Erdogdu, Erkan (2007): Electricity Demand Analysis Using Cointegration and ARIMA Modelling: A case study of Turkey. Published in: Energy Policy , Vol. 35, No. 2 (February 2007): pp. 1129-1146.
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In the early 2000s, the Republic of Turkey has initiated an ambitious reform program in her electricity market, which requires privatization, liberalization as well as a radical restructuring. The most controversial reason behind, or justification for, recent reforms has been the rapid electricity demand growth; that is to say, the whole reform process has been a part of the endeavors to avoid the so-called “energy crisis”. Using cointegration analysis and autoregressive integrated moving average (ARIMA) modelling, the present article focuses on this issue by both providing an electricity demand estimation and forecast, and comparing the results with official projections. The study concludes, first, that consumers’ respond to price and income changes is quite limited and therefore there is a need for economic regulation in Turkish electricity market; and second, that the current official electricity demand projections highly overestimate the electricity demand, which may endanger the development of both a coherent energy policy in general and a healthy electricity market in particular.
|Item Type:||MPRA Paper|
|Original Title:||Electricity Demand Analysis Using Cointegration and ARIMA Modelling: A case study of Turkey|
|English Title:||Electricity Demand Analysis Using Cointegration and ARIMA Modelling: A case study of Turkey|
|Keywords:||Turkish electricity demand; Cointegration; ARIMA modelling|
|Subjects:||Q - Agricultural and Natural Resource Economics; Environmental and Ecological Economics > Q4 - Energy > Q47 - Energy Forecasting
Q - Agricultural and Natural Resource Economics; Environmental and Ecological Economics > Q4 - Energy
|Depositing User:||Erkan Erdogdu|
|Date Deposited:||22. Dec 2009 06:18|
|Last Modified:||11. Feb 2013 19:12|
Beenstock and Goldin, 1999 M. Beenstock and E. Goldin, The demand for electricity in Israel, Energy Economics 21 (1999) (2), pp. 168–183. Article | PDF (189 K) | View Record in Scopus | Cited By in Scopus (28)
Bentzen and Engsted, 1993 J. Bentzen and T. Engsted, Short- and long-run elasticities in energy demand: a cointegration approach, Energy Economics 15 (1993) (1), pp. 9–16. Abstract | PDF (826 K) | View Record in Scopus | Cited By in Scopus (28)
Bentzen and Engsted, 2001 J. Bentzen and T. Engsted, A revival of the autoregressive distributed lag model in estimating energy demand relationships, Energy 26 (2001) (1), pp. 45–55. Article | PDF (105 K) | View Record in Scopus | Cited By in Scopus (12)
Box and Jenkins, 1978 G.P.E. Box and G.M. Jenkins, Time Series Analysis: Forecasting and Control, San Francisco, Holden Day (1978).
Ceylan and Ozturk, 2004 H. Ceylan and H.K. Ozturk, Estimating energy demand of Turkey based on economic indicators using genetic algorithm approach, Energy Conversion and Management 45 (2004), pp. 2525–2537. Article | PDF (302 K) | View Record in Scopus | Cited By in Scopus (36)
Dahl and Sterner, 1991 C. Dahl and T. Sterner, Analysing gasoline demand elasticities: a survey, Energy Economics 13 (1991) (3), pp. 203–210. Abstract | PDF (839 K) | View Record in Scopus | Cited By in Scopus (85)
Dargay, 1992 J.M. Dargay, The irreversible effects of high oil prices: empirical evidence for the demand for motor fuels in France, Germany, and the UK. In: Hawdon David, Editor, Energy Demand: Evidence and Expectations, Surrey University Press, London (1992).
Dargay and Gately, 1995a J.M. Dargay and D. Gately, The response of world energy and oil demand to income growth and changes in oil prices, Annual Review of Energy and the Environment 20 (1995), pp. 145–178.
Dargay and Gately, 1995b J.M. Dargay and D. Gately, The imperfect price reversibility of non-transport oil demand in the OECD, Energy Economics 17 (1995) (1), pp. 59–71. Abstract | PDF (1181 K) | View Record in Scopus | Cited By in Scopus (10)
Dickey and Fuller, 1979 D.A. Dickey and W.A. Fuller, Distribution of the estimators for autoregressive time series with a unit root, Journal of the American Statistical Association 74 (1979) (366), pp. 427–431. MathSciNet
Drollas, 1984 L.P. Drollas, The demand for gasoline: further evidence, Energy Economics 6 (1984) (1), pp. 71–82. Abstract | PDF (1431 K) | View Record in Scopus | Cited By in Scopus (21)
Ediger and Tatlidil, 2002 V.S. Ediger and H. Tatlidil, Forecasting the primary energy demand in Turkey and analysis of cyclic patterns, Energy Conversion and Management 43 (2002), pp. 473–487. Article | PDF (452 K) | View Record in Scopus | Cited By in Scopus (44)
Engle and Granger, 1987 R.F. Engle and C.W.J. Granger, Co-integration and error correction: representation, estimation, and testing, Econometrica 55 (1987) (2), pp. 251–276. MathSciNet | Full Text via CrossRef
Engle et al., 1989 R.F. Engle, C.W.J. Granger and J.J. Hallman, Merging short-and long-run forecasts: an application of seasonal cointegration to monthly electricity sales forecasting, Journal of Econometrics 40 (1989) (1), pp. 45–62. Abstract | PDF (1038 K) | View Record in Scopus | Cited By in Scopus (48)
Fouquet et al., 1993 Fouquet, R., Hawdon, D., Pearson, P., Robinson, C., Stevens, P., 1993. The SEEC United Kingdom energy demand forecast. Surrey Energy Economics Centre (SEEC): Occasional Paper 1, Department of Economics, University of Surrey, Guildford, UK.
Gately, 1992 D. Gately, Imperfect price-reversibility of US gasoline demand: asymmetric responses to price increases and declines, Energy Journal 13 (1992) (4), pp. 179–207.
Granger, 1986 C.W.J. Granger, Developments in the study of cointegrated economic variables, Oxford Bulletin of Economics and Statistics 48 (1986) (3), pp. 213–228.
Granger and Newbold, 1974 C.W.J. Granger and P. Newbold, Spurious regressions in econometrics, Journal of Econometrics 2 (1974) (2), pp. 111–120. Abstract | PDF (618 K) | View Record in Scopus | Cited By in Scopus (714)
Gujarati, 2004 D.N. Gujarati, Basic Econometrics (Fourth ed), McGraw-Hill/Irwin, New York (2004).
Haas and Schipper, 1998 R. Haas and L. Schipper, Residential energy demand in OECD-countries and the role of irreversible efficiency improvements, Energy Economics 20 (1998) (4), pp. 421–442. Article | PDF (404 K) | View Record in Scopus | Cited By in Scopus (40)
Hunt and Lynk, 1992 L.C. Hunt and E.L. Lynk, Industrial energy demand in the UK: a cointegration approach. In: Hawdon David, Editor, Energy Demand: Evidence and Expectations, Surrey University Press, London (1992).
Hunt and Manning, 1989 L.C. Hunt and D.N. Manning, Energy price- and income-elasticities of demand: some estimates for the UK using the cointegration procedure, Scottish Journal of Political Economy 36 (1989) (2), pp. 183–193. Full Text via CrossRef
Hunt and Witt, 1995 Hunt, L.C., Witt, R., 1995. An analysis of UK energy demand using multivariate cointegration. Surrey Energy Economics Centre (SEEC): Discussion Paper No: 86, Department of Economics, University of Surrey, Guildford, UK.
IEA (International Energy Agency), 2002 IEA (International Energy Agency), 2002. Energy Balances of OECD Countries. IEA, Paris, France.
IEA (International Energy Agency), 2004 IEA (International Energy Agency), 2004. Energy Balances of OECD Countries 2001–2002. IEA, Paris, France.
IEA (International Energy Agency), 2005 IEA (International Energy Agency), 2005. Energy Prices and Taxes, accessed from http://www.sourceoecd.org on 20.06.2005 at 20:43.
IMF (International Monetary Fund), 2005 IMF (International Monetary Fund), 2005. World Economic Outlook Database, April 2004, accessed from http://www.imf.org/external/pubs/ft/weo/2004/01/data/index.htm on 27.06.2005 at 17:28.
Johansen, 1988 S. Johansen, Statistical analysis of cointegration vectors, Journal of Economic Dynamics and Control 12 (1988) (2–3), pp. 231–254. Abstract | PDF (1106 K) | MathSciNet | View Record in Scopus | Cited By in Scopus (2909)
Kouris, 1981 G. Kouris, Elasticities—science or fiction?, Energy Economics 3 (1981) (2), pp. 66–126.
Newey and West, 1987 W.K. Newey and K.D. West, A simple, positive semi-definite, heteroskedasticity and autocorrelation consistent covariance matrix, Econometrica 55 (1987) (3), pp. 703–708. MathSciNet | Full Text via CrossRef
Ozturk et al., 2005 H.K. Ozturk, H. Ceylan, O.E. Canyurt and A. Hepbasli, Electricity estimation using genetic algorithm approach: a case study of Turkey, Energy 30 (2005) (7), pp. 1003–1012. Article | PDF (251 K) | View Record in Scopus | Cited By in Scopus (26)
Pindyck, 1979 R.S. Pindyck, The Structure of World Energy Demand, MIT Press, Cambridge, MA (1979).
Ryan and Plourde, 2002 D.L. Ryan and A. Plourde, Smaller and smaller? The price responsiveness of nontransport oil demand, The Quarterly Review of Economics and Finance 42 (2002) (2), pp. 285–317. Article | PDF (582 K) | View Record in Scopus | Cited By in Scopus (3)
Sargan and Bhargava, 1983 J.D. Sargan and A. Bhargava, Testing residuals from least squares regression for being generated by the Gaussian random walk, Econometrica 51 (1983) (1), pp. 153–174. MathSciNet | Full Text via CrossRef
SIS, 2005a SIS, 2005a. Enerji Istatistikleri Haber Bultenleri (Energy Statistics News Bulletins), accessed from http://www.die.gov.tr/TURKISH/SONIST/ENERJI/enerji.html on 24.06.2005 at 19:42.
SIS, 2005b SIS, 2005b. Population by Census Year, accessed from http://www.die.gov.tr/IstTablolar/04nf023t.xls on 20.06.2005 at 23:09.
SIS, 2005c SIS, 2005c. Kullanim Yerlerine Gore IV. Donem Elektrik Tuketimi, 2003–2004 (Electricity Consumption by Sectors, the 4th Quarter of 2004), accessed from http://www.die.gov.tr/TURKISH/SONIST/ENERJI/t4-23032005.xls on 21.06.2005 at 00:14.
SPO, 2005 SPO, 2005. Gross Domestic Product (By Expenditures), accessed from http://ekutup.dpt.gov.tr/teg/2005/04/tii.7.xls on 29.06.2005 at 12:27.
Stewart, 1991 Stewart, J., 1991. Econometrics. Philip Allan, Hemel Hempstead.
TEIAS, 2005a. Annual Development of Installed Capacity, Gross Generation, Supply and Net Consumption In Turkey (1975–2003), accessed from http://www.teias.gov.tr/istatistik/30.xls on 20.06.2005 at 20:19.
TEIAS, 2005b. Annual Development of Installed Capacity Gross Generation and Net Consumption in Turkey and Per Capita (1923–1974), accessed from http://www.teias.gov.tr/istatistik/29.xls on 13.07.2005 at 12:03.
TEIAS, 2005c. Talep Gelisimi (Demand Development), accessed from http://www.teias.gov.tr/apkuretim/talepgelisim.htm on 17.02.2006 at 20:15.
TEIAS, 2005d. Annual Development of Electricity Generation, Consumption and Losses in Turkey (1970–2003), accessed from http://www.teias.gov.tr/istatistik/31-32(kayıplar).xls on 17.07.2005 at 14:00.
Traill et al., 1978 B. Traill, D. Colman and T. Young, Estimating irreversible supply functions, The American Journal of Agricultural Economics 60 (1978) (3), pp. 528–531. Full Text via CrossRef
Undersecretariat of Treasury, 2005 Undersecretariat of Treasury, 2005. Gross Domestic Product by Expenditures (At Current Prices), accessed from http://www.hazine.gov.tr/yayin/hazineistatistikleri/1-4A.xls on 29.06.2005 at 12:16.
Wolffram, 1971 R. Wolffram, Positivistic measures of aggregate supply elasticities: some new approaches—some critical notes, The American Journal of Agricultural Economics 53 (1971) (2), pp. 356–359. Full Text via CrossRef
Yule, 1926 G.U. Yule, Why do we sometimes get nonsense-correlations between time-series?—a study in sampling and the nature of time-series, Journal of the Royal Statistical Society 89 (1926) (1), pp. 1–63. Full Text via CrossRef