Quantitative models for sustainable supply chain management: Developments and directions

Sustainability, the consideration of environmental factors and social aspects, in supply chain management (SCM) has become a highly relevant topic for researchers and practitioners. The application of operations research methods and related models, i.e. formal modeling, for closed-loop SCM and reverse logistics has been effectively reviewed in previously published research. This situation is in contrast to the understanding and review of mathematical models that focus on environmental or social factors in forward supply chains (SC), which has seen less investigation. To evaluate developments and directions of this research area, this paper provides a content analysis of 134 carefully identified papers on quantitative, formal models that address sustainability aspects in the forward SC. It was found that a preponderance of the publications and models appeared in a limited set of six journals, and most were analytically based with a focus on multiple criteria decision making. The tools most often used comprise the analytical hierarchy process or its close relative, the analytical network process, as well as life cycle analysis. Conclusions are drawn showing that numerous possibilities and insights can be gained from expanding the types of tools and factors considered in formal modeling efforts.

[1]  Samir K. Srivastava,et al.  Green Supply-Chain Management: A State-of-the-Art Literature Review , 2007 .

[2]  Joseph Sarkis,et al.  Evaluating environmentally conscious business practices , 1998, Eur. J. Oper. Res..

[3]  Luis M. Camarinha-Matos,et al.  On the role of value systems to promote the sustainability of collaborative environments , 2008 .

[4]  Athakorn Kengpol,et al.  The decision support framework for developing Ecodesign at conceptual phase based upon ISO/TR 14062 , 2011 .

[5]  Stefan Seuring,et al.  A review of modeling approaches for sustainable supply chain management , 2013, Decis. Support Syst..

[6]  J. Sarkis A boundaries and flows perspective of green supply chain management , 2012 .

[7]  S. Zanoni,et al.  Chilled or frozen? Decision strategies for sustainable food supply chains , 2012 .

[8]  Frank Figge,et al.  Is Green and Profitable Sustainable? Assessing the Trade-Off between Economic and Environmental Aspects , 2013 .

[9]  S. Seuring,et al.  Core issues in sustainable supply chain management – a Delphi study , 2008 .

[10]  A. Hu,et al.  Green supply chain management in the electronic industry , 2008 .

[11]  S. O. Tromp,et al.  Simulation modelling for food supply chain redesign , 2010 .

[12]  Stefan Spinler,et al.  OM Forum - Sustainable Operations Management: An Enduring Stream or a Passing Fancy? , 2013, Manuf. Serv. Oper. Manag..

[13]  Hans-Otto Günther,et al.  Sustainable development of global supply chains—part 1: sustainability optimization framework , 2014 .

[14]  Hongyi Li,et al.  Constructivism scenario evolutionary analysis of zero emission regional planning: A case of Qaidam Circular Economy Pilot Area in China , 2012 .

[15]  Maïder Saint Jean,et al.  Polluting emissions standards and clean technology trajectories under competitive selection and supply chain pressure , 2005 .

[16]  Roland Clift,et al.  Metrics for supply chain sustainability , 2003 .

[17]  Sora Lee,et al.  Dynamic and multidimensional measurement of product-service system (PSS) sustainability: a triple bottom line (TBL)-based system dynamics approach , 2012 .

[18]  Jinlong Zhang,et al.  Assessing the impacts of South-to-North Water Transfer Project with decision support systems , 2007, Decis. Support Syst..

[19]  J. Shapiro Modeling the Supply Chain , 2000 .

[20]  Costas P. Pappis,et al.  Operations research and environmental planning , 1997 .

[21]  Pinelopi Athanasopoulou,et al.  Relationship quality: a critical literature review and research agenda , 2009 .

[22]  Steven J. Skerlos,et al.  Design incentives to increase vehicle size created from the U.S. footprint-based fuel economy standards , 2012 .

[23]  Wen-Hsien Tsai,et al.  A fuzzy goal programming approach for green supply chain optimisation under activity-based costing and performance evaluation with a value-chain structure , 2009 .

[24]  S. Seuring,et al.  Conducting content‐analysis based literature reviews in supply chain management , 2012 .

[25]  Stefan Seuring,et al.  The constructs of sustainable supply chain management - a content analysis based on published case studies , 2010 .

[26]  Berit Mattsson,et al.  The feasibility of including sustainability in LCA for product development , 1998 .

[27]  Govindan Kannan,et al.  Issues in reverse supply chain, part III: classification and simple analysis , 2009 .

[28]  Richard W. Eglese,et al.  Combinatorial optimization and Green Logistics , 2010, Ann. Oper. Res..

[29]  J. Elkington Enter the Triple Bottom Line , 2013 .

[30]  Janet M. Twomey,et al.  Operational methods for minimization of energy consumption of manufacturing equipment , 2007 .

[31]  L. V. Wassenhove,et al.  Interactions between operational research and environmental management , 1995 .

[32]  Kenji Yura Production scheduling to satisfy worker's preferences for days off and overtime under due-date constraints☆ , 1994 .

[33]  Özgür Kabak,et al.  A problem-structuring model for analyzing transportation-environment relationships , 2010, Eur. J. Oper. Res..

[34]  Ni-Bin Chang,et al.  Corporate optimal production planning with varying environmental costs: A grey compromise programming approach , 2004, Eur. J. Oper. Res..

[35]  Noordin Mohd Yusof,et al.  A weighted fuzzy approach for product sustainability assessment: a case study in automotive industry , 2012 .

[36]  Donna F. Davis,et al.  A Balanced Approach to Research in Supply Chain Management , 2005 .

[37]  D. Rogers,et al.  A framework of sustainable supply chain management: moving toward new theory , 2008 .

[38]  A. McKinnon,et al.  Comparative analysis of the carbon footprints of conventional and online retailing: A “last mile” perspective , 2010 .

[39]  Durk-Jouke van der Zee,et al.  Simulation modelling for food supply chain redesign; integrated decision making on product quality, sustainability and logistics , 2009 .

[40]  D. Lambert,et al.  SUPPLY CHAIN MANAGEMENT -- MORE THAN A NEW NAME FOR LOGISTICS , 1997 .

[41]  S. Seuring,et al.  Sustainable supply chain management and inter-organizational resources: a literature review , 2009 .

[42]  Xiaofan Lai,et al.  A multi-objective optimization for green supply chain network design , 2011, Decis. Support Syst..

[43]  Giuseppe Munda,et al.  A conflict analysis approach for illuminating distributional issues in sustainability policy , 2009, Eur. J. Oper. Res..

[44]  Mehmet Ali Ilgin,et al.  Environmentally conscious manufacturing and product recovery (ECMPRO): A review of the state of the art. , 2010, Journal of environmental management.

[45]  Per J. Agrell,et al.  Interactive multiobjective agro-ecological land use planning: The Bungoma region in Kenya , 2004, Eur. J. Oper. Res..

[46]  Hans-Otto Günther,et al.  Sustainable development of global supply chains—part 2: investigation of the European automotive industry , 2014 .

[47]  David Joachim,et al.  Last mile , 2003 .

[48]  Wolf Fichtner,et al.  Inter-firm energy supply concepts: an option for cleaner energy production , 2002 .

[49]  Der-Horng Lee,et al.  The Design of Sustainable Logistics Network Under Uncertainty , 2010 .

[50]  Baptiste Lebreton Strategic Closed-Loop Supply Chain Management , 2007 .

[51]  Peter Ball,et al.  Steps towards sustainable manufacturing through modelling material, energy and waste flows , 2012 .

[52]  Alan C. Brent,et al.  Application of the analytical hierarchy process to establish health care waste management systems that minimise infection risks in developing countries , 2007, Eur. J. Oper. Res..

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

[54]  Charles S. Revelle,et al.  Research challenges in environmental management , 2000, Eur. J. Oper. Res..

[55]  Danny Samson,et al.  Effective case research in operations management: a process perspective , 2002 .

[56]  Thomas L. Saaty,et al.  Multicriteria Decision Making: The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation , 1990 .

[57]  R. J. Kuo,et al.  Integration of artificial neural network and MADA methods for green supplier selection , 2010 .

[58]  Juliana Hsuan Mikkola,et al.  Modeling the Effect of Product Architecture Modularity in Supply Chains , 2005 .

[59]  Stefan Seuring,et al.  From a literature review to a conceptual framework for sustainable supply chain management , 2008 .

[60]  L. V. Wassenhove,et al.  Sustainable Operations Management , 2005 .

[61]  Arni Halldorsson,et al.  Research methodologies in supply chain management: what do we know? , 2005 .

[62]  C. Carter,et al.  Sustainable supply chain management: Evolution and future directions , 2011 .

[63]  Askiner Gungor,et al.  Issues in environmentally conscious manufacturing and product recovery: a survey , 1999 .

[64]  Andreas A. Linninger,et al.  Planning of waste reduction strategies under uncertainty , 2000 .

[65]  Hokey Min,et al.  Green supply chain research: past, present, and future , 2012, Logist. Res..

[66]  Muris Lage Junior,et al.  Variations of the kanban system: Literature review and classification , 2010 .

[67]  Jiuh-Biing Sheu,et al.  An Integrated Logistics Operational Model for Green-Supply Chain Management , 2005 .

[68]  V. Daniel R. Guide,et al.  OR FORUM - The Evolution of Closed-Loop Supply Chain Research , 2009, Oper. Res..

[69]  John Elkington,et al.  Partnerships from cannibals with forks: The triple bottom line of 21st‐century business , 1998 .

[70]  Yasutaka Kainuma,et al.  A multiple attribute utility theory approach to lean and green supply chain management , 2006 .

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

[72]  Stefanie L. Boyer,et al.  Developing a consensus definition of supply chain management: a qualitative study , 2009 .

[73]  John K. Kaldellis,et al.  Optimum autonomous photovoltaic solution for the Greek islands on the basisof energy pay-back analysis , 2009 .

[74]  Yueyue Fan,et al.  Bioethanol supply chain system planning under supply and demand uncertainties , 2012 .

[75]  Christopher S. Tang,et al.  Research advances in environmentally and socially sustainable operations , 2012, Eur. J. Oper. Res..

[76]  Ting Li,et al.  Sustainable revenue management: A smart card enabled agent-based modeling approach , 2013, Decis. Support Syst..

[77]  J. Bertrand,et al.  Operations management research methodologies using quantitative modeling , 2002 .

[78]  Richard W. Eglese,et al.  Combinatorial optimization and Green Logistics , 2007 .

[79]  Shahin Rahimifard,et al.  Hybrid two-stage planning for food industry overproduction waste minimization , 2007 .

[80]  Prasanta Kumar Dey,et al.  Integrated project evaluation and selection using multiple-attribute decision-making technique , 2006 .

[81]  Constanta Zoie Radulescu,et al.  Sustainable production technologies which take into account environmental constraints , 2009, Eur. J. Oper. Res..

[82]  Christine L. Mumford,et al.  Assessing the impact of cost optimization based on infrastructure modelling on CO2 emissions , 2011 .

[83]  Jack R. Meredith,et al.  Theory Building through Conceptual Methods , 1993 .

[84]  K. Lai,et al.  An Organizational Theoretic Review of Green Supply Chain Management Literature , 2011 .

[85]  Richard J. Fairchild,et al.  Customer, regulatory, and competitive pressure as drivers of environmental innovation , 2011 .

[86]  Steven A. Melnyk,et al.  Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process , 2002, Eur. J. Oper. Res..

[87]  Marcello M. Veiga,et al.  Reducing mine water network energy requirements. , 2010 .

[88]  G. Cano,et al.  Propuesta de adaptación del modelo supply chain operations reference model (SCOR)versión 10 a PyMEs , 2010 .

[89]  P. Mayring Qualitative Content Analysis , 2000 .

[90]  Stephen Burnley,et al.  Towards Sustainable Operations Management Integrating Sustainability Management into Operations Management Strategies and Practices , 2008 .

[91]  Ιωάννης Καλδέλλης,et al.  Optimum autonomous photovoltaic solution for the Greek islands on the basis of energy pay-back analysis , 2009 .

[92]  D. Diakoulaki,et al.  Design and implementation of a group DSS for sustaining renewable energies exploitation , 1998, Eur. J. Oper. Res..

[93]  Bhavik R Bakshi,et al.  Flow of natural versus economic capital in industrial supply networks and its implications to sustainability. , 2005, Environmental science & technology.

[94]  Govindan Kannan,et al.  Issues in reverse supply chains, part II: reverse distribution issues – an overview , 2008 .

[95]  Zach G. Zacharia,et al.  DEFINING SUPPLY CHAIN MANAGEMENT , 2001 .

[96]  K. Krippendorff Validity in Content Analysis , 1980 .

[97]  Jack P. C. Kleijnen,et al.  Supply chain simulation tools and techniques: a survey , 2005, Int. J. Simul. Process. Model..

[98]  Joseph Sarkis,et al.  Sustainable benchmarking of supply chains: the case of the food industry , 2012 .

[99]  Carlo D. Smith,et al.  A Meta‐Analysis of Environmentally Sustainable Supply Chain Management Practices and Firm Performance , 2013 .

[100]  María D. Bovea,et al.  Identifying environmental improvement options by combining life cycle assessment and fuzzy set theory , 2003 .

[101]  Z. H. Che,et al.  Using fuzzy analytic hierarchy process and particle swarm optimisation for balanced and defective supply chain problems considering WEEE/RoHS directives , 2010 .

[102]  P. Piumsomboon,et al.  LCA studies comparing biodiesel synthesized by conventional and supercritical methanol methods , 2009 .

[103]  M. Linnenluecke,et al.  Firms and sustainability: Mapping the intellectual origins and structure of the corporate sustainability field , 2013 .

[104]  Eugene Garfield,et al.  Historiographic Mapping of Knowledge Domains Literature , 2004, J. Inf. Sci..

[105]  P. Sasikumar,et al.  Issues in reverse supply chains, part I: end‐of‐life product recovery and inventory management – an overview , 2008 .

[106]  S. Seuring Assessing the rigor of case study research in supply chain management , 2008 .

[107]  Ioannis Mallidis,et al.  Operations Research for green logistics - An overview of aspects, issues, contributions and challenges , 2011, Eur. J. Oper. Res..

[108]  Erwin van der Laan,et al.  Quantitative models for reverse logistics: A review , 1997 .

[109]  Anthony S.F. Chiu,et al.  Fuzzy AHP-based study of cleaner production implementation in Taiwan PWB manufacturer , 2009 .