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Research on the influence of haze pollution on Chinese residents’ happiness based on Baidu Index data

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Abstract

Clarifying the impact of haze pollution on residents’ happiness has great theoretical and practical significance for improving the status quo of air pollution and protecting residents’ physical and mental health. With the development of web media, it is more convenient for the public to express their dissatisfaction with pollution through the Internet. This paper innovatively uses Baidu Index to measure residents’ happiness index. Based on the daily panel data of 238 cities at prefecture level and above in 2018, the effects of haze pollution on residents’ happiness were analyzed using fixed effect and 2SLS method. The research results indicate that (1) there is an inverted U-shaped curve relationship between haze pollution and residents’ happiness; (2) haze pollution has an impact on residents’ happiness through the transmission mechanism of economic development; (3) haze pollution affects only east residents’ happiness; the effect in middle and west is insignificant. According to the research conclusions, this paper suggests strengthening environmental protection, optimizing the cadre performance evaluation system, paying attention to vulnerable groups and groups with low happiness, and formulating a series of policies to reduce smog according to local conditions.

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Data availability

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Ahmadiani M, Ferreira S (2019) Environmental amenities and quality of life across the United States. Ecol Econ 164

  • Baylis P (2020) Temperature and temperament: evidence from Twitter. J Pub Econ 184

  • Bin WR (2014) The Chinese economy: a new transition. China Q 217:276–277

    Google Scholar 

  • Chate DM, Murugavel P, Ali K et al (2011) Below-cloud rain scavenging of atmospheric aerosols for aerosol deposition models. Atmos Res 99(3–4):528–536

    Article  CAS  Google Scholar 

  • Chen S, Chen T (2014) Air pollution and public health: evidence from sulfur dioxide emission of coal-fired power stations in China. Econ Res J 49(08):158-169+183

    Google Scholar 

  • Chen SY, Chen DK (2018) Air pollution, government regulations and high-quality economic development. Econ Res J 2:20–34

    Google Scholar 

  • Chen FL, Chen ZF (2020) Air pollution and avoidance behavior: a perspective from the demand for medical insurance. J Clean Prod 259:120970

    Article  Google Scholar 

  • Cheng ZH, Li LS, Liu J (2017) Identifying the spatial effects and driving factors of urban PM2.5 pollution in China. Ecol Ind 82:61–75

    Article  CAS  Google Scholar 

  • Cunado J, Gracia FP (2013) Environment and happiness: new evidence for Spain. Soc Indic Res 112(3):549–567

    Article  Google Scholar 

  • Dong L, Liang HW (2014) Spatial analysis on China’s regional air pollutants and CO2 emissions: emission pattern and regional disparity. Atmos Environ 92:280–291

    Article  CAS  Google Scholar 

  • Ebenstein A, Fan MY, Greenstone G et al (2017) New evidence on the impact of sustained exposure to air pollution on life expectancy from China’s Huai River Policy. Proc Natl Acad Sci U S A 114(39):10384–10389

    Article  CAS  Google Scholar 

  • Ferreira S, Akay A, Brereton F et al (2013) Life satisfaction and air quality in Europe. Soc Sci Electron Publ 88:1–10

    Google Scholar 

  • Ferrer-I-Carbonell A, Gowdy JM (2007) Environmental degradation and happiness. Ecol Econ 60(3):509–516

    Article  Google Scholar 

  • Gan T, Yang HC, Liang W (2021) How do urban haze pollution and economic development affect each other? Empirical evidence from 287 Chinese cities during 2000–2016. Sustain Cities Soc 65(4):102642

    Article  Google Scholar 

  • Guo S, Wang WW, Zhang M (2020) Exploring the impact of environmental regulations on happiness: new evidence from China. Environ Sci Pollut Res 27:19484–19501

  • Hering L, Poncet S (2014) Environmental policy and trade performance: evidence from China. J Environ Econ Manage 68(4):296–318

    Article  Google Scholar 

  • Heyes A, Zhu MY (2019) Air pollution as a cause of sleeplessness: social media evidence from a panel of Chinese cities. J Environ Econ Manag 98:102247

    Article  Google Scholar 

  • Jerrett M (2015) Atmospheric science: the death toll from air-pollution sources. Nature 525(7569):330–331

    Article  CAS  Google Scholar 

  • Jin ZZ, Zeng SX, Cao C et al (2020) Impacts of pollution abatement projects on happiness: an exploratory study in China. J Clean Prod 274:122869

    Article  Google Scholar 

  • Lelieveld J, Evans JS, Fnais M et al (2015) The contribution of outdoor air pollution sources to premature mortality on a global scale. Nature 525(7569):367–371

    Article  CAS  Google Scholar 

  • Li WB, Zhang KX (2019) The impact of air pollution on firm productivity - evidence from Chinese industrial firms. Manage World 35(10):95-112+119

    CAS  Google Scholar 

  • Li WB, Zou P (2019) Air pollution and residents’ mental health —an estimation based on regression discontinuity. J Beijing Univ Technol (Soc Sci Ed) 21(06):10–21

    Google Scholar 

  • Li ZT, Folmer H, Xue JH (2014) To what extent does air pollution affect happiness? The case of the Jinchuan mining area. China Ecol Econ 99:88–99

    Article  Google Scholar 

  • Li Y, Guan DB, Yu YN et al (2019) A psychophysical measurement on subjective well-being and air pollution. Nat Commun 10:5473

    Article  Google Scholar 

  • Liang Y, Shin K, Managi S (2018) Subjective well-being and environmental quality: the impact of air pollution and green coverage in China. Ecol Econ 153:124–138

    Article  Google Scholar 

  • Liu XX, Dong XY, Li S et al (2021a) Air pollution and high human capital population migration: an empirical study based on 35 major cities in China. Sustain Prod Consum 27:643–652

    Article  CAS  Google Scholar 

  • Liu Y, Zhu K, Li RL et al (2021b) Air pollution impairs subjective happiness by damaging their health. Int J Environ Res Public Health 18(19):10319

    Article  CAS  Google Scholar 

  • Luo Z, Li HR (2018) The impact of “Atmosphere Ten Articles” policy on air quality in China. China Ind Econ 09:136–154

    Google Scholar 

  • Ma XJ, Wang CX, Zhang ZY (2019) Quantitative study of residents’ wellbeing from the perspective of a “two- dimensional” environment: new evidence from China CGSS data. Stat Res 36(09):56–67

    Google Scholar 

  • Mackerron G, Mourato S (2013) Happiness is greater in natural environments. Glob Environ Chang 23(5):992–1000

    Article  Google Scholar 

  • Martinaitiene D, Raskauskiene N (2020) Weather-related subjective well-being in patients with coronary artery disease. Int J Biometeorol 65(8):1299–1312

    Article  Google Scholar 

  • Moretti E, Neidell M (2011) Pollution, health, and avoidance behavior: evidence from the ports of Los Angeles. J Hum Res 46(1):154–175

    Article  Google Scholar 

  • Nasser N, Fakhroo H (2021) An investigation of the self-perceived well-being determinants: empirical evidence from Qatar. SAGE Open 11(2):215824402110084

    Article  Google Scholar 

  • Oishi S, Kesebir S (2015) Income inequality explains why economic growth does not always translate to an increase in happiness. Psychol Sci 26(10):1630–1638

    Article  Google Scholar 

  • Pope CA, Burnett RT, Thun MJ et al (2002) Lung cancer cardiopulmonary mortality and long-term exposure to fine particulate air pollution. JAMA J Am Med Assoc 287(9):1132–1141

    Article  CAS  Google Scholar 

  • Praag BMSV, Baarsma BE (2004) Using happiness surveys to value intangibles: the case of airport noise. Tinbergen Inst Discuss Pap 115(500):224–246

    Google Scholar 

  • Qiu L, Zheng X, Wang YF (2008) Revision of the positive affect and negative affect scale. Chinese J Appl Psychol 14(03):249-254+268

    Google Scholar 

  • Rehdanz K, Maddison D (2008) Local environmental quality and life-satisfaction in Germany. Ecol Econ 64(4):787–797

    Article  Google Scholar 

  • Sager L (2019) Estimating the effect of air pollution on road safety using atmospheric temperature inversions. J Environ Econ Manag 98:102250

    Article  Google Scholar 

  • Sass V, KravitzWirtz N, Karceski SM et al (2017) The effects of air pollution on individual psychological distress. Health Place 48:72–79

    Article  Google Scholar 

  • Senasu K, Singhapakdi A (2018) Quality-of-life determinants of happiness in Thailand: the moderating roles of mental and moral capacities. Appl Res Qual Life 13(1):59–87

    Article  Google Scholar 

  • Song Y, Zhou A, Zhang M et al (2019) Assessing the effects of haze pollution on subjective well-being based on Chinese General Social Survey. J Clean Prod 235:574–582

    Article  Google Scholar 

  • Stafford T (2015) Indoor air quality and academic performance. J Environ Econ Manag 70:34–50

    Article  Google Scholar 

  • Sun C, Kahn ME, Zheng SQ (2017) Self-protection investment exacerbates air pollution exposure inequality in urban China. Ecol Econ 131:468–474

    Article  Google Scholar 

  • Tai APK, Mickley LJ, Jacob DJ (2010) Correlations between fine particulate matter (PM2.5) and meteorological variables in the United States: implications for the sensitivity of PM2. 5 to climate change. Atmos Environ 44(32):3976–3984

    Article  CAS  Google Scholar 

  • Tanaka S (2015) Environmental regulations on air pollution in China and their impact on infant mortality. J Health Econ 42:90–103

    Article  Google Scholar 

  • Wang ZH, Ma JH, Zhang B et al (2021a) Air pollution and residential migration: empirical evidence from smart meter data. Manag World J 37(03):19-33+3

    Google Scholar 

  • Wang ZX, Qi ZY, Zhu L (2021b) Latitudinal and longitudinal variations in the impact of air pollution on well-being in China. Environ Impact Assess Rev 90:106625

    Article  Google Scholar 

  • Yang JD, Zhang YR (2014) Pricing air pollution: an analysis based on well-being data. J World Econ 37(12):162–188

    Google Scholar 

  • Yang ZM, Song QH, Li J et al (2021) Air pollution and mental health: the moderator effect of health behaviors. Environ Res Lett 16(4):044005

    Article  Google Scholar 

  • Yao Y, Li JF, Hu T et al (2017) Spatiotemporal variation in NO2 concentrations and socioeconomic driving forces in Chinese cities. Res Sci 39(07):1383–1393

    Google Scholar 

  • Zhang JJ, Mu Q (2018) Air pollution and defensive expenditures: evidence from particulate-filtering facemasks. J Environ Econ Manag 92:517–536

    Article  Google Scholar 

  • Zhang SL, Wang YH, Li Y et al (2017a) Spatial distribution of haze pollution and its influencing factors. China Popul Resour Environ 27(09):15–22

    Google Scholar 

  • Zhang X, Zhang X, Chen X (2017) Happiness in the air: how does a dirty sky affect mental health and subjective well-being? J Environ Econ Manag 85(sep):81–94

    Article  Google Scholar 

  • Zhen JJ, Liu C, Li CZ (2015) The impact of environmental pollution on happiness of Chinese. J Wuhan Univ (Philos Soc Sci Ed) 68(04):66–73

    Google Scholar 

  • Zheng SQ, Wang JH, Sun C et al (2019) Air pollution lowers Chinese urbanites’ expressed happiness on social media. Nat Hum Behav 3(3):237–243

    Article  Google Scholar 

  • Zhou J, Lan HL, Zhao C et al (2021) Haze pollution levels, spatial spillover influence, and impacts of the digital economy: empirical evidence from China. Sustain 13(16):9076

    Article  Google Scholar 

  • Zuo YT, Wang DF (1997) Chinese emotional word self-assessment dimension. Adv Psychol Sci 1997(02):56-60+44

    Google Scholar 

Download references

Acknowledgements

We also would like to thank the anonymous referees for their helpful suggestions and corrections on the earlier draft of our paper, upon which we have improved the content.

Funding

The authors gratefully acknowledge the financial support from the National Natural Science Foundation of China (72174195, 71804182).

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All authors contributed to the study conception and design. Material preparation, data collection, and analysis were performed by Xueying Dong, Ming Zhang, and Wenwen Wang. The first draft of the manuscript was written by Xueying Dong and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

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Correspondence to Wenwen Wang.

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Dong, X., Zhang, M. & Wang, W. Research on the influence of haze pollution on Chinese residents’ happiness based on Baidu Index data. Air Qual Atmos Health 15, 1981–1992 (2022). https://doi.org/10.1007/s11869-022-01230-y

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