A Comparative Analysis of the Asymmetric Impact of Innovation and Economic Growth in Vietnam: A Linear and Nonlinear ARDL Approach

This study analyzes the impact of the Global Innovation Index (GII) and the Consumer Price Index (CPI) on Vietnam's economic growth (GDP) using both ARDL and NARDL models. The ARDL model results indicate that innovation has a positive long-term effect on GDP growth. The NARDL model reveals an asymmetric impact of innovation: increases in the GII promote economic growth, while decreases have an insignificant effect. The error correction term (ECT) is negative and statistically significant, confirming a long-run equilibrium relationship with an adjustment speed ranging from 24.83% to 28.85% per year. By simultaneously analyzing the effects of GII and CPI within a dynamic modeling framework and uncovering the asymmetric impact of innovation, this study addresses a gap in previous research. The empirical findings provide important policy implications for promoting innovation, managing CPI effectively, and fostering sustainable economic growth in Vietnam.

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Publication Details

Journal
Journal of Artificial Intelligence and Data Analytics
Published
2026-10-28
DOI
https://doi.org/10.67927/jaidataanalytics/2026(1)113
Primary Topic
Economic Growth and Productivity
Type
article
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article

A Comparative Analysis of the Asymmetric Impact of Innovation and Economic Growth in Vietnam: A Linear and Nonlinear ARDL Approach

Phung Duy Quang, Luu Thi Van Anh, Phạm Thị Phương Thảo, Trần Quang Thanh et al.
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Journal of Artificial Intelligence and Data Analytics
Economic Growth and Productivity
article

A Comparative Analysis of the Asymmetric Impact of Innovation and Economic Growth in Vietnam: A Linear and Nonlinear ARDL Approach

Phung Duy Quang, Luu Thi Van Anh, Phạm Thị Phương Thảo, Trần Quang Thanh, Hoang Nam Quyen, Nguyen Khanh Huyen, Nguyễn Hữu Thịnh, Hai Dang Nguyen, Nguyen Viet Ha
article en

Abstract

This study analyzes the impact of the Global Innovation Index (GII) and the Consumer Price Index (CPI) on Vietnam's economic growth (GDP) using both ARDL and NARDL models. The ARDL model results indicate that innovation has a positive long-term effect on GDP growth. The NARDL model reveals an asymmetric impact of innovation: increases in the GII promote economic growth, while decreases have an insignificant effect. The error correction term (ECT) is negative and statistically significant, confirming a long-run equilibrium relationship with an adjustment speed ranging from 24.83% to 28.85% per year. By simultaneously analyzing the effects of GII and CPI within a dynamic modeling framework and uncovering the asymmetric impact of innovation, this study addresses a gap in previous research. The empirical findings provide important policy implications for promoting innovation, managing CPI effectively, and fostering sustainable economic growth in Vietnam.

Journal of Artificial Intelligence and Data AnalyticsVol. 1(3)
National Economics University (VN), Foreign Trade University (VN), University Of Transport Technology (VN)
Decent work and economic growth, Industry, innovation and infrastructure
Openalex Percentile: Top 9%
Economic Growth and Productivity
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