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YAPAY ZEKÂ, YÜKSEK TEKNOLOJİ İHRACATI VE GELİR EŞİTSİZLİĞİ: E7 ÜLKELERİNDE PANEL VERİ ANALİZİ

Alaattin Etiz, Fırat ARSLAN · Euroasia Journal of Social Sciences and Humanities · 30 Oct 2026

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Abstract

While artificial intelligence and automation technologies raise productivity, their effects on income distribution remain contested. This study examines the impact of technological capacity (artificial intelligence readiness) on income inequality in the E7 countries, namely Brazil, China, India, Indonesia, Mexico, Russia and Türkiye, over the period 2000-2022. Using high-technology exports as a proxy for artificial intelligence capacity, the study employs a two-way fixed effects model estimated with Driscoll-Kraay robust standard errors, together with country-specific Granger causality tests. With per capita income included as a control variable, a robustness check that adds trade openness confirms that the interaction term between technology and education retains its negative sign and statistical significance. The findings show that technological progress on its own increases the Gini coefficient, but that this effect interacts strongly with human capital. Once the tertiary school enrolment rate exceeds a threshold of 41.21%, the inequality-increasing effect of technology disappears. Granger tests reveal Granger causality running from technology to income inequality in Türkiye and the Russian Federation. The results suggest that E7 countries should treat education policy not as a priority but as a necessity in the age of artificial intelligence.

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Academic journal. Published in an academic journal — typically peer-reviewed before publication, though indexing alone doesn't guarantee review depth.

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2026 (recently)
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