Radial and non-radial approaches for environmental assessment by Data Envelopment Analysis: Corporate sustainability and effective investment for technology innovation

Environmental assessment and protection are important concerns in modern business. Consumers are interested in corporate effort and investment for environmental protection. It can be easily imagined that they avoid purchasing products from dirty-imaged companies even if their prices are much less than the ones produced by green-imaged companies. A green image is recently a very important concern for corporate survivability in a competitive global market. By extending previous works on environment assessment and corporate sustainability, where companies need to consider both economic prosperity and pollution prevention in their operations, this study discusses a new use of Data Envelopment Analysis (DEA) for environmental assessment by utilizing its radial and non-radial measurements. The proposed radial and non-radial approaches may guide corporate leaders, managers and policy makers by providing not only quantitative assessment on their efforts for environmental protection but also information regarding how to invest for technology innovation on abatement of undesirable outputs. The empirical investigation identifies that the green investment in U.S. energy industry is useful for improving its unified (operational and environmental) performance if operational performance is measured by ROA (Return on Assets) and an amount of CO2 emission reduction because the industry is the largest emitter among seven industry sectors examined in this study. The green investment makes it possible that firms can increase their net incomes by a good corporate image. However, if the financial measure is replaced by a corporate value (i.e., Tobin's q ratio, mainly measured by stock price), the energy industry does not exhibit the best investment opportunity because the effect of green investment is limited on enhancing its corporate value. The energy industry is a very large process industry so that the green investment does not immediately increase its corporate value as found in the other industrial sectors such as information technology industry.

[1]  Toshiyuki Sueyoshi,et al.  DEA window analysis for environmental assessment in a dynamic time shift: Performance assessment of U.S. coal-fired power plants , 2013 .

[2]  Toshiyuki Sueyoshi,et al.  Photovoltaic power stations in Germany and the United States: A comparative study by data envelopment analysis , 2014 .

[3]  JORGE RIVERA,et al.  Institutional Pressures and Voluntary Environmental Behavior in Developing Countries: Evidence From the Costa Rican Hotel Industry , 2004 .

[4]  Paul G. Harris,et al.  Environmental Perspectives and Behavior in China , 2006 .

[5]  Toshiyuki Sueyoshi,et al.  DEA environmental assessment: Measurement of damages to scale with unified efficiency under managerial disposability or environmental efficiency , 2013 .

[6]  T. C. Edwin Cheng,et al.  Institutional isomorphism and the adoption of information technology for supply chain management , 2006, Comput. Ind..

[7]  Toshiyuki Sueyoshi,et al.  Measurement of a linkage among environmental, operational, and financial performance in Japanese manufacturing firms: A use of Data Envelopment Analysis with strong complementary slackness condition , 2010, Eur. J. Oper. Res..

[8]  Toshiyuki Sueyoshi,et al.  Investment strategy for sustainable society by development of regional economies and prevention of industrial pollutions in Japanese manufacturing sectors , 2014 .

[9]  Jeremy Hall,et al.  Environmental Supply Chain Innovation , 2001 .

[10]  Toshiyuki Sueyoshi,et al.  DEA environmental assessment of coal fired power plants: Methodological comparison between radial and non-radial models , 2012 .

[11]  Dayna Simpson,et al.  Use of supply relationships to recycle secondary materials , 2010 .

[12]  Stephan Vachon,et al.  Green supply chain practices and the selection of environmental technologies , 2007 .

[13]  Toshiyuki Sueyoshi,et al.  Returns to Scale and Damages to Scale with Strong Complementary Slackness Conditions in DEA Assessment: Japanese Corporate Effort on Environment Protection , 2012 .

[14]  Toshiyuki Sueyoshi,et al.  Data envelopment analysis for environmental assessment: Comparison between public and private ownership in petroleum industry , 2012, Eur. J. Oper. Res..

[15]  T. Sueyoshi,et al.  DEA radial measurement for environmental assessment and planning: Desirable procedures to evaluate fossil fuel power plants , 2012 .

[16]  Toshiyuki Sueyoshi,et al.  Returns to scale and damages to scale on U.S. fossil fuel power plants: Radial and non-radial approaches for DEA environmental assessment , 2012 .

[17]  Toshiyuki Sueyoshi,et al.  A comparative study among fossil fuel power plants in PJM and California ISO by DEA environmental assessment , 2013 .

[18]  Gregory Theyel Customer and Supplier Relations for Environmental Performance , 2001 .

[19]  Toshiyuki Sueyoshi,et al.  Efficiency-based rank assessment for electric power industry: A combined use of Data Envelopment Analysis (DEA) and DEA-Discriminant Analysis (DA) , 2012 .

[20]  Toshiyuki Sueyoshi,et al.  Weak and strong disposability vs. natural and managerial disposability in DEA environmental assessment: Comparison between Japanese electric power industry and manufacturing industries , 2012 .

[21]  K. Lai,et al.  Complementarities and alignment of information systems management and supply chain management , 2009 .

[22]  Toshiyuki Sueyoshi,et al.  Should the US clean air act include CO2 emission control?: Examination by data envelopment analysis , 2010 .

[23]  Toshiyuki Sueyoshi,et al.  A use of DEA-DA to measure importance of R&D expenditure in Japanese information technology industry , 2013, Decis. Support Syst..

[24]  Wendy L. Tate,et al.  CORPORATE SOCIAL RESPONSIBILITY REPORTS: A THEMATIC ANALYSIS RELATED TO SUPPLY CHAIN MANAGEMENT , 2010 .

[25]  M. Porter,et al.  Toward a New Conception of the Environment-Competitiveness Relationship , 1995 .

[26]  A. Gouldson,et al.  Environmental Policy and Industrial Innovation: Integrating Environment and Economy Through Ecological Modernisation , 2000, The Ecological Modernisation Reader.

[27]  Toshiyuki Sueyoshi,et al.  Can environmental investment and expenditure enhance financial performance of US electric utility firms under the clean air act amendment of 1990 , 2009 .

[28]  Toshiyuki Sueyoshi,et al.  DEA environmental assessment in a time horizon: Malmquist index on fuel mix, electricity and CO2 of industrial nations , 2013 .

[29]  A. Revell,et al.  The ecological modernisation of SMEs in the UK’s construction industry , 2007 .

[30]  T. Sueyoshi,et al.  Operational synergy in the US electric utility industry under an influence of deregulation policy: A linkage to financial performance and corporate value , 2011 .

[31]  Toshiyuki Sueyoshi,et al.  Returns to Scale, Damages to Scale, Marginal Rate of Transformation and Rate of Substitution in DEA Environmental Assessment , 2012 .

[32]  Toshiyuki Sueyoshi,et al.  Core business concentration vs. corporate diversification in the US electric utility industry: Synergy and deregulation effects , 2009 .

[33]  R. Klassen,et al.  EXTENDING GREEN PRACTICES ACROSS THE SUPPLY CHAIN: THE IMPACT OF UPSTREAM AND DOWNSTREAM INTEGRATION , 2006 .

[34]  Toshiyuki Sueyoshi,et al.  DEA approach for unified efficiency measurement: Assessment of Japanese fossil fuel power generation , 2011 .

[35]  Toshiyuki Sueyoshi,et al.  Returns to scale and damages to scale under natural and managerial disposability: Strategy, efficiency and competitiveness of petroleum firms , 2012 .

[36]  Fred W. Glover,et al.  Contributions of Professor William W. Cooper in Operations Research and Management Science , 2009, Eur. J. Oper. Res..

[37]  Toshiyuki Sueyoshi,et al.  Returns to scale vs. damages to scale in data envelopment analysis: An impact of U.S. clean air act on coal-fired power plants , 2013 .

[38]  James Tobin,et al.  Pitfalls in Financial Model-Building , 1968 .

[39]  K. Lai,et al.  Relational stability and alliance performance in supply chain , 2008 .

[40]  Toshiyuki Sueyoshi,et al.  Performance analysis of US coal-fired power plants by measuring three DEA efficiencies , 2010 .

[41]  Paul A. Zandbergen,et al.  Ecologically Sustainable Organizations: An Institutional Approach , 1995 .

[42]  P. Franses,et al.  Vertical Marketing Systems for Complex Products: A Triadic Perspective , 2004 .

[43]  J. Barney Firm Resources and Sustained Competitive Advantage , 1991 .

[44]  Toshiyuki Sueyoshi,et al.  A combined use of DEA (Data Envelopment Analysis) with Strong Complementary Slackness Condition and DEA-DA (Discriminant Analysis) , 2011, Appl. Math. Lett..

[45]  C. Carter,et al.  Environmental purchasing and firm performance: an empirical investigation , 2000 .

[46]  Ari Paloviita,et al.  Recognizing definitive stakeholders in corporate environmental management , 2010 .

[47]  Toshiyuki Sueyoshi,et al.  DEA (Data Envelopment Analysis) assessment of operational and environmental efficiencies on Japanese regional industries , 2014 .

[48]  Joseph Sarkis,et al.  Stakeholder pressure and the adoption of environmental practices: The mediating effect of training , 2010 .

[49]  Toshiyuki Sueyoshi,et al.  DEA Environmental Assessment on U.S. Industrial Sectors , 2014 .

[50]  Toshiyuki Sueyoshi,et al.  DEA radial measurement for environmental assessment: A comparative study between Japanese chemical and pharmaceutical firms , 2014 .

[51]  Toshiyuki Sueyoshi,et al.  DEA radial and non-radial models for unified efficiency under natural and managerial disposability: Theoretical extension by strong complementary slackness conditions , 2012 .

[52]  R. Handfield,et al.  The Green Supply Chain: Integrating Suppliers into Environmental Management Processes , 1998 .

[53]  Yuji Ijiri,et al.  Accounting Essays by Professor William W. Cooper: Revisiting in Commemoration of His Ninety-Fifth Birthday , 2010 .

[54]  R. Freeman Strategic Management: A Stakeholder Approach , 2010 .

[55]  B. Chakravarthy,et al.  A New Strategy Framework for Coping with Turbulence , 1997 .

[56]  Toshiyuki Sueyoshi,et al.  Environmental assessment by DEA radial measurement: U.S. coal-fired power plants in ISO (Independent System Operator) and RTO (Regional Transmission Organization) , 2012 .