The Impact of Automobile Purchase Restriction on Urban Air Quality: Experimental Evidence from Beijing, China
DOI:
https://doi.org/10.58567/jes01010006Keywords:
Beijing; Regression control method; High-dimensional regression; Automobile purchase restriction; Environmental protection effectAbstract
It's critical for environmental governance to understand the effectiveness of policy interventions as well as their working mechanisms. This paper focuses on the vehicle license plate-based management, a sort of policy intervention understudied in environmental governance literature. Specifically, we study the automobile purchase restriction (APR), a major method of license management to address urban air pollution and traffic congestion recently launched by the authorities of China. However, limited studies have quantified the environmental impact of such purchase restriction. Based on the panel data of PM2.5 concentration in 330 cities in China during 1998-2016, this study aims to explore the causal impact of Beijing automobile purchase restriction on air quality, using the regression control method and high-dimensional data regression of machine learning. The average PM2.5 concentration did not decrease but increased because of the purchase restriction. Over time, the deterioration effect on urban air quality will not alleviate. Besides, the restriction cannot enhance urban air quality by decreasing the increase of PM2.5. Despite excluding the impact of driving restriction, the purchase restriction markedly aggravate urban air quality. This paper has some policy implications for policymakers on the impact of urban vehicle license management with caution. Hence, it is essential to promote urban economy, production, and lifestyle to attain the win-win goal of air pollution control and urban development.
References
Bai CE, Li Q and Ouyang M (2014) Property taxes and home prices: A tale of two cities. Journal of Econometrics 180(1):1-15.
Cao J, Wang X and Zhong XH (2014) Did driving restrictions improve air quality in Beijing? China Economic Quarterly 13(3):1091-1126.
Chen Y, Jin GZ, Kumar N and Shi G (2013) The promise of Beijing: evaluating the impact of the 2008 Olympic Games on air quality. Journal of Environmental Economics and Management 66(3) :424-443.
Ching S, Hsiao C and Wan SK (2012) Impact of CEPA on the labor market of Hong Kong. China Economic Review 23 (4):975-981.
Chowdhury S, Dey S and Tripathi SN et al. (2017) Traffic intervention policy fails to mitigate air pollution in megacity Delhi. Environmental Science & Policy 74: 8-13.
Davis, L.W. (2008) The effect of driving restrictions on air quality in Mexico City. Political.Economy. 116, 38–81.
Eskeland, GS, and Feyzioglu T (1997) Rationing can backfire: the “day without a car” in Mexico City. The World Bank Economic Review 11 (3): 383-408.
Feng C (2018) An analysis of the effectiveness of automobile purchase restriction policy and the spillover effects: based on the data of car license applications. Contemporary Finance & Economics 8: 90-100.
Feng Y, Fullerton D and Gan L (2013) Vehicle choices, miles driven, and pollution policies. Journal of Regulatory Economics 44(1):4-29.
Fisher RA (1949) The design of experiments. Social Service Review 57(1):183–189.
Fujiki H and Hsiao C (2015) Disentangling the effects of multiple treatments—Measuring the net economic impact of the 1995 great Hanshin-Awaji earthquake. Journal of Econometrics 186(1): 66-73.
Hsiao C, Ching HS and Wan SK (2012) A panel data approach for program evaluation: measuring the benefits of political and economic integration of Hong Kong with Mainland China. Journal of Applied Econometrics 27:705-740.
Huang HJ, Fu DY and Qi W (2017) Effect of driving restrictions on air quality in Lanzhou, China: Analysis integrated with internet data source. Journal of Cleaner Production 142(2):1013-1020.
Kline P, and Moretti E (2014) Local economic development, agglomeration economies, and the big push: 100 years of evidence from the Tennessee Valley authority. Quarterly Journal of Economics 129(1):275–331.
Lin CY, Zhang W and Umanskaya VI (2011) The effects of driving restrictions on air quality: São Paulo, Bogotá, Beijing, and Tianjin. Presented at the 2011 Agricultural and Applied Economics Association Annual Meeting, July 24–26, 2011, Pittsburgh, Pennsylvania.
Ouyang M. and Peng Y (2015) The treatment- effect estimation: a case study of the 2008 economic stimulus package of China. Journal of Econometrics 188 : 545-557.
Salas C (2010) Evaluating public policies with high frequency data: evidence for driving restrictions in Mexico City. Working paper. http://www.economia.puc.cl/docs/dt_374.pdf (accessed 08.20.15.).
Sun C, Zheng S, and Wang R (2014) Restricting driving for better traffic and clearer skies: did it work in Beijing? Transport Policy 32:34-41.
Tibshirani RJ. (1996) Regression shrinkage and selection via the LASSO. Journal of the Royal Statistical Society. Series B: Methodological 73(1):273-282.
Van DA, Martin RV and Brauer M, et al. (2015) Use of satellite observations for long- term exposure assessment of global concentrations of fine particulate matter. Environmental Health Perspectives 123(2): 135-143.
Viard VB. and Fu S (2015). The effect of Beijing’s driving restrictions on pollution and economic activity. Journal of Public Economics 125: 98-115.
Wang L, Xu J, and Qin P (2014) Will a driving restriction policy reduce car trips?—the case study of Beijing, china. Transportation Research Part A: Policy and Practice 67: 279-290.
Wu SQ and Zhang DM (2013) Research on local government automobile purchase restriction. Auto Industry Research 11: 4-11.
Wu XP and Li P (1999) The impact of urban traffic on atmospheric quality and its countermeasures. Urban Problems 3:31-33.
Xiao J, Zhou X and Hu W (2017) Welfare analysis of the vehicle quota system in china. International Economic Review 58(2): 617- 650.
Yi L, Zhou YN and Li ZP et al. (2018) Analysis of the effects of driving restriction policies in controlling haze pollution. China population, resources and environment 28 (10): 81-87.
Zhang L, Du Z and Hsiao C, et al. (2015) The macroeconomic effects of the Canada-US free trade agreement on Canada: a counterfactual analysis. The World Economy 38(5): 878-892.
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Copyright (c) 2023 Fengyu Cheng, Jianping Liao, Kenichiro Soyano, Feiling Lu
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