Forecasting number of ISO 14001 certifications in the Americas using ARIMA models

The ISO 14001 standard has been showing increasing importance for environmental management in organizations worldwide. Predicting the behaviour of the number of certifications in the coming years is an important strategy for planning and organizational management. Accordingly, this work aimed to adjust forecast models for the number of certifications in the Americas and their countries over the next two years, 2016 and 2017. The study was conducted with data of ISO 14001 certifications on the continent and its 13 countries with the highest number of certifications between 1996 and 2015. The Box & Jenkins methodology was applied in the adjustment of the forecast models for the annual data series. The ARIMA models adjusted to the ISO 14001 series showed a downward trend in the number of certifications in the Americas predicting, respectively, 17,467 and 16,805 certificates issued in the years 2016 and 2017. A downward could also happen in Canada and Colombia. Brazil, Mexico and the United States have a growth trend in the number of new certifications. These results suggest a reduction in the number of certifications, but also suggest that the leading countries in number of ISO 14001 certifications should remain interested in implementing the standard in coming years.

[1]  Allen Blackman,et al.  Does eco-certification boost regulatory compliance in developing countries? ISO 14001 in Mexico , 2011 .

[2]  Eduardo Gomes Salgado,et al.  Characterization of dissemination of ISO 14001 in countries and economic sectors in the Americas , 2017 .

[3]  M. Sarvary,et al.  Staged estimation of international diffusion models - An application to global cellular telephone adoption , 1998 .

[4]  Aseem Prakash,et al.  Green Clubs and Voluntary Governance: ISO 14001 and Firms' Regulatory Compliance , 2005 .

[5]  José Luis Duarte Ribeiro,et al.  Previsao de demanda: Uma aplicacao dos modelos Box-Jenkins na area de assistencia tecnica de computadores pessoais , 2003 .

[6]  K. Lai,et al.  Do firms get what they want from ISO 14001 adoption?: an Australian perspective , 2012 .

[7]  Karl-Henrik Robèrt,et al.  Tools and concepts for sustainable development, how do they relate to a general framework for sustainable development, and to each other? , 2000 .

[8]  Aldo Roberto Ometto,et al.  Environmental Management System ISO 14001 factors for promoting the adoption of Cleaner Production practices , 2016 .

[9]  Leonardo de Lima Moura,et al.  DIFUSÃO DA ISO 14001 NO BRASIL: ANÁLISE COMPARATIVA DOS ESTADOS E DOS SETORES DE ATUAÇÃO , 2014 .

[10]  Nigel Meade,et al.  Technological Forecasting-Model Selection, Model Stability, and Combining Models , 1998 .

[11]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1971 .

[12]  José F. Molina-Azorín,et al.  Do drivers matter for the benefits of ISO 14001 , 2011 .

[13]  Frederic Marimon,et al.  Comparative analysis of diffusion of the ISO 14001 standard by sector of activity , 2011 .

[14]  Iñ´aki Heras Saizarbitoria,et al.  ISO 9000 and ISO 14000 standards: an international diffusion model , 2006 .

[15]  Giorgio Gottardi,et al.  Diffusion models in forecasting: a comparison with the Box-Jenkins approach , 1994 .

[16]  N. Meade The use of growth curves in forecasting market development—a review and appraisal , 1984 .

[17]  W. Fuller,et al.  Distribution of the Estimators for Autoregressive Time Series with a Unit Root , 1979 .

[18]  Rodrigo Lozano,et al.  Towards better embedding sustainability into companies’ systems: an analysis of voluntary corporate initiatives , 2012 .

[19]  William H. McGuire The effect of ISO 14001 on environmental regulatory compliance in China , 2014 .

[20]  G. Box,et al.  On a measure of lack of fit in time series models , 1978 .

[21]  H. Akaike Maximum likelihood identification of Gaussian autoregressive moving average models , 1973 .

[22]  Charles J. Corbett,et al.  INTERNATIONAL DIFFUSION OF ISO 14000 CERTIFICATION , 2009 .

[23]  Liane Werner,et al.  Comparação de previsões individuais e suas combinações: um estudo com séries industriais , 2013 .

[24]  J. C. Fisher,et al.  A simple substitution model of technological change , 1971 .

[25]  Philippe Barla,et al.  ISO 14001 Certification and Environmental Performance in Quebec's Pulp and Paper Industry , 2007 .

[26]  Bart J. Bronnenberg,et al.  A Spatiotemporal Analysis of the Global Diffusion of ISO 9000 and ISO 14000 Certification , 2007, Manag. Sci..

[27]  Allen Blackman,et al.  What drives voluntary eco-certification in Mexico? , 2012 .

[28]  Jane Newbold,et al.  Chile's environmental momentum: ISO 14001 and the large-scale mining industry – Case studies from the state and private sector , 2006 .

[29]  E. Hansen,et al.  The effect of small firms' competitive strategies on their community and environmental engagement , 2016 .

[30]  Mutasem El-Fadel,et al.  Environmental Management System (ISO 14001) certification in developing countries: challenges and implementation strategies. , 2010, Environmental Science and Technology.

[31]  Charisios Christodoulos,et al.  Technological Forecasting & Social Change Forecasting with limited data : Combining ARIMA and diffusion models , 2010 .

[32]  Mahelet G. Fikru,et al.  International certification in developing countries: the role of internal and external institutional pressure. , 2014, Journal of environmental management.

[33]  Evangelos Psomas,et al.  Motives, difficulties and benefits in implementing the ISO 14001 Environmental Management System , 2011 .

[34]  David J. Teece,et al.  The Diffusion of an Administrative Innovation , 1980 .

[35]  O. Boiral,et al.  ISO 9001 and ISO 14001: Towards a Research Agenda on Management System Standards , 2013 .

[36]  Eric Neumayer,et al.  Geographic Variations in the Early Diffusion of Corporate Voluntary Standards: Comparing ISO 14001 and the Global Compact , 2009 .

[37]  N. Meade,et al.  Modelling and forecasting the diffusion of innovation – A 25-year review , 2006 .

[38]  Martí Casadesús,et al.  ISO 14001 diffusion after the success of the ISO 9001 model , 2008 .

[39]  Thomas P. Lyon,et al.  Corporate Environmental Strategies in Emerging Economies , 2014, Review of Environmental Economics and Policy.

[40]  M. Casadesus,et al.  ISO 9000 and ISO 14000 standards: A projection model for the decline phase , 2009 .

[41]  W. Bogner,et al.  Deciding on ISO 14001: Economics, Institutions, and Context , 2002 .

[42]  K. Nishitani An empirical study of the initial adoption of ISO 14001 in Japanese manufacturing firms , 2009 .

[43]  Isabel Maria Bodas Freitas THE DIFFUSION OF ISO 9000 AND ISO 14001 CERTIFICATION, CROSS SECTORAL EVIDENCE FROM EIGHT OECD COUNTRIES , 2009 .

[44]  M. Delmas The diffusion of environmental management standards in Europe and in the United States: An institutional perspective , 2002 .

[45]  Allen Blackman,et al.  Can Voluntary Environmental Regulation Work in Developing Countries? Lessons from Case Studies , 2008 .

[46]  Nemésio Neves Batista Salvador,et al.  ISO 14001 certification process and reduction of environmental penalties in organizations in Sao Paulo State, Brazil , 2017 .

[47]  M. Valipour,et al.  Comparison of the ARMA, ARIMA, and the autoregressive artificial neural network models in forecasting the monthly inflow of Dez dam reservoir , 2013 .

[48]  Iñaki Heras-Saizarbitoria,et al.  Renewing environmental certification in times of crisis , 2016 .

[49]  K. Nishitani Demand for ISO 14001 adoption in the global supply chain: An empirical analysis focusing on environmentally conscious markets , 2010 .

[50]  L. Hens,et al.  Environmental performance of the cement industry in Vietnam: the influence of ISO 14001 certification , 2015 .

[51]  Fiorenzo Franceschini,et al.  Clustering of European countries based on ISO 9000 certification diffusion , 2010 .

[52]  Pratima Bansal,et al.  Strategic Explanations for the Early Adoption of ISO 14001 , 2003 .

[53]  S. Shapiro,et al.  An Analysis of Variance Test for Normality (Complete Samples) , 1965 .

[54]  Wai Ming To,et al.  Diffusion of ISO 14001 environmental management system: global, regional and country-level analyses , 2014, Journal of Cleaner Production.

[55]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1972 .

[56]  J. González‐Benito,et al.  An Analysis of the Relationship between Environmental Motivations and Iso14001 Certification , 2005 .

[57]  Eric Neumayer,et al.  What Explains the Uneven Take-Up of ISO 14001 at the Global Level? A Panel-Data Analysis , 2004 .

[58]  M. Valipour,et al.  Analysis of potential evapotranspiration using 11 modified temperature-based models , 2014 .

[59]  Pedro A. Morettin,et al.  Previsão de séries temporais , 1985 .

[60]  W. Fuller,et al.  LIKELIHOOD RATIO STATISTICS FOR AUTOREGRESSIVE TIME SERIES WITH A UNIT ROOT , 1981 .

[61]  Toshi H. Arimura,et al.  The Effect of ISO 14001 on Environmental Performance: Resolving Equivocal Findings , 2015, Journal of environmental management.

[62]  You-Shyang Chen,et al.  Forecasting innovation diffusion of products using trend-weighted fuzzy time-series model , 2009, Expert Syst. Appl..

[63]  M. Valipour Long‐term runoff study using SARIMA and ARIMA models in the United States , 2015 .

[64]  Fiorenzo Franceschini,et al.  A new forecasting model for the diffusion of ISO 9000 standard certifications in European countries , 2004 .