Photovoltaic deployment: from subsidies to a market-driven growth: A panel econometrics approach

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Photovoltaic deployment: from subsidies to a market-driven growth: A panel econometrics approach Anna Créti, Léonide Michael Sinsin To cite this version: Anna Créti, Léonide Michael Sinsin. Photovoltaic deployment: from subsidies to a marketdriven growth: A panel econometrics approach. cahier de recherche 2012-32. 2012. <hal- 00749385> HAL Id: hal-00749385 https://hal.archives-ouvertes.fr/hal-00749385 Submitted on 7 Nov 2012 HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

ECOLE POLYTECHNIQUE CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE PHOTOVOLTAIC DEPLOYMENT : FROM SUBSIDIES TO A MARKET-DRIVEN GROWTH : A PANEL ECONOMETRICS APPROACH Anna CRETI Léonide Michael SINSIN Cahier n 2012-32 DEPARTEMENT D'ECONOMIE Route de Saclay 91128 PALAISEAU CEDEX (33) 1 69333033 http://www.economie.polytechnique.edu/ mailto:chantal.poujouly@polytechnique.edu

9 8 7 6 5 4 3 2 1 Series: PCAP Sample 2009Q1 2011Q4 Observations 48 Mean 1.214713 Median 1.254714 Maximum 1.539921 Minimum 0.646312 Std. Dev. 0.249312 Skewness 0.583199 Kurtosis 2.196509 Jarque Bera 4.012161 Probability 0.134515 0 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5

12 10 8 6 4 2 Series: CAP Sample 2009Q1 2011Q4 Observations 48 Mean 0.960943 Median 0.885204 Maximum 1.692099 Minimum 0.096713 Std. Dev. 0.466367 Skewness 0.192064 Kurtosis 2.188627 Jarque Bera 1.611760 Probability 0.446695 0 0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4 1.6

14 12 10 8 6 4 2 Series: PROD Sample 2009Q1 2011Q4 Observations 48 Mean 2.508079 Median 2.333437 Maximum 3.562189 Minimum 1.851258 Std. Dev. 0.485045 Skewness 1.092839 Kurtosis 2.825001 Jarque Bera 9.615632 Probability 0.008166 0 1.8 2.0 2.2 2.4 2.6 2.8 3.0 3.2 3.4 3.6

9 8 7 6 5 4 3 2 1 Series: MODULE Sample 2009Q1 2011Q4 Observations 48 Mean 2.287031 Median 2.309230 Maximum 2.468347 Minimum 2.053144 Std. Dev. 0.122914 Skewness 0.530992 Kurtosis 2.276397 Jarque Bera 3.302826 Probability 0.191779 0 2.05 2.10 2.15 2.20 2.25 2.30 2.35 2.40 2.45

MCAP 1 2 1.1 1.80 1.0 0.9 1.76 0.8 0.7 1.72 0.6 1.68 0.5 0.4 I II III IV I II III IV I II III IV 2009 2010 2011 1.64 I II III IV I II III IV I II III IV 2009 2010 2011 3 4 1.0.80 0.9.75.70 0.8.65 0.7.60.55 0.6.50 0.5.45 I II III IV I II III IV I II III IV I II III IV I II III IV I II III IV 2009 2010 2011 2009 2010 2011

12 10 8 6 4 2 Series: MCAP Sample 2009Q1 2011Q4 Observations 48 Mean 0.952346 Median 0.752265 Maximum 1.796017 Minimum 0.408054 Std. Dev. 0.462922 Skewness 0.898852 Kurtosis 2.171048 Jarque Bera 7.837794 Probability 0.019863 0 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8

B 1 2 0.22 2.23 4.24 6.25 8.26 10.27 12 I II III IV I II III IV I II III IV.28 I II III IV I II III IV I II III IV 2009 2010 2011 2009 2010 2011 3 4 0.4 0.2 0.6 0.8 0.4 1.0 1.2 0.6 1.4 0.8 1.6 1.8 I II III IV I II III IV I II III IV 2009 2010 2011 1.0 I II III IV I II III IV I II III IV 2009 2010 2011

Dependent Variable: PROD Method: Panel Least Squares Date: 09/21/12 Time: 12:33 Sample: 2009Q1 2011Q4 Periods included: 12 Cross sections included: 4 Total panel (balanced) observations: 48 Variable Coefficient Std. Error t Statistic Prob. MODULE 0.110894 0.297559 3.372679 0.0711 PCAP 1.782311 0.601552 2.962855 0.0050 WCAP 1.836926 0.789432 2.326896 0.0249 CAP 1.439234 0.668334 2.153465 0.0371 MCAP 0.894005 0.814940 1.397019 0.1279 B 0.577727 0.024911 1.610174 0.1250 R squared 0.852494 Mean dependent var 0.042852 Adjusted R squared 0.861124 S.D. dependent var 0.425102 S.E. of regression 0.165093 Akaike info criterion 0.298999 Sum squared resid 2.951527 Schwarz criterion 0.532899 Log likelihood 1.175969 Hannan Quinn criter. 0.387390 Durbin Watson stat 1.943774

Dependent Variable: RES2^2 Method: Panel Least Squares Date: 08/20/12 Time: 11:27 Sample: 2009Q1 2011Q4 Periods included: 12 Cross-sections included: 4 Total panel (balanced) observations: 48 Variable Coefficient Std. Error t-statistic Prob. MCAP^2-0.000652 0.006362-0.102553 0.9188 B^2 9.55E-06 4.30E-05 0.222166 0.8252 MODULE^2 0.014192 0.030488 0.465487 0.6438 R-squared -0.664139 Mean dependent var 0.003559 Adjusted R-squared -0.738100 S.D. dependent var 0.004360 S.E. of regression 0.005749 Akaike info criterion -7.419214 Sum squared resid 0.001487 Schwarz criterion -7.302264 Log likelihood 181.0611 Hannan-Quinn criter. -7.375018 Durbin-Watson stat 1.995618 Dependent Variable: RES2 Method: Panel Least Squares Date: 08/20/12 Time: 11:59 Sample (adjusted): 2009Q2 2011Q4 Periods included: 11 Cross-sections included: 4 Total panel (balanced) observations: 44 Variable Coefficient Std. Error t-statistic Prob. C -0.001323 0.008406-0.157449 0.8756 RES2(-1) 0.512306 0.145489 3.521272 0.0010 R-squared 0.227932 Mean dependent var 0.002024 Adjusted R-squared 0.209549 S.D. dependent var 0.062310 S.E. of regression 0.055399 Akaike info criterion -2.904139 Sum squared resid 0.128898 Schwarz criterion -2.823039 Log likelihood 65.89105 Hannan-Quinn criter. -2.874063 F-statistic 12.39935 Durbin-Watson stat 1.891035 Prob(F-statistic) 0.001049

Dependent Variable: PROD Method: Panel Least Squares Date: 09/25/12 Time: 13:37 Sample: 2009Q1 2011Q4 Periods included: 12 Cross sections included: 5 Total panel (balanced) observations: 60 Variable Coefficient Std. Error t Statistic Prob. C 0.249642 0.197953 1.261121 0.2128 CAPACITY 1.064859 0.085239 12.49265 0.0000 PRICE 0.095821 0.106322 2.901232 0.0315 Effects Specification Cross section fixed (dummy variables) R squared 0.931898 Mean dependent var 2.055392 Adjusted R squared 0.924188 S.D. dependent var 0.266278 S.E. of regression 0.073317 Akaike info criterion 2.278776 Sum squared resid 0.284893 Schwarz criterion 2.034436 Log likelihood 75.36327 Hannan Quinn criter. 2.183201 F statistic 120.8741 Durbin Watson stat 1.836766 Prob(F statistic) 0.000000