Satisfaction with the Environmental Condition in the Italian Regions between 2004 and 2020

Laureti, Lucio and Costantiello, Alberto and Leogrande, Angelo (2022): Satisfaction with the Environmental Condition in the Italian Regions between 2004 and 2020.

Abstract

In the following article, the “Satisfaction with the Environmental Condition” in the 20 Italian regions between 2004 and 2020 was estimated using ISTAT-BES data. The data were analyzed using the following econometric techniques, namely: Panel Data with Random Effects, Panel Data with Fixed Effects, Dynamic Panel, Pooled OLS, WLS. The results show that satisfaction with the environmental situation is positively associated with the following variables "People with at least high school diploma", "Satisfaction with leisure time", "Concern for the deterioration of the landscape" and negatively associated with "Gross disposable income per capita", "Dissatisfaction with the landscape of the place of life", "Perception of the risk of crime". A cluster analysis was then carried out using the unsupervised k-Means algorithm optimized through the Silhouette coefficient and 3 clusters were found. A comparative analysis was then carried out between eight different machine learning algorithms to predict the trend of satisfaction by environmental situation. The analysis showed that the Tree Ensemble Regression algorithm is the best predictor and estimates a reduction of the variable of 0.05%. Subsequently, using augmented data, a further prediction was made with an estimated result equal to -1.93%.

• Item Type: MPRA Paper
• Language: English
• Keywords: Environmental Economics, Valuation of Environmental Effects, Sustainability, Government Policy, Ecological Economics.
• Subjects: Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics; Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics > Q51 - Valuation of Environmental Effects; Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics > Q56 - Environment and Development ; Environment and Trade ; Sustainability ; Environmental Accounts and Accounting ; Environmental Equity ; Population Growth; Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics > Q57 - Ecological Economics: Ecosystem Services ; Biodiversity Conservation ; Bioeconomics ; Industrial Ecology; Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics > Q58 - Government Policy

References

Ambrey, C. & Fleming, C., 2014. Public greenspace and life satisfaction in urban Australia. Urban Studies, 51(6), pp. 1290-1321.

Ambrey, C. L. & Fleming, C. M., 2011. The influence of the natural environment and climate on life satisfaction in Australia. 55th Annual AARES National Conference, Issue 422-2016-26944.

Ambrey, C. L. & Fleming, C. M., 2011. Valuing scenic amenity using life satisfaction data. Ecological Economics, Volume 72, pp. 106-115.

Ambrey, C. L., Fleming, C. M. & Chan, A. Y. C., 2014. Estimating the cost of air pollution in South East Queensland: An application of the life satisfaction non-market valuation approach. Ecological Economics, Volume 97, pp. 172-181.

Biedenweg, K., Scott, R. P. & Scott, T. A., 2017. How does engaging with nature relate to life satisfaction? Demonstrating the link between environment-specific social experiences and life satisfaction. Journal of Environmental Psychology, Volume 50, pp. 112-124.

Chen, L., Zhang, J. & You, Y., 2020. Air pollution, environmental perceptions, and citizen satisfaction: A mediation analysis. Environmental research, Issue 109287, p. 184.

Costantiello, A., 2011. The fundamental role that energy, and raw materials play in the economy of European countries.

Costantiello, A., 2016. Energy Economics: The Price of Raw Materials and Economic Growth in European Country. EAI Edizioni Accademiche Italiane.

de Oliveira, A., Santos, G. & Santos Lobo, H., 2021. Environmental Attitudes and Tourist Satisfaction in Overloaded Natural Protected Areas. Journal of Travel Research, 60(8), pp. 1667-1676.

Fleming, C. M., Manning, M. & Ambrey, C. L., 2016. Crime, greenspace and life satisfaction: An evaluation of the New Zealand experience. Landscape and Urban Planning, Volume 149, pp. 1-10.

Frey, B. S., Luechinger, S. & Stutzer, A., 2010. The life satisfaction approach to environmental valuation. Annu. Rev. Resour. Econ., 2(1), pp. 139-160.

Laureti, L., Rogges, M. G. L. & Costantiello, A., 2018. Evaluation of economic, social effects of renewable energy technologies. Journal of Environmental Protection, 11(1143), p. 9.

Leogrande, A., Costantiello, A., Laureti, L. & Leogrande, D., 2021. The Determinants of Landscape and Cultural Heritage Among Italian Regions in the Period 2004-2019. University Library of Munich, Germany.

MacKerron, G. & Mourato, S., 2013. Happiness is greater in natural environments. Global environmental change, 23(5), pp. 992-1000.

Ma, J., Liu, G., Kwan, M. P. & Chai, Y., 2021. Does real-time and perceived environmental exposure to air pollution and noise affect travel satisfaction? evidence from Beijing, China. Travel Behaviour and Society, Volume 24, pp. 313-324.

McCormack, G. R., Rock, M., Toohey, A. M. & Hignell, D., 2010. Characteristics of urban parks associated with park use and physical activity: A review of qualitative research. Health & place, 16(4), pp. 712-726.

Omri, A., Omri, H., Slimani, S. & Belaid, F., 2022. Environmental degradation and life satisfaction: Do governance and renewable energy matter?. Technological Forecasting and Social Change, 175(121375).

Rajani, N. B., Skianis, V. & Filippidis, F. T., 2019. Association of environmental and sociodemographic factors with life satisfaction in 27 European countries. BMC public health, 19(1), pp. 1-8.

Senlier, N., Yildiz, R. & Aktaş, E. D., 2009. A perception survey for the evaluation of urban quality of life in Kocaeli and a comparison of the life satisfaction with the European cities. Social indicators research, 94(2), pp. 213-226.

Tsurumi, T. & Managi, S., 2015. Environmental value of green spaces in Japan: An application of the life satisfaction approach. Ecological Economics, Volume 120, pp. 1-12.

Wang, E. & Kang, N., 2019. Does life satisfaction matter for pro-environmental behavior? Empirical evidence from China General Social Survey. Quality & Quantity, 53(1), pp. 449-469.

Wang, R. et al., 2021. Are greenspace quantity and quality associated with mental health through different mechanisms in Guangzhou, China: A comparison study using street view data. Environmental Pollution, 290(117976).

Wu, G., Zheng, X. & Wang, Y., 2020. The Impact of Tourists' Environmental and Climate Satisfaction on Environmental Restoring Awareness in Seashore Tourist Resort. Journal of Coastal Research, 115(SI), pp. 208-210.

Zhang, Q., Gao, T., Liu, X. & Zheng, Y., 2020. Exploring the influencing factors of public environmental satisfaction based on socially aware computing. Journal of Cleaner Production, 266(121774).