A quantitative model for environmentally sustainable supply chain performance measurement

Abstract The development of robust mechanisms for supply chain performance measurement have been identified as an integral step needed for the transition towards sustainable supply chain systems and a greener global economy. However, measuring the environmental performance of supply chains is a challenging task, due to several factors, such as the lack of standardised methodologies and the inherent multi-criteria nature of the problem. By leveraging the capability of a Multi-Regional Input–Output framework to handle the complex and global nature of supply chains, the current work presents a robust environmental sustainable performance measurement model underpinned by industrial lifecycle thinking. As a result, some theoretical insights are provided and an empirical application of the model to the Metal Products industry of the BRICS (Brazil, Russia, India, China, and South Africa) nations undertaken in an attempt to address some of the methodological and applied measurement challenges. In particular, this allowed the modelling of carbon emissions trends within, and between the BRICS nations and with the Rest-of-the-World over a 20-year period (1992–2011) as well as providing an opportunity to hypothesis on their future carbon emissions performances. Specific analyses of the Metal Product industry showed that demand represents the main driver for the increasing carbon footprint. However, the overall decline in reported carbon footprint was due to improvements in emissions intensity and efficiency gains induced by technology. The study further assesses the effects of imports and economic growth on carbon footprint and discusses the implications of the study to sustainability transition processes in the BRICS nations.

[1]  Carmela Piccolo,et al.  Assessing redundancies in environmental performance measures for supply chains , 2017 .

[2]  Mary O'Mahony,et al.  Output, Input and Productivity Measures at the Industry Level: The EU KLEMS Database , 2009 .

[3]  F. Chapin,et al.  Planetary boundaries: Exploring the safe operating space for humanity , 2009 .

[4]  Dominic Wilson,et al.  Dreaming With BRICs: The Path to 2050 , 2006 .

[5]  E. Hertwich,et al.  The case for consumption-based accounting of greenhouse gas emissions to promote local climate action , 2009 .

[6]  Andy Gouldson,et al.  Consumption‐based carbon accounting: does it have a future? , 2017 .

[7]  J. Holmström,et al.  Supply chain collaboration: making sense of the strategy continuum , 2005 .

[8]  R. Heltberg,et al.  Addressing Human Vulnerability to Climate Change: Toward a 'No Regrets' Approach , 2008 .

[9]  Adolf Acquaye,et al.  Industry In: Climate Change 2014: Mitigation of Climate Change. Contribution of Working Group III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Technical Report. , 2014 .

[10]  Hans-Jürgen Dr. Klüppel,et al.  ISO 14041: Environmental management — life cycle assessment — goal and scope definition — inventory analysis , 1998 .

[11]  C. Searcy,et al.  A literature review and a case study of sustainable supply chains with a focus on metrics , 2012 .

[12]  X. Font,et al.  Rethinking standards from green to sustainable , 2004 .

[13]  Arnold Tukker,et al.  GLOBAL MULTIREGIONAL INPUT–OUTPUT FRAMEWORKS: AN INTRODUCTION AND OUTLOOK , 2013 .

[14]  O. Kitao,et al.  I: METHODOLOGY , 2003, Deception: Counterdeception and Counterintelligence.

[15]  S. C. L. Koh,et al.  Drivers of U.S. toxicological footprints trajectory 1998–2013 , 2016, Scientific Reports.

[16]  Manfred Lenzen,et al.  Consumption-based GHG emission accounting: a UK case study , 2013 .

[17]  Ernst Worrell,et al.  The energy required to produce materials: constraints on energy-intensity improvements, parameters of demand , 2013, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[18]  Q. Yang,et al.  Eco-Design for Product Lifecycle Sustainability , 2006, 2006 4th IEEE International Conference on Industrial Informatics.

[19]  Karen Turner,et al.  Can hazardous waste supply chain 'hotspots' be identified using an input-output framework? , 2015, Eur. J. Oper. Res..

[20]  Bill Pritchard,et al.  Global value chains and global production networks in the changing international political economy: An introduction , 2014 .

[21]  Ahmad Jafarian,et al.  Designing a sustainable closed-loop supply chain network based on triple bottom line approach: A comparison of metaheuristics hybridization techniques , 2014, Eur. J. Oper. Res..

[22]  J. Farley,et al.  Ecological Economics : Principles and Applications , 2016 .

[23]  Adisa Azapagic,et al.  Indicators of Sustainable Development for Industry: A General Framework , 2000 .

[24]  Adolf Acquaye,et al.  Perovskite solar cells: An integrated hybrid lifecycle assessment and review in comparison with other photovoltaic technologies , 2017 .

[25]  Rolf Widmer,et al.  Modeling metal stocks and flows: a review of dynamic material flow analysis methods. , 2014, Environmental science & technology.

[26]  M. Harte,et al.  Ecology, sustainability, and environment as capital , 1995 .

[27]  Erik Dietzenbacher,et al.  A structural decomposition analysis of the emissions embodied in trade , 2014 .

[28]  Fredrik Nilsson,et al.  Themes and challenges in making supply chains environmentally sustainable , 2012 .

[29]  Sifeng Liu,et al.  Modelling and forecasting CO2 emissions in the BRICS (Brazil, Russia, India, China, and South Africa) countries using a novel multi-variable grey model , 2015 .

[30]  Jagdish N. Bhagwati,et al.  The Theory of Preferential Trade Agreements: Historical Evolution and Current Trends , 1996 .

[31]  Trisha D. Anderson,et al.  The closed-loop supply chain network with competition, distribution channel investment, and uncertainties , 2013 .

[32]  Jairo R. Montoya-Torres,et al.  Making real progress toward more sustainable societies using decision support models and tools: introduction to the special volume , 2015 .

[33]  S. Hart A Natural-Resource-Based View of the Firm , 1995 .

[34]  Klaus Hubacek,et al.  The Economic Gains and Environmental Losses of US Consumption: A World-Systems and Input-Output Approach , 2014 .

[35]  Bopaya Bidanda,et al.  Modeling sustainable product lifecycle decision support systems , 2009 .

[36]  Eric Afful-Dadzie,et al.  A TOPSIS extension framework for re-conceptualizing sustainability measurement , 2016, Kybernetes.

[37]  Mikiko Kainuma,et al.  A projection for global CO2 emissions from the industrial sector through 2030 based on activity level and technology changes , 2011 .

[38]  Deepak Nayyar,et al.  BRICS, developing countries and global governance , 2016, Rising Powers and South–South Cooperation.

[39]  Matthias Schroder,et al.  Input–Output Analysis , 2011 .

[40]  Rafael Leal-Arcas,et al.  The BRICS and Climate Change , 2013 .

[41]  Gregory M. Magnan,et al.  The rhetoric and reality of supply chain integration , 2002 .

[42]  M. Porter Competitive Advantage: Creating and Sustaining Superior Performance , 1985 .

[43]  Other,et al.  Global guidance principles for Life Cycle Assessment (LCA) databases: a basis for greener processes and products , 2011 .

[44]  D. Lambert,et al.  Issues in Supply Chain Management , 2000 .

[45]  Greg N. Gregoriou,et al.  Quantitative Models for Performance Evaluation and Benchmarking: Data Envelopment Analysis with Spreadsheets , 2008, The Journal of Wealth Management.

[46]  Edgar G. Hertwich,et al.  Evaluation of process- and input-output-based life cycle inventory data with regard to truncation and aggregation issues. , 2011, Environmental science & technology.

[47]  J. O N A T H A,et al.  Options for Achieving a 50 % Cut in Industrial Carbon Emissions by 2050 , 2010 .

[48]  Marion Fourcade,et al.  The material and symbolic construction of the BRICs: Reflections inspired by the RIPE Special Issue , 2013 .

[49]  S. Seuring,et al.  Putting sustainability into supply chain management , 2014 .

[50]  Manfred Lenzen,et al.  BUILDING EORA: A GLOBAL MULTI-REGION INPUT–OUTPUT DATABASE AT HIGH COUNTRY AND SECTOR RESOLUTION , 2013 .

[51]  Michael M. Kostreva,et al.  The generalized Leontief input-output model and its application to the choice of new technology , 1993, Ann. Oper. Res..

[52]  Cory Searcy,et al.  Assessing sustainability in the supply chain: A triple bottom line approach , 2015 .

[53]  Jeroen B. Guinee,et al.  Handbook on life cycle assessment operational guide to the ISO standards , 2002 .

[54]  Jan Christoph Steckel,et al.  Consumption- Versus Production-Based Emission Policies , 2014 .

[55]  S. Carpenter,et al.  Planetary boundaries: Guiding human development on a changing planet , 2015, Science.

[56]  Adolf Acquaye,et al.  Benchmarking carbon emissions performance in supply chains , 2014 .

[57]  Hao Tan,et al.  Circular economy: Lessons from China , 2016, Nature.

[58]  A. Hoekstra,et al.  Humanity’s unsustainable environmental footprint , 2014, Science.

[59]  Ben White,et al.  Introduction to Environmental Economics , 1997 .

[60]  A. Gunasekaran,et al.  A framework for supply chain performance measurement , 2004 .

[61]  Lukas H. Meyer,et al.  Summary for Policymakers , 2022, The Ocean and Cryosphere in a Changing Climate.

[62]  Richard G. Newell,et al.  Environmental and Technology Policies for Climate Mitigation , 2008 .

[63]  J. Bi,et al.  The Circular Economy: A New Development Strategy in China , 2006 .

[64]  Benita M. Beamon,et al.  Measuring supply chain performance , 1999 .

[65]  Marcel P. Timmer,et al.  Slicing Up Global Value Chains , 2014 .

[66]  Mikulás Luptácik,et al.  Eco-Efficiency and Eco-Productivity Change Over Time in a Multisectoral Economic System , 2013, Eur. J. Oper. Res..

[67]  Ajay Gambhir,et al.  A review of the technologies, economics and policy instruments for decarbonising energy-intensive manufacturing industries , 2014 .

[68]  Adolf Acquaye,et al.  Input-output analysis of Irish construction sector greenhouse gas emissions , 2010 .

[69]  O. Tatari,et al.  Sustainability assessment of U.S. final consumption and investments: triple-bottom-line input–output analysis , 2014 .

[70]  Valentina Bosetti,et al.  Climate Change Mitigation Strategies in Fast-Growing Countries: The Benefits of Early Action , 2009, SSRN Electronic Journal.

[71]  Keisuke Nansai,et al.  Production-based emissions, consumption-based emissions and consumption-based health impacts of PM2.5 carbonaceous aerosols in Asia , 2014 .

[72]  Parag Khanna,et al.  New BRICS Bank a Building Block of Alternative World Order , 2014 .

[73]  Asoke Dey,et al.  Building sustainability in logistics operations: a research agenda , 2011 .

[74]  B. Alcott,et al.  Population matters in ecological economics , 2012 .

[75]  Shigemi Kagawa,et al.  CO2 emission clusters within global supply chain networks: Implications for climate change mitigation , 2015 .

[76]  Sai S. Nudurupati,et al.  A review of decision-support tools and performance measurement and sustainable supply chain management , 2015 .

[77]  Daniel Epstein New Development: The BRICS Bank and the International System , 2014 .

[78]  Joseph M. Roop,et al.  Measuring industrial energy intensity: practical issues and problems , 1997 .

[79]  William McDonough,et al.  Cradle to Cradle: Remaking the Way We Make Things , 2002 .

[80]  Laura Horvath Collaboration: the key to value creation in supply chain management , 2001 .

[81]  Florian Jaehn Sustainable Operations , 2016, Eur. J. Oper. Res..

[82]  Adolf Acquaye,et al.  Decarbonising product supply chains: design and development of an integrated evidence-based decision support system – the supply chain environmental analysis tool (SCEnAT) , 2013 .

[83]  H Scott Matthews,et al.  Categorization of Scope 3 emissions for streamlined enterprise carbon footprinting. , 2009, Environmental science & technology.

[84]  Florian Lüdeke-Freund,et al.  Business Cases for Sustainability: The Role of Business Model Innovation for Corporate Sustainability , 2012 .

[85]  M. Galdos,et al.  Brazilian greenhouse gas emissions: the importance of agriculture and livestock , 2009 .

[86]  Tan Li-wen,et al.  The Governance of Global Value Chains:A Review , 2010 .

[87]  G. Gereffi,et al.  The governance of global value chains , 2005 .

[88]  Adolf Acquaye,et al.  Integrating economic considerations with operational and embodied emissions into a decision support system for the optimal ranking of building retrofit options , 2014 .

[89]  Aaron D. Arndt,et al.  Supply chain collaboration: what's happening? , 2005 .

[90]  Matt Brearley,et al.  Heat, health, and humidity in Australia's monsoon tropics: a critical review of the problematization of ‘heat’ in a changing climate , 2017 .

[91]  Pantelis Capros,et al.  Assessment of carbon leakage through the industry channel: The EU perspective , 2015 .

[92]  Ernst Worrell,et al.  Energy Intensity Development of the German Iron and Steel Industry between 1991 and 2007 , 2012 .

[93]  Jan Christoph Steckel,et al.  Assessing carbon dioxide emission reduction potentials of improved manufacturing processes using multiregional input output frameworks , 2017 .

[94]  Stefano Micelli,et al.  Environmental Strategies, Upgrading and Competitive Advantage in Global Value Chains , 2013 .

[95]  W. Leontief Quantitative Input and Output Relations in the Economic Systems of the United States , 1936 .

[96]  M. Jaber,et al.  Supply chain models with greenhouse gases emissions, energy usage and different coordination decisions , 2015 .

[97]  Judith B. Timmer,et al.  Supply chain collaboration , 2007 .

[98]  J. Minx,et al.  A definition of “carbon footprint” , 2010 .

[99]  K. Lai,et al.  Confirmation of a measurement model for green supply chain management practices implementation , 2008 .

[100]  Tuomas Ahola,et al.  Is performance measurement suitable for an extended enterprise , 2010 .

[101]  A. Gunasekaran,et al.  Performance measures and metrics in a supply chain environment , 2001 .

[102]  Stephan M. Wagner,et al.  Modeling carbon footprints across the supply chain , 2010 .

[103]  Jonathan M. Cullen,et al.  The influence of UK emissions reduction targets on the emissions of the global steel industry , 2016 .

[104]  Christina W.Y. Wong,et al.  Green logistics management and performance: Some empirical evidence from Chinese manufacturing exporters , 2012 .

[105]  J. Sarkis,et al.  Framing Sustainability Performance of Supply Chains with Multidimensional Indicators , 2014 .

[106]  G. Peters Carbon footprints and embodied carbon at multiple scales , 2010 .

[107]  Adolf Acquaye,et al.  Operational vs. embodied emissions in buildings—A review of current trends , 2013 .

[108]  Randall W. Jackson,et al.  Simulating Impacts on Regional Economics: A Modeling Alternative , 2011 .

[109]  Xing Wu,et al.  Input–output analysis of the Chinese construction sector , 2005 .

[110]  T. Gutowski,et al.  Material efficiency: A white paper , 2011 .

[111]  Adolf Acquaye,et al.  Measuring the environmental sustainability performance of global supply chains: A multi-regional input-output analysis for carbon, sulphur oxide and water footprints. , 2017, Journal of environmental management.

[112]  Haiyan Xu,et al.  Modelling and forecasting CO 2 emissions in the BRICS ( Brazil , Russia , India , China , and South Africa ) countries using a novel multivariable grey model , 2014 .

[113]  M. Helms,et al.  Performance measurement for green supply chain management , 2005 .

[114]  Kjartan Steen-Olsen,et al.  Integrating ecological and water footprint accounting in a multi-regional input–output framework , 2012 .

[115]  Partha Dasgupta,et al.  Economic growth, carrying capacity, and the environment , 1995 .

[116]  Qian Liu,et al.  Assessing the economic performance of an environmental sustainable supply chain in reducing environmental externalities , 2016, Eur. J. Oper. Res..

[117]  Bin Chen,et al.  Changing Lifestyles Towards a Low Carbon Economy: An IPAT Analysis for China , 2011 .

[118]  T. Roche,et al.  Industry , 1995 .

[119]  Chandrasekharan Rajendran,et al.  The value of information sharing in a multi-product, multi-level supply chain: Impact of product substitution, demand correlation, and partial information sharing , 2014, Decis. Support Syst..

[120]  R. Roy Sustainable product-service systems , 2000 .