Annexe  6 : Résultat du test d'ADF sur lpib
> Annexe 6-1  : Résultat du test
d'ADF sur lpib en niveau 
Null Hypothesis: LPIB has a unit root 
Exogenous: None 
Lag Length: 4 (Automatic based on AIC, MAXLAG=10) 
t-Statistic Prob.* 
Augmented Dickey-Fuller test statistic 4.108614
0.9999 
Test critical values: 1% level -2.679735 
5% level -1.958088 
10% level -1.607830 
*MacKinnon (1996) one-sided p-values. 
Augmented Dickey-Fuller Test Equation 
Dependent Variable: D(LPIB) 
Method: Least Squares 
Date: 02/17/11 Time: 06:48 
Sample (adjusted): 1990 2010 
Included observations: 21 after adjustments 
 
| 
 Variable 
 | 
 Coefficient 
 | 
 Std. Error t-Statistic 
 | 
 Prob. 
 | 
 
| 
 LPIB(-1) 
 | 
 0.001304 
 | 
 0.000317 4.108614 
 | 
 0.0008 
 | 
 
| 
 D(LPIB(-1)) 
 | 
 0.021866 
 | 
 0.179956 0.121510 
 | 
 0.9048 
 | 
 
| 
 D(LPIB(-2)) 
 | 
 0.239190 
 | 
 0.183635 1.302530 
 | 
 0.2112 
 | 
 
| 
 D(LPIB(-3)) 
 | 
 0.018266 
 | 
 0.151617 0.120473 
 | 
 0.9056 
 | 
 
| 
 D(LPIB(-4)) 
 | 
 -0.156175 
 | 
 0.156126 -1.000315 
 | 
 0.3320 
 | 
 
| 
 R-squared 
 | 
 0.087980 
 | 
 Mean dependent var 
 | 
 0.041104 
 | 
 
| 
 Adjusted R-squared 
 | 
 -0.140024 
 | 
 S.D. dependent var 
 | 
 0.011669 
 | 
 
| 
 S.E. of regression 
 | 
 0.012459 
 | 
 Akaike info criterion 
 | 
 -5.728432 
 | 
 
| 
 Sum squared resid 
 | 
 0.002484 
 | 
 Schwarz criterion 
 | 
 -5.479736 
 | 
 
| 
 Log likelihood 
 | 
 65.14854 
 | 
 Hannan-Quinn criter. 
 | 
 -5.674459 
 | 
 
| 
 Durbin-Watson stat 
 | 
 1.896744 
 | 
   | 
   | 
 
  
> Annexe 6-2  : Résultat du test
d'ADF sur lpib en différence première 
Null Hypothesis: D(LPIB) has a unit root 
Exogenous: Constant 
Lag Length: 3 (Automatic based on AIC, MAXLAG=10) 
t-Statistic Prob.* 
Contribution à
l'amélioration du niveau des dépenses d'infrastructures
routières pour soutenir la croissance économique au
Bénin 
Augmented Dickey-Fuller test statistic -4.112978
0.0049 
Test critical values: 1% level -3.788030 
5% level -3.012363 
10% level -2.646119 
*MacKinnon (1996) one-sided p-values. 
Augmented Dickey-Fuller Test Equation 
Dependent Variable: D(LPIB,2) 
Method: Least Squares 
Date: 02/17/11 Time: 06:49 
Sample (adjusted): 1990 2010 
Included observations: 21 after adjustments 
| 
 Variable 
 | 
 Coefficient 
 | 
 Std. Error t-Statistic 
 | 
 Prob. 
 | 
 
| 
 D(LPIB(-1)) 
 | 
 -0.869818 
 | 
 0.211481 -4.112978 
 | 
 0.0008 
 | 
 
| 
 D(LPIB(-1),2) 
 | 
 -0.111614 
 | 
 0.212366 -0.525574 
 | 
 0.6064 
 | 
 
| 
 D(LPIB(-2),2) 
 | 
 0.126143 
 | 
 0.218706 0.576772 
 | 
 0.5721 
 | 
 
| 
 D(LPIB(-3),2) 
 | 
 0.150378 
 | 
 0.154930 0.970623 
 | 
 0.3462 
 | 
 
| 
 C 
 | 
 0.035474 
 | 
 0.008509 4.169226 
 | 
 0.0007 
 | 
 
| 
 R-squared 
 | 
 0.753727 
 | 
 Mean dependent var 
 | 
 0.002678 
 | 
 
| 
 Adjusted R-squared 
 | 
 0.692158 
 | 
 S.D. dependent var 
 | 
 0.022287 
 | 
 
| 
 S.E. of regression 
 | 
 0.012365 
 | 
 Akaike info criterion 
 | 
 -5.743576 
 | 
 
| 
 Sum squared resid 
 | 
 0.002446 
 | 
 Schwarz criterion 
 | 
 -5.494880 
 | 
 
| 
 Log likelihood 
 | 
 65.30755 
 | 
 Hannan-Quinn criter. 
 | 
 -5.689603 
 | 
 
| 
 F-statistic 
 | 
 12.24212 
 | 
 Durbin-Watson stat 
 | 
 1.924849 
 | 
 
| 
 Prob(F-statistic) 
 | 
 0.000095 
 | 
   | 
   | 
 
  
Annexe 7 : Résultat du test de ADF sur les
résidus de la relation de long terme de
cointégration 
Null Hypothesis: RESID01 has a unit root 
Exogenous: Constant, Linear Trend 
Lag Length: 10 (Automatic based on AIC, MAXLAG=10) 
t-Statistic Prob.* 
Augmented Dickey-Fuller test statistic -16.11361
0.0001 
Test critical values: 1% level -4.728363 
5% level -3.759743 
10% level -3.324976 
*MacKinnon (1996) one-sided p-values. 
Warning: Probabilities and critical values calculated for 20
observations and may not be accurate for a sample size of 15 
Augmented Dickey-Fuller Test Equation 
Dependent Variable: D(RESID01) Method: Least Squares 
Date: 02/17/11 Time: 06:55 Sample (adjusted): 1996 2010 
Included observations: 15 after adjustments 
Contribution à l'amélioration du niveau des
dépenses d'infrastructures routières pour soutenir la croissance
économique au Bénin 
 
| 
 Variable 
 | 
 Coefficient 
 | 
 Std. Error t-Statistic 
 | 
 Prob. 
 | 
 
| 
 RESID01(-1) 
 | 
 -2.415925 
 | 
 0.149931 -16.11361 
 | 
 0.0038 
 | 
 
| 
 D(RESID01(-1)) 
 | 
 1.244417 
 | 
 0.115176 10.80449 
 | 
 0.0085 
 | 
 
| 
 D(RESID01(-2)) 
 | 
 0.195685 
 | 
 0.059563 3.285313 
 | 
 0.0815 
 | 
 
| 
 D(RESID01(-3)) 
 | 
 0.390650 
 | 
 0.064687 6.039045 
 | 
 0.0263 
 | 
 
| 
 D(RESID01(-4)) 
 | 
 0.270158 
 | 
 0.063814 4.233496 
 | 
 0.0515 
 | 
 
| 
 D(RESID01(-5)) 
 | 
 0.145498 
 | 
 0.060363 2.410381 
 | 
 0.1375 
 | 
 
| 
 D(RESID01(-6)) 
 | 
 0.263646 
 | 
 0.052295 5.041489 
 | 
 0.0372 
 | 
 
| 
 D(RESID01(-7)) 
 | 
 0.081632 
 | 
 0.046297 1.763219 
 | 
 0.2199 
 | 
 
| 
 D(RESID01(-8)) 
 | 
 0.493924 
 | 
 0.047304 10.44140 
 | 
 0.0090 
 | 
 
| 
 D(RESID01(-9)) 
 | 
 0.216835 
 | 
 0.042983 5.044636 
 | 
 0.0371 
 | 
 
| 
 D(RESID01(-10)) 
 | 
 0.420300 
 | 
 0.040097 10.48209 
 | 
 0.0090 
 | 
 
| 
 C 
 | 
 -0.544065 
 | 
 0.038127 -14.26981 
 | 
 0.0049 
 | 
 
| 
 @TREND(1985) 
 | 
 0.027994 
 | 
 0.001948 14.37140 
 | 
 0.0048 
 | 
 
| 
 R-squared 
 | 
 0.997472 
 | 
 Mean dependent var 
 | 
 0.014082 
 | 
 
| 
 Adjusted R-squared 
 | 
 0.982306 
 | 
 S.D. dependent var 
 | 
 0.036433 
 | 
 
| 
 S.E. of regression 
 | 
 0.004846 
 | 
 Akaike info criterion 
 | 
 -8.102762 
 | 
 
| 
 Sum squared resid 
 | 
 4.70E-05 
 | 
 Schwarz criterion 
 | 
 -7.489118 
 | 
 
| 
 Log likelihood 
 | 
 73.77071 
 | 
 Hannan-Quinn criter. 
 | 
 -8.109298 
 | 
 
| 
 F-statistic 
 | 
 65.76751 
 | 
 Durbin-Watson stat 
 | 
 3.120306 
 | 
 
| 
 Prob(F-statistic) 
 | 
 0.015071 
 | 
   | 
   | 
 
  
Annexe 8 : Résultat des estimations
du MCE 
? Annexe 8-1 : Résultat de l'estimation
de la relation de long terme du MCE 
Dependent Variable: LPIB Method: Least Squares Date: 02/17/11
Time: 07:30 Sample: 1985 2010 
Included observations: 26 
 
| 
 Variable 
 | 
 Coefficient 
 | 
 Std. Error t-Statistic 
 | 
 Prob. 
 | 
 
| 
 C 
 | 
 12.37034 
 | 
 2.468480 5.011319 
 | 
 0.0001 
 | 
 
| 
 LDEP 
 | 
 0.097676 
 | 
 0.042811 2.281562 
 | 
 0.0336 
 | 
 
| 
 LCAP_PRIV 
 | 
 0.141344 
 | 
 0.054598 2.588827 
 | 
 0.0175 
 | 
 
| 
 LMHAT 
 | 
 0.408310 
 | 
 0.164669 2.479585 
 | 
 0.0222 
 | 
 
| 
 D94 
 | 
 -0.124387 
 | 
 0.065631 -1.895254 
 | 
 0.0726 
 | 
 
| 
 D95 
 | 
 -0.141389 
 | 
 0.064576 -2.189501 
 | 
 0.0406 
 | 
 
| 
 R-squared 
 | 
 0.966492 
 | 
 Mean dependent var 
 | 
 27.31347 
 | 
 
| 
 Adjusted R-squared 
 | 
 0.958115 
 | 
 S.D. dependent var 
 | 
 0.302790 
 | 
 
| 
 S.E. of regression 
 | 
 0.061968 
 | 
 Akaike info criterion 
 | 
 -2.525208 
 | 
 
| 
 Sum squared resid 
 | 
 0.076802 
 | 
 Schwarz criterion 
 | 
 -2.234878 
 | 
 
| 
 Log likelihood 
 | 
 38.82771 
 | 
 Hannan-Quinn criter. 
 | 
 -2.441604 
 | 
 
| 
 F-statistic 
 | 
 115.3743 
 | 
 Durbin-Watson stat 
 | 
 0.593192 
 | 
 
| 
 Prob(F-statistic) 
 | 
 0.000000 
 | 
   | 
   | 
 
  
Contribution à
l'amélioration du niveau des dépenses d'infrastructures
routières pour soutenir la croissance économique au
Bénin 
>  Annexe 8-2 : Résultat de
l'estimation de la relation du modèle dynamique (court
terme) 
 Dependent Variable: D(LPIB) 
 Method: Least Squares 
 Date: 02/17/11 Time: 07:24 
 Sample (adjusted): 1986 2010 
 Included observations: 25 after adjustments 
  
 
 
 Variable 
 
 | 
 Coefficient 
 
 | 
 Std. Error t-Statistic 
 
 | 
 Prob. 
 
 | 
  C 
 
 | 
 
 0.033867 
 
 | 
 0.003506 9.659596 
 
 | 
 0.0000 
 
 | 
  D(LDEP) 
 
 | 
 
 0.019170 
 
 | 
 0.007290 2.629659 
 
 | 
 0.0170 
 
 | 
  D(LMHAT) 
 
 | 
 
 -0.053671 
 
 | 
 0.076888 -0.698039 
 
 | 
 0.4941 
 
 | 
  D(LCAP_PRIV) 
 
 | 
 
 0.064547 
 
 | 
 0.013224 4.881020 
 
 | 
 0.0001 
 
 | 
  RESIDMLT(-1) 
 
 | 
 
 -0.121887 
 
 | 
 0.046463 -2.623309 
 
 | 
 0.0172 
 
 | 
  D94 
 
 | 
 
 -0.047322 
 
 | 
 0.013922 -3.399059 
 
 | 
 0.0032 
 
 | 
  D87 
 
 | 
 
 -0.053269 
 
 | 
 0.012222 -4.358362 
 
 | 
 0.0004 
 
 | 
  R-squared 
 
 | 
 
 0.766583 
 
 | 
 Mean dependent var 
 
 | 
 0.034996 
 
 | 
  Adjusted R-squared 
 
 | 
 
 0.688777 
 
 | 
 S.D. dependent var 
 
 | 
 0.020981 
 
 | 
  S.E. of regression 
 
 | 
 
 0.011705 
 
 | 
 Akaike info criterion 
 
 | 
 -5.826172 
 
 | 
  Sum squared resid 
 
 | 
 
 0.002466 
 
 | 
 Schwarz criterion 
 
 | 
 -5.484886 
 
 | 
  Log likelihood 
 
 | 
 
 79.82715 
 
 | 
 Hannan-Quinn criter. 
 
 | 
 -5.731514 
 
 | 
  F-statistic 
 
 | 
 
 9.852518 
 
 | 
 Durbin-Watson stat 
 
 | 
 2.271022 
 
 | 
  Prob(F-statistic) 
 
 | 
 
 0.000071 
 
 | 
   | 
   | 
   | 
 
  
 Annexe 9 : Test de validation du
ECM 
>  Annexe 9-1 : Test de normalité de
Jarque Bera sur les résidus 
   
 
 
9 8 7 6 5
4 3 2 1 0 
 
 | 
   | 
Series: Residuals 
Sample 1986 2010 
Observations 25 
Mean -4.65e-18 
Median 0.000810 
Maximum 0.016535 
Minimum -0.027341 
Std. Dev. 0.010136 
Skewness -0.746690 
Kurtosis 3.643773 
Jarque-Bera 2.754817 
Probability 0.252231 
 
 | 
   | 
 
  
  
-0.03 -0.02 -0.01 0.00 0.01 0.02 
>  Annexe 9.2 : Test
d'autocorrélation des erreurs de Breusch-Godfrey
Breusch-Godfrey Serial Correlation LM Test: 
 
F-statistic 0.369233 Prob. F(2,16) 0.6970 
Obs*R-squared 1.102948 Prob. Chi-Square(2) 0.5761 
Contribution à l'amélioration du niveau des
dépenses d'infrastructures routières pour soutenir la croissance
économique au Bénin 
R-squared 0.443210 Mean dependent var 9.86E-05 
Adjusted R-squared 0.257614 S.D. dependent var 0.000164 
Test Equation: 
Dependent Variable: RESID 
Method: Least Squares 
Date: 02/17/11 Time: 07:50 
Sample: 1986 2010 
Included observations: 25 
Presample missing value lagged residuals set to zero. 
Variable Coefficient Std. Error t-Statistic Prob. 
C -0.000427 0.003671 -0.116317 0.9088 
D(LDEP) 0.001550 0.007793 0.198840 0.8449 
D(LMHAT) 0.013980 0.081379 0.171794 0.8658 
D(LCAP_PRIV) -0.002227 0.014227 -0.156505 0.8776 
RESIDMLT(-1) 0.004762 0.048503 0.098185 0.9230 
D94 0.002076 0.015111 0.137395 0.8924 
D87 0.000677 0.012723 0.053241 0.9582 
RESID(-1) -0.179723 0.284035 -0.632749 0.5358 
RESID(-2) 0.142086 0.267494 0.531175 0.6026 
R-squared 0.044118 Mean dependent var -4.65E-18 
Adjusted R-squared -0.433823 S.D. dependent var 0.010136 
S.E. of regression 0.012138 Akaike info criterion -5.711292 
Sum squared resid 0.002357 Schwarz criterion -5.272497 
Log likelihood 80.39116 Hannan-Quinn criter. -5.589589 
F-statistic 0.092308 Durbin-Watson stat 1.958979 
Prob(F-statistic) 0.999027 
? Annexe 9-3 : Test
d'homoscédasticité de White 
Heteroskedasticity Test: White 
F-statistic 2.388031 Prob. F(6,18) 0.0711 
Obs*R-squared 11.08026 Prob. Chi-Square(6) 0.0859 
Scaled explained SS 7.592923 Prob. Chi-Square(6) 0.2695 
Test Equation: 
Dependent Variable: RESID^2 Method: Least Squares 
Date: 02/17/11 Time: 07:51 Sample: 1986 2010 
Included observations: 25 
Variable Coefficient Std. Error t-Statistic Prob. 
C 2.29E-05 5.47E-05 0.419688 0.6797 
(D(LDEP))^2 4.83E-05 0.000124 0.389658 0.7014 
(D(LMHAT))^2 -0.004172 0.004577 -0.911570 0.3740 
(D(LCAP_PRIV))^2 0.002451 0.000709 3.457085 0.0028
RESIDMLT(-1)^2 -0.002220 0.007862 -0.282324 0.7809 
D94^2 -0.000409 0.000174 -2.349036 0.0304 
D87^2 -6.88E-05 0.000148 -0.466240 0.6466 
Contribution à
l'amélioration du niveau des dépenses d'infrastructures
routières pour soutenir la croissance économique au
Bénin 
 
| 
 S.E. of regression 
 | 
 0.000141 
 | 
 Akaike info criterion 
 | 
 -14.66358 
 | 
 
| 
 Sum squared resid 
 | 
 3.58E-07 
 | 
 Schwarz criterion 
 | 
 -14.32230 
 | 
 
| 
 Log likelihood 
 | 
 190.2948 
 | 
 Hannan-Quinn criter. 
 | 
 -14.56892 
 | 
 
| 
 F-statistic 
 | 
 2.388031 
 | 
 Durbin-Watson stat 
 | 
 2.136432 
 | 
 
| 
 Prob(F-statistic) 
 | 
 0.071121 
 | 
   | 
   | 
 
  
> Annexe 9-4 :  Test CUSUM de
stabilité (Brown, Durbin, Ewans) 
 
| 
 12 8 4 0 
-  4 
-  8 -12 
 
 | 
   | 
 
   | 
 1996 1998 2000 2002 2004 2006 2008 2010 
 | 
 
| 
 CUSUM 5% Significance 
 | 
 
  
> Annexe 9-5 : Test CUSUM of squares
(Brown, Durbin, Ewans) 
 
| 
 1.6 1.2 0.8 0.4
0.0 -0.4 
 | 
   | 
 
   | 
 1996 1998 2000 2002 2004 2006 2008 2010 
 | 
 
  
CUSUM of Squares 5% Significance 
 |