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Article

Tourism Arrivals and Environmental Intensity: Evidence from Symmetric and Asymmetric Panel ARDL Models

by
Ateeq Ullah
1,
Supanika Leurcharusmee
1,* and
Woraphon Yamaka
2
1
Faculty of Economics, Chiang Mai University, Chiang Mai 50200, Thailand
2
The Center of Excellence in Econometrics, Faculty of Economics, Chiang Mai University, Chiang Mai 50200, Thailand
*
Author to whom correspondence should be addressed.
Sustainability 2026, 18(10), 5121; https://doi.org/10.3390/su18105121
Submission received: 3 April 2026 / Revised: 11 May 2026 / Accepted: 15 May 2026 / Published: 19 May 2026

Abstract

Achieving sustainable development requires decoupling economic growth from environmental degradation. In this context, this study examines the effects of tourism arrivals on CO2 intensity and energy intensity, two key indicators of environmental sustainability aligned with SDGs 7 and 13. Panel autoregressive distributed lag (ARDL) and nonlinear ARDL models are employed using a balanced panel of 54 countries over the period 1996–2023. In addition, Wald tests for long-run asymmetry, dynamic multiplier analysis, and Dumitrescu–Hurlin causality tests are applied. The results confirm the existence of stable long-run relationships between tourism arrivals and both CO2 intensity and energy intensity. In the symmetric framework, tourism growth is associated with significant long-run reductions in CO2 and energy intensity, while short-run effects are negative and significant only for CO2 intensity. In the asymmetric framework, positive tourism shocks generate stronger and more persistent reductions in both intensity measures, whereas negative shocks lead to weaker environmental efficiency gains. Moreover, the Wald test shows the existence of long-run asymmetry between positive and negative tourism shocks. In addition, the dynamic multiplier analysis confirms that environmental intensity adjusts gradually over time following tourism shocks. Finally, Dumitrescu–Hurlin causality tests indicate bidirectional Granger causality relationships between tourism arrivals and environmental intensity indicators. The findings are robust to dynamic endogeneity, the COVID-19 shock, and country heterogeneity. Overall, the findings indicate that tourism arrivals contribute to lowering long-term environmental intensity, consistent with relative decoupling and the goals of sustainable tourism development.
Keywords: tourism arrivals; environmental intensity; CO2 intensity; energy intensity; Panel ARDL; Nonlinear ARDL; relative decoupling; SDGs 7 and 13 tourism arrivals; environmental intensity; CO2 intensity; energy intensity; Panel ARDL; Nonlinear ARDL; relative decoupling; SDGs 7 and 13

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MDPI and ACS Style

Ullah, A.; Leurcharusmee, S.; Yamaka, W. Tourism Arrivals and Environmental Intensity: Evidence from Symmetric and Asymmetric Panel ARDL Models. Sustainability 2026, 18, 5121. https://doi.org/10.3390/su18105121

AMA Style

Ullah A, Leurcharusmee S, Yamaka W. Tourism Arrivals and Environmental Intensity: Evidence from Symmetric and Asymmetric Panel ARDL Models. Sustainability. 2026; 18(10):5121. https://doi.org/10.3390/su18105121

Chicago/Turabian Style

Ullah, Ateeq, Supanika Leurcharusmee, and Woraphon Yamaka. 2026. "Tourism Arrivals and Environmental Intensity: Evidence from Symmetric and Asymmetric Panel ARDL Models" Sustainability 18, no. 10: 5121. https://doi.org/10.3390/su18105121

APA Style

Ullah, A., Leurcharusmee, S., & Yamaka, W. (2026). Tourism Arrivals and Environmental Intensity: Evidence from Symmetric and Asymmetric Panel ARDL Models. Sustainability, 18(10), 5121. https://doi.org/10.3390/su18105121

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