Modeling the Effects of Interactions between Environmental Variables on the State of an Environmental Issue: The Case of the Morelos State in Mexico


An important use of environmental indicators is oriented to know their individual impact on the whole environment quality. Nevertheless, most of the important causes of environment affectations are derived from multiple interactions between indicators which correspond more specifically to the environmental reality. The affectations derived from interactions should be analyzed and interpreted through numerical expressions representing a relevant challenge for developers of environmental indicators. To cope with the analysis and interpretation problem, we propose in this work a methodology in two senses: in a bottom-up sense a directed graph is built representing interactions between environmental indicators as behavioral relations, which exert an effect on the state of an environmental issue of a site over time (10 years); in a top-down sense to assist users in the analysis and interpretation of interactions through a computer interface that provides users with the capacity of knowing how and what relational behaviors between indicators are affecting, the most or the least, the performance of the environmental issue being studied. This methodology was applied to the analysis an interpretation of interactions between environmental variables that affect the state of an environmental quality issue related with the State of Morelos in Mexico. The results showed the adequate expressivity of a directed graph to represent interactions allowed to verify the coherence of the numerical values associated with their behaviors during a period of time and with their effects on the environmental issue under study.

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Ramos-Quintana, F. , Hernández-Rabadán, D. , Sánchez-Salinas, E. , Ortiz-Hernández, M. , Castrejón-Godínez, M. and Dantán-González, E. (2015) Modeling the Effects of Interactions between Environmental Variables on the State of an Environmental Issue: The Case of the Morelos State in Mexico. Journal of Environmental Protection, 6, 225-236. doi: 10.4236/jep.2015.63023.

Conflicts of Interest

The authors declare no conflicts of interest.


[1] Assembly, U.G. (1992) Rio Declaration on Environment and Development. Agenda, 21, 366-368.
[2] OECD (2003) Environmental Indicators. Development, Measurement and Use. Reference Paper, OECD, Paris.
[3] OECD (1993) OECD Core Set of Indicators for Environmental Performance Reviews: A Synthesis Report by the Group on the State of the Environment. Environment Monograph, Organization for the Economic Co-Operation and Development, Paris.
[4] OECD (1994) Environmental Indicators: OECD Core Set, Paris.
[5] Tunstall, D., Hammond, A. and Henninger, N. (1994) Developing Environmental Indicators. World Resources Institute, Washington DC.
[6] OECD (1998) Towards Sustainable Development: Environmental Indicators. Organization for Economic Cooperation and Development, Paris.
[7] Smeets, E. and Weterings, R. (1999) Environmental Indicators: Typology and Overview. Report No. 25, European Environment Agency, Copenhagen.
[8] OECD (2001) OECD Environmental Indicators: Towards Sustainable Development. Organization for Economic Cooperation and Development, Paris.
[9] Niemeijer, D. and de Groot, R.S. (2008) A Conceptual Framework for Selecting Environmental Indicator Sets. Ecological Indicators, 8, 14-25.
[10] Niemeijer, D. and de Groot, R. (2008) Framing Environmental Indicators: Moving from Causal Chains to Causal Networks. Environment, Development and Sustainability, 10, 89-106.
[11] Rasi Nezami, S., Nazariha, M., Moridi, A. and Baghvand, A. (2013) Environmentally Sound Water Resources Management in Catchment Level Using DPSIR Model and Scenario Analysis. International Journal of Environmental Research, 7, 569-580.
[12] Shao, C., Guan, Y., Chu, C., Shi, R., Ju, M. and Shi, J. (2014) Trends Analysis of Ecological Environment Security Based on DPSIR Model in the Coastal Zone: A Survey Study in Tianjin, China. International Journal of Environmental Research, 8, 765-778.
[13] Hammond, A., Adriaanse, A., Rodenburg, E., Bryant, D. and Woodward, R. (1995) Environmental Indicators: A Systematic Approach to Measuring and Reporting on Environmental Policy Performance in the Context of Sustainable Development. World Resources Institute, Washington DC, 50.
[14] Martin, J., Henrichs, T., Francis, C., Hoogeveen, Y., Kazmierczyk, P., Pignatelli, R. and Seemore, C.F. (2012) Environmental Indicator Report 2012: Ecosystem Resilience and Resource Efficiency in a Green Economy in Europe. European Environmental Agency, Copenhagen.
[15] Hoogeveen, Y., Asquith, M., Jarosinska, D. and Henrichs, T. (2013) Environmental Indicator Report 2013. Natural Resources and Human Well-Being in a Green Economy. European Environment Agency, Copenhagen.
[16] Agenzia Europea dell’ambiente (2001) Environmental Signals 2001: European Environment Agency Regular Indicator Report. Office for Official Publications of the European Communities (IS); European Environment Agency (IS), Ufficio delle pubblicazioni ufficiali delle Comunità europee; Agenzia europea dell’ambiente.
[17] USEPA (2003) Draft Report on the Environment 2003. Report EPA 260-R-02-006. Washington DC.
[18] Esty, D.C., Levy, M., Srebotnjak, T. and de Sherbinin, A. (2005) Environmental Sustainability Index: Benchmarking National Environmental Stewardship. Yale Center for Environmental Law and Policy, New Haven, 47-60.
[19] UNEP (2002) Global Environment Outlook 3. United Nations Environment Programme, Nairobi.
[20] World Resources Institute (2005) World Resources 2005: The Wealth of the Poor: Managing Ecosystems to Fight Poverty. Washington DC.
[21] OECD (2014) The OECD Green Growth Measurement Framework and Indicators. Green Growth Indicators, OECD Publishing, Paris.
[22] World Health Organization, Regional Office for Europe (2000) Environmental Health Indicators: Development of Methodology for the WHO European Region. Interim Report.
[23] Rousval, B. (2005). Aide Multicritère a L’evaluation de L’impact des Trasnports Sur L’environment. These de Doctorat, Université de Paris Pauphine, Paris.
[24] Joumard, R. (2011) Environmental Sustainability Assessments: Towards a New Framework. International Journal of Sustainable Society, 3, 133-150.
[25] Ralston, N. (2011) Environmental Indicators with a Global View. Journal of Environmental Indicators, 6, 41-44.
[26] Ebert, U. and Welsch, H. (2004) Meaningful Environmental Indices: A Social Choice Approach. Journal of Environmental Economics and Management, 47, 270-283.
[27] De Sherbinin, A., Reuben, A., Levy, M.A. and Johnson, L. (2013) Indicators in Practice: How Environmental Indicators Are Being Used in Policy and Management Contexts. Center for International Earth Science Information Network, New York; Yale Centre for Environment Law & Policy, New Haven.

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