of Artificial Intelligence and Education Technology, vol. Volume 4, no. Issue 2, 2025, pp. 19–29. DOI: https://doi.org/10.54216/IJAIET.040203
Shaik, R., Diab, H. (2025). Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4. International Journal of Artificial Intelligence and Education Technology, Volume 4(Issue 2), 19–29. DOI: https://doi.org/10.54216/IJAIET.040203
Shaik, Reshma, Diab, Hanadi Osman. "Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4." International Journal of Artificial Intelligence and Education Technology Volume 4, no. Issue 2 (2025): 19–29. DOI: https://doi.org/10.54216/IJAIET.040203
Shaik, R., Diab, H. (2025) 'Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4', International Journal of Artificial Intelligence and Education Technology, Volume 4(Issue 2), pp. 19–29. DOI: https://doi.org/10.54216/IJAIET.040203
Shaik R, Diab H. Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4. International Journal of Artificial Intelligence and Education Technology. 2025;Volume 4(Issue 2):19–29. DOI: https://doi.org/10.54216/IJAIET.040203
R. Shaik, H. Diab, "Public Education Investment, Instructional Resources, and Student Achievement: Cross-National Evidence from PISA 2022 in the Context of Sustainable Development Goal 4," International Journal of Artificial Intelligence and Education Technology, vol. Volume 4, no. Issue 2, pp. 19–29, 2025. DOI: https://doi.org/10.54216/IJAIET.040203
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