Halkos, George and Tzeremes, Nickolaos (2011): A nonparametric analysis of the Greek renewable energy sector.
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Abstract
This paper applies a bootstrapped Data Envelopment Analysis (DEA) formulation aiming to evaluate the financial performance of the firms operating in the Greek renewable energy sector. With the use of financial ratios in a DEA setting, efficiency ratios are constructed in order to analyse firms’ financial performance. The results reveal that firms’ performances are positively influenced by the high levels of return on assets and equity and by lower levels of debt to equity. In addition it appears that there are not significant differences of firms’ efficiency levels indicating high competitiveness between firms. Finally, firms producing wind energy appear to perform better than firms producing hydropower energy. It emerges that the majority of firms are operating in the wind and hydropower energy production making the Greek market of solar energy production being an emerging segment of the Greek renewable energy sector.
Item Type: | MPRA Paper |
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Original Title: | A nonparametric analysis of the Greek renewable energy sector |
Language: | English |
Keywords: | Renewable energy market; Data Envelopment Analysis; Financial ratios; Greece |
Subjects: | L - Industrial Organization > L2 - Firm Objectives, Organization, and Behavior > L25 - Firm Performance: Size, Diversification, and Scope C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General C - Mathematical and Quantitative Methods > C0 - General > C02 - Mathematical Methods Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q2 - Renewable Resources and Conservation > Q20 - General |
Item ID: | 30467 |
Depositing User: | Nickolaos Tzeremes |
Date Deposited: | 24 Apr 2011 12:57 |
Last Modified: | 27 Sep 2019 03:55 |
References: | Abrams B.A., Huang C.J. (1987). Predicting bank failure: the role of structure in affecting recent failure experiences in the USA. Applied Economics 19(10), 1291-1302. Agoris D., Tigas K., Giannakidis G., Siakkis F., Vassos S., Vassilakos N., Kilias V. and Damassiotis M. (2004). An analysis of the Greek energy system in view of the Kyoto commitments. Energy Policy 32(18), 2019-2033. Ali A.I., Seiford L.M. (1990). Translation invariance in data envelopment analysis. Operations Research Letters 9(6), 403-405. Avrikan, N. (2011). Association of DEA super-efficiency estimates with financial ratios: Investigating the case of Chinese banks. OMEGA 39(3), 323-334. Bagdadioglu, N., Price, C.M.W., Weyman-Jones, T.G. (1996). Efficiency and ownership in electricity distribution: A non-parametric model of Turkish experience. Energy Economics 18(1-2), 1-23. Banker R.D., Charnes A., Cooper W.W. (1984). Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis. Management Science 30(9), 1078– 1092. Banõs R., Manzano-Agugliaro F., Montoya F.G., Gil C., Alcayde A., Gomes J. (2011). Optimization methods applied to renewable and sustainable energy: A review. Renewable and Sustainable Energy Reviews 15(4), 1753-1766. BarNiv R., Hershbarger R.A., (1990). Classifying Financial Distress in the Life Insurance Industry. Journal of Risk and Insurance 57(1), 110-136. BarNiv R., Hathorn J., Mehrez A., Kline D. (1999). Confidence intervals for the probability of insolvency in the insurance industry. Journal of Risk and Insurance 66 (1), 125-137. Berger A.N., Humphrey D.B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational Research 98(2), 175-212. Boles, J.N. (1967). Efficiency squared—efficient computation of efficiency indexes, Western Farm Economic Association Proceedings 1966, 137–142. Boles, J.N. (1971). The 1130 Farrell efficiency system–multiple products, multiple factors. Giannini Foundation of Agricultural Economics, University of California, Berkeley, USA. Chalvatzis K.J., Hooper E. (2009). Energy security vs. climate change: Theoretical framework development and experience in selected EU electricity markets. Renewable and Sustainable Energy Reviews 13(9), 2703-2709. Charnes, A., Cooper, W.W., Rhodes, E.L. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research 2(6), 429-444. Chien T., Hu J.L. (2007). Renewable energy and macroeconomic efficiency of OECD and non-OECD economies. Energy Policy 35(7), 3606-3615. de Vries H.J., Roos C.J., Beurskens L.W.M., Kooijman A.L., Uyterlinde M.A. (2003). Renewable electricity policies in Europe: Country fact sheets 2003. ECN Energietechnologie. Project number: 7.7449.02.03. Debreu, G. (1951). The coefficient of resource utilization. Econometrics 19(3):273–292. Derpins D, Simar L, Tulkens H. (1984). Measuring labor efficiency in post offices. In: Marchand M, Pestieau P, Tulkens H (eds). The performance of public enterprises: concepts and measurement. North-Holland, Amstredam, pp 243–267. Diakoulaki D., Karangelis F. (2007). Multi-criteria decision analysis and cost–benefit analysis of alternative scenarios for the power generation sector in Greece. Renewable and Sustainable Energy Reviews 11(4), 716-727. Dincer I. (2000). Renewable energy and sustainable development: a crucial review. Renewable and Sustainable Energy Reviews 4(1), 157-175. Doukas H., Patlitzianas K.D., Psarras J. (2006). Supporting sustainable electricity technologies in Greece using MCDM. Resources Policy 31(2), 129-136. Efron, B. (1979). Bootstrap methods: another look at the jackknife. Annals of Statistics 7(1), 1-16. Emrouznejad A., Amin G.R. (2009). DEA models for ratio data: Convexity consideration. Applied Mathematical Modelling 33(1), 486-498. Espahbodi P. (1991). Identification of problem banks and binary choice models. Journal of Banking and Finance 15(1), 51-73. Estach A., Tovar B., Trujillo L. (2008). How efficient are African electricity companies? Evidence from the Southern African countries. Energy Policy 36(6), 1969-1979. Evans A, Strezov V, Evans TJ. (2009). Assessment of sustainability indicators for renewable energy technologies. Renewable and Sustainable Energy Reviews 13(5): 1082–8. Farrell, M. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society Series A 120(3), 253–281. Førsund, F.R., Sarafoglou, N. (2002). On the origins of Data Envelopment Analysis, Journal of the Productivity Analysis 17(1/2), 23-40. Førsund, F.R., Kittelsen, S.A.C., Krivonozhko, V.E. (2009). Farrell revisited–Visualizing properties of DEA production frontiers, Journal of the Operational Research Society 60(11), 1535-1545. Fotopoulos, G. (2006) Nonparametric analysis of regional income dynamics: The case of Greece. Economics Letters 91(3), 450-457. Gaddam, L., Khathlan, K., Malik, S. A. (2009). Commercial Banks in Saudi Arabia- A study of Financial Performance. Journal of International Finance and Economics, available from: http://www.highbeam.com/doc/1G1-208535043.html. Halkos G.E., Salamouris D. (2004). Efficiency measurement of the Greek commercial banks with the use of financial ratios: a data envelopment analysis approach. Management Accounting Research 15(2), 201-224. Halkos G.E., Tzeremes NG. (2009). Electricity generation and economic efficiency: Panel data evidence from world and East Asian countries. Global Economic Review 38 (3), 251-263. Halkos G.E., Tzeremes N.G. (2010a). Performance evaluation using bootstrapping DEA techniques: Evidence from industry ratio analysis. MRPA paper No. 25072. Available from: http://mpra.ub.uni-muenchen.de/25072/. Halkos GE, Tzeremes NG. (2010b). The effect of foreign ownership on SMEs performance: An efficiency analysis perspective. Journal of Productivity Analysis 34(2), 167-180. Hall, P., Racine J. S., Li Q. (2004). Cross-validation and the estimation of conditional probability densities. Journal of the American Statistical Association 99(468), 1015–1026. Harrington S.E., Nelson J.M. (1986). Regression-based methodology for solvency surveillance in the property-liability insurance industry. Journal of Risk and Insurance53 (4), 583-605. Hepbasli A. (2008). A key review on exergetic analysis and assessment of renewable energy resources for a sustainable future. Renewable and Sustainable Energy Reviews 12(3): 593–661. Hoffman, A. J. (1957). Discussion on Mr. Farrell’s Paper. Journal of the Royal Statistical Society Series A 120(III), 282-284. Hollingsworth B., Smith P. (2003). Use of ratios in data envelopment analysis. Applied Economics Letters 10(11), 733-735. Hondroyiannis G., Lolos S., Papapetrou E. (2002). Energy consumption and economic growth: assessing the evidence from Greece. Energy Economics 24(4), 319-336. Honma S., Hu J.L. (2008). Total-factor energy efficiency of regions in Japan. Energy Policy 36(2), 821-833. Hu J.L., Wang S.C., Yeh F.Y. (2006). Total-factor water efficiency of regions in China. Resources Policy 31(4), 217-230. ICAP (2009). An Analysis of the Greek renewable and sustainable energy market. ICAP, Management consultants, December 2009, Athens (in Greek). Illiadou E.N. (2009). Electricity sector reform in Greece. Utilities Policy 17(1), 76-87. Johnson R., Soenen L. (2003). Indicator of successful companies. European Management Journal 21 (3), 364-369. Kaldellis J.K., Kavadias K.A., Kondili E. (2004). Renewable energy desalination plants for the Greek islands: technical and economic considerations. Desalination 170(2) 187-203. Koopmans T.C. (1951). An analysis of production as an efficient combination of activities. In: Koopmans TC (ed) Activity analysis of production and allocation. Wiley, New York, pp.33–97. Lovell C.A.K. (1995). Measuring the macroeconomic performance of the Taiwanese economy. International Journal of Production Economics 39 (1-2), 165-178. Lovell C.A.K., Pastor J.T. (1995). Units invariant and translation invariant DEA models. Operation Research Letters 18(3), 147-151. Mekhilef S., Saidur R., Safari A. (2011). A review on solar energy use in industries. Renewable and Sustainable Energy Reviews 15(4), 1777–1790. Ministry of Development. 2009. Energy outlook of Greece. Ministry of Development, Hellenic Republic, February 2009, Athens. Available from: http://www.cres.gr/kape/pdf/download/Energy_Outlook_2009_EN%20.pdf. Mirasgedis S., Sarafidis Y., Georgopoulou E., Lalas D.P. (2002). The role of renewable energy sources within the framework of the Kyoto Protocol: the case of Greece. Renewable and Sustainable Energy Reviews 6(3), 247-269. Mulyono D.M., Khairurizka B. (2009). The effect of financial ratios, firm size, and cash flow from operating activities in the interim report to the stock return. Chinese Business Review 8 (6), 44-55. Neumann B.R., Suver J.D., Zelman W.N. (1988). Financial management: Concepts and applications for health care providers. National Health Publishing, Owings Mills, MD. Nikoomaram, H., Mohammadi, M., Mahmoodi, M. (2010). Efficiency Measurement of Enterprises Using the Financial Variables of Performance Assessment and Data Envelopment Analysis. Applied Mathematical Sciences 4 (37), 1843-1854. Oberholzer M., Westhuizen G. (2004). An empirical study on measuring efficiency and profitability of bank regions. Meditari Accountancy Research 12(1), 165-178. Ozcan Y., McCue M. (1996). Development of a financial performance index for hospitals: DEA approach. Journal of the Operational Research Society 47(1), 18-26. Pastor J.T. (1996). Translation invariance in data envelopment analysis: a generalization. Annals of Operations Research 66(2), 91-102. Racine J.S. (2008). Nonparametric Econometrics: A Primer. Foundations in trends in Econometrics 3(1), 1-88. RAE. (2003). General Information on the Greek Electricity Sector for the period 2000-2003 : Installed capacity, production & consumption levels. Renewable Energy Sources and Long Term Energy Planning. Regulatory Authority for Energy. Samouilidis J.E., Mitropoulos C.S. (1984). Energy and economic growth in industrialized countries: The case of Greece. Energy Economics 6 (3), 191-201. Sharma A., Chen C.R., vu Lan N. (2009). Solar-energy drying systems: A review. Renewable and Sustainable Energy Reviews 13(6-7), 1185–1210. Silverman, B. W. (1986). Density Estimation for Statistics and Data Analysis. Monographs on Statistics and Applied Probability. Chapman & Hall. Simar L., Wilson P.W. (1998). Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models. Management Science 44(1)49–61. Simar L., Wilson P.W. (2000). A general methodology for bootstrapping in non-parametric frontier models. Journal of Applied Statistics 27(6):779–802. Simar L., Wilson P.W. (2002). Nonparametric tests of returns to scale. European Journal of Operational Research 139(1),115–132 Simar L., Wilson P. (2008). Statistical interference in nonparametric frontier models: recent developments and perspectives. In: Fried H, Lovell CAK, Schmidt S (eds) The measurement of productive efficiency and productivity change. Oxford University Press, New York. Simar L., Zelenyuk V. (2007). Statistical inference for aggregates of farrell-type efficiencies. Journal of Applied Econometrics 22(7), 1367-1394. Smith P. (1990). Data envelopment analysis applied to financial statements. OMEGA 18(2), 131-138. Solangi K.H., Islam M.R., Saidur R., Rahim N.A., Fayaz H. (2011). A review on global solar energy policy. Renewable and Sustainable Energy Reviews 15(4) 2149-2163. Tsolas I.E. (2010). Performance assessment of mining operations using nonparametric production analysis: A bootstrapping approach in DEA. Resources Policy, doi:10.1016/j.resourpol.2010.10.003. Varun, Prakash R, Bhat IK. (2009). Energy, economics and environmental impacts of renewable energy systems. Renewable and Sustainable Energy Reviews 13(9): 2716–21. Waldau A.J. (2007). Photovoltaics and renewable energies in Europe. Renewable and Sustainable Energy Reviews 11(7), 1414-1437. Yeh Q. (1996). The application of data envelopment analysis in conjunction with financial ratios for bank performance evaluation. Journal of the Operational Research Society 47(8), 980-988. Zahedi A. (2011). Maximizing solar PV energy penetration using energy storage technology. Renewable and Sustainable Energy Reviews 15(1), 866-870. Zelenyuk V., Zheka V. (2006). Corporate governance and firm’s efficiency: the case of a transitional country, Ukraine. Journal of Productivity Analysis 25(1), 143-157. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/30467 |