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Servizio Studi Banca d’Italia Dott. Giuseppe Parigi. INDICATORI QUALITATIVI E ANALISI CONGIUNTURALE: Tabelle e grafici. R 2 e test F di significatività. Incremento di R 2. Clima di fiducia delle famiglie e variabili macroeconomiche. - PowerPoint PPT Presentation
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Servizio Studi Banca d’ItaliaDott. Giuseppe Parigi
INDICATORI QUALITATIVI E ANALISI CONGIUNTURALE:
Tabelle e grafici
R2 e test F di significatività l o g l o gC I C Ft i
it i
1
4
( 1 9 7 4 . 2 - 1 9 9 4 . 4 )
C o n s u m i
n o n d u r e v o l i C o n s u m i D u r e v o l i
C o n s u m i T o t a l i
I C F 0 , 1 3 ( 0 , 3 ) 0 , 2 4 ( 0 , 0 ) 0 , 1 7 ( 7 , 1 ) I C F c o n d u m m y 1 0 , 1 8 ( 0 , 0 ) 0 , 0 2 ( 0 , 0 ) 0 , 1 5 ( 0 , 0 ) M e d i a m o b i l e d i I C F 2 0 , 1 3 ( 0 , 4 ) 0 , 3 4 ( 0 , 0 ) 0 , 2 3 ( 0 , 1 ) M e d i a m o b i l e d i I C F c o n d u m m y 1 , 2 0 , 2 4 ( 0 , 0 ) 0 , 1 0 ( 0 , 0 ) 0 , 2 1 ( 0 , 0 ) P r i m a c o m p o n e n t e p r i n c i p a l e ( p c p ) 0 , 2 0 ( 0 , 0 ) 0 , 0 4 ( 0 , 0 ) 0 , 1 7 ( 0 , 0 ) P c p c o n d u m m y 1 0 , 1 0 ( 0 , 7 ) 0 , 2 0 ( 0 , 0 ) 0 , 1 4 ( 0 , 1 ) M e d i a m o b i l e d e l l a p c p 2 0 , 1 0 ( 1 , 5 ) 0 , 3 1 ( 0 , 0 ) 0 , 1 9 ( 0 , 1 ) M e d i a m o b i l e d e l l a p c p c o n d u m m y 1 , 2 0 , 2 5 ( 0 , 0 ) 0 , 0 6 ( 0 , 0 ) 0 , 2 2 ( 0 , 0 ) I n p a r e n t e s i c o m p a r e i l v a l o r e i n p r o b a b i l i t à ( % ) d e l t e s t F s u l l a s i g n i f i c a t i v i t à c o n g i u n t a d e i t e r m i n i r e l a t i v i a l l ’ I C F . P e r e v i t a r e d i s t o r s i o n i d o v u t e a l l a p o s s i b i l e p r e s e n z a d i a u t o c o r r e l a z i o n e e / o e t e r o s c h e d a s t i c i t à s i è u t i l i z z a t a u n a m a t r i c e d i c o v a r i a n z a c o n s i s t e n t e . N o t e . ( 1 ) V a r i a b i l e d u m m y c o n v a l o r i u n i t a r i a p a r t i r e d a l p r i m o t r i m e s t r e d e l 1 9 8 2 . - ( 2 ) M e d i a m o b i l e c e n t r a t a d i t r e t e r m i n i .
Incremento di R2
l o g l o g l o g l o gC C Y D R I C Ft ii
ti
i t i ii
t i
01
4
11
4
1
4
1 9 7 4 . 2 - 1 9 9 4 . 4
C o n s u m i
n o n d u r e v o l i C o n s u m i D u r e v o l i
C o n s u m i T o t a l i
I C F 0 , 0 7 ( 0 , 2 ) 0 , 0 1 ( 2 6 , 9 ) 0 , 0 3 ( 2 , 1 ) I C F c o n d u m m y 1 0 , 0 8 ( 0 , 2 ) 0 , 0 1 ( 3 4 , 2 ) 0 , 0 2 ( 2 , 5 ) M e d i a m o b i l e d i I C F 2 0 , 0 7 ( 0 , 3 ) 0 , 0 1 ( 2 4 , 6 ) 0 , 0 3 ( 2 , 3 ) M e d i a m o b i l e d i I C F c o n d u m m y 1 , 2 0 , 0 7 ( 0 , 2 ) 0 , 0 1 ( 3 0 , 4 ) 0 , 0 3 ( 2 , 4 ) P r i m a c o m p o n e n t e p r i n c i p a l e ( p c p ) 0 , 0 7 ( 0 , 2 ) 0 , 0 1 ( 2 6 , 6 ) 0 , 0 2 ( 3 , 4 ) P c p c o n d u m m y 1 0 , 0 7 ( 0 , 2 ) 0 , 0 1 ( 3 3 , 9 ) 0 , 0 2 ( 3 , 8 ) M e d i a m o b i l e d e l l a p c p 2 0 , 0 7 ( 0 , 3 ) 0 , 0 1 ( 2 6 , 8 ) 0 , 0 3 ( 2 , 0 ) M e d i a m o b i l e d e l l a p c p c o n d u m m y 1 , 2 0 , 0 8 ( 0 , 3 ) 0 , 0 1 ( 3 3 , 8 ) 0 , 0 3 ( 2 , 1 ) I n p a r e n t e s i c o m p a r e i l v a l o r e i n p r o b a b i l i t à ( % ) d e l t e s t F s u l l a s i g n i f i c a t i v i t à c o n g i u n t a d e i t e r m i n i r e l a t i v i a l l ’ I C F . P e r e v i t a r e d i s t o r s i o n i d o v u t e a l l a p o s s i b i l e p r e s e n z a d i a u t o c o r r e l a z i o n e e / o e t e r o s c h e d a s t i c i t à s i è u t i l i z z a t a u n a m a t r i c e d i c o v a r i a n z a c o n s i s t e n t e . N o t e . ( 1 ) V a r i a b i l e d u m m y c o n v a l o r i u n i t a r i a p a r t i r e d a l p r i m o t r i m e s t r e d e l 1 9 8 2 . - ( 2 ) M e d i a m o b i l e c e n t r a t a d i t r e t e r m i n i .
Clima di fiducia delle famiglie e variabili macroeconomiche
Clima di fiducia e variabili macroeconomiche Variabile dipendente: log(ICF)t
COSTANTE 2,146
(6,203) 2,025
(5,742) log(ICF)t-1 0,601
(9,798) 0,625
(9,937) (URED)t+INFLAZIONEt -0,015
(-3,943) -0,014
(-3,710) log(TASSO SCONTO)t-1 -0,659
(-3,598) -0,659
(-3,676) Mavelog(RED. DISP.)t 5,312
(1,704) 6,030
(2,146) log(CAMBIO)t
NOSME -2,528 (4,578)
-2,138 (-3,890)
CPSCIOP media ponderata di una dummy relativa ai periodi di crisi di governo e dal tasso di variazione delle ore di sciopero totali.
-0,139 (-4,241)
DU744 -1,296 (-32,852)
-1,248 (-40,951)
R 2 0,95 0,96 Errore standard (%) 0,11 0,10 Test di Autocorrelazione 28,77 21,99 Test di Eteroschedasticità 0,00 0,00 Test RESET 25,88 7,18 Numero di osservazioni 74 74 Periodo di stima 1973.3-1991.4 1973.3-1991.4
Determinanti del clima di fiducia delle fam.
ICF: Francia
200019991998199719961995199419931992199119901989198819871986
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
France
ICF: Germania
1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
Germany
ICF: Italia
200019991998199719961995199419931992199119901989198819871986
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
confidence index fitted values
Italy
PROPRIETA’ PREVISIVE DEGLI INDICI DI FIDUCIA
I residui di stima dell’equazione per l’ICF in
Italia 1
-.08
-.04
.00
.04
.08
.12
1975 1980 1985 1990 1995 2000
Note: (1) In grigio si evidenzia il periodo di stima fino al 2002.1.
Test di stabilità per equazione e paese1
TEST DI STABILITÀ PER EQUAZIONE E PAESE1
Francia Germania Italia Variabile dipendente: clima di fiducia
1992.3 – 1993.2 0.3977 0.0084 0.0000 2002.2 – 2004.1 0.1080 0.1131 0.0166
Variabile dipendente: crescita del PIL 1992.3 – 1993.2 0.1090 0.0676 0.3072 2002.2 – 2004.1 0.7062 0.9985 0.8917
Variabile dipendente: mercato del lavoro-ciclo 2 1992.3 – 1993.2 0.5776 0.0201 0.0026 2002.2 – 2004.1 0.9405 0.7770 0.7040
Variabile dipendente: tasso di inflazione 3 1992.3 – 1993.2 0.7664 0.9010 2002.2 – 2004.1 0.9332 0.9965
Variabile dipendente: tasso di interesse 4 1992.3 – 1993.2 0.0584
2002.2 – 2004.1 0.9997
(1) In ogni cella sono riportati i valori di probabilità delle statistiche di Wald per verificare l’ipotesi nulla che i coefficienti delle variabili dummy puntuali per periodo sono congiuntamente uguali a zero. (2) Tasso di disoccupazione per la Francia; output gap per la Germania e tasso di occupazione per l’Italia. (3) Nel modello per la Germania l’inflazione è esogena condizionante. (4) Nei modelli per Germania e Italia non compare il tasso di interesse.
Stime puntuali per trimestre (periodo 2002.2–2004.1)
STIME PUNTUALI PER TRIMESTRE (PERIODO 2002.2–2004.1)
Francia Germania Italia Trimestre Stima1 p-value Stima1 p-value Stima1 p-value
Variabile dipendente: clima di fiducia 2002.2 0.0630 0.128 0.0079 0.789 -0.0233 0.454 2002.3 -0.0246 0.551 0.0226 0.454 -0.0491 0.115 2002.4 -0.0333 0.424 -0.0896 0.003 -0.0677 0.031 2003.1 -0.0879 0.034 0.0088 0.776 -0.0542 0.090 2003.2 -0.0137 0.743 -0.0123 0.681 -0.0402 0.213 2003.3 0.0328 0.439 0.0307 0.306 -0.0360 0.265 2003.4 -0.0501 0.231 0.0273 0.361 -0.0558 0.084 2004.1 0.0709 0.092 -0.0263 0.378 -0.0911 0.005
Variabile dipendente: crescita del PIL 2002.2 0.0016 0.732 -0.0023 0.799 -0.0002 0.978 2002.3 -0.0047 0.313 -0.0041 0.653 -0.0010 0.884 2002.4 -0.0068 0.152 0.0066 0.487 0.0034 0.615 2003.1 -0.0013 0.775 0.0002 0.983 -0.0043 0.528 2003.2 -0.0044 0.348 -0.0023 0.797 0.0012 0.867 2003.3 0.0049 0.301 -0.0025 0.780 0.0082 0.242 2003.4 0.0023 0.622 -0.0027 0.769 0.0026 0.714 2004.1 0.0012 0.806 -0.0011 0.900 0.0090 0.201
(1) Stima del parametro della variabile dummy riferita al periodo indicato nella prima colonna.
Inflazione effettiva e percepita in Italia, Francia e Germania
-3
-2
-1
0
1
2
3
4
86 88 90 92 94 96 98 00 02
-3
-2
-1
0
1
2
3
86 88 90 92 94 96 98 00 02
Francia
GermaniaItalia
Inflazione percepita
Inflazione in Italia
percepita
effettiva
Correlazione tra indicatori di fiducia CE e crescita reale
(Periodo: 1986.1 – 1999.4) Correlation between EC confidence indicators and GDP growth
(Period: 1986.1 – 1999.4)
GDPt-3 GDPt-2 GDPt-1 GDPt GDPt+1 GDPt+2 GDPt+3
Manufacturing conf. Indicator (A)
(1) 0.44 0.63 0.77 0.77 0.69 0.52 0.31 (2) 0.51 0.69 0.78 0.76 0.63 0.44 0.24
Retail trade conf. Indicator (B)
(1) 0.35 0.53 0.68 0.76 0.74 0.67 0.52 (2) 0.41 0.58 0.72 0.76 0.70 0.63 0.47
Construction conf. Indicator (C)
(1) -0.03 0.16 0.35 0.52 0.58 0.62 0.56 (2) -0.02 0.22 0.41 0.54 0.60 0.61 0.52
(A+B+C)
(3) 0.37 0.59 0.78 0.85 0.82 0.71 0.52
(A+B+C)
(4) 0.44 0.65 0.81 0.85 0.78 0.64 0.44
(A+B+C)
(5) 0.40 0.62 0.80 0.85 0.80 0.68 0.48
Legend. (1) The transformation from monthly to quarterly series is expressed as the arithmetic mean. (2) The transformation from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter. (3) Arithmetic mean (weights are given by added values at 1995 factor prices). (4) The transformation from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter. (5) The transformation of series A from monthly to quarterly is expressed as the arithmetic mean; the transformation of series B and C from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter.
Crescita reale e indicatori di fiducia
GDP growth and confidence indicators
Granger causality tests Regression analysis
Indicators Null hypothesis:
Indicator does not Granger-cause
GDP (% p-values)
Null hypothesis: GDP does not Granger-cause
Indicator (% p-values)
R2 Adjusted R2 Standard
error of the regression
Manufacturing Confidence Indicator (A)
(1) 0.226 53.781 0.360 0.238 0.00526
(2) 1.787 27.590 0.285 0.149 0.00555
Retail trade Confidence Indicator (B)
(1) 4.501 4.704 0.248 0.105 0.00570
(2) 1.322 0.317 0.297 0.163 0.00551
Construction Confidence Indicator (C)
(1) 62.398 45.448 0.112 -0.0569 0.00619
(2) 15.489 57.491 0.193 0.0387 0.00590
A+B+C
(3) 0.814 35.391 0.315 0.184 0.00544
A+B+C
(4) 0.182 3.160 0.367 0.246 0.00523
A+B+C
(5) 0.110 12.417 0.383 0.266 0.00516
Legend. (1) The transformation from monthly to quarterly series is expressed as the arithmetic mean. (2) The transformation from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter. (3) Arithmetic mean (weights are given by added values at 1995 factor prices). (4) The transformation from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter. (5) The transformation of series A from monthly to quarterly is expressed as the arithmetic mean; the transformation of series B and C from monthly to quarterly series is expressed as three-term moving average centred on the last month of the quarter.
Crescita reale e indicatori di fiducia ISAE
GDP growth and ISAE confidence indicators
Granger causality tests Regression analysis Indicators (a) (b) R2 Adjusted R2 SER
Manufacturing Confidence Indicator (A) (1) 3.109 23.914 0.263 01.23 0.00564 (2) 7.452 42.342 0.226 0.079 0.00578
Manufacturing Confidence Indicator (B) (1) 1.516 54.944 0.291 0.156 0.00553 (2) 2.693 66.082 0.269 0.130 0.00562
Manufacturing Confidence Indicator (C) (1) 1.181 35.613 0.301 0.168 0.00549 (2) 3.145 46.844 0.263 0.122 0.00564
Manufacturing Confidence Indicator (D) (1) 21.155 45.826 0.176 0020 0.00596 (2) 33.609 12.205 0.151 -0.011 0.00605
Manufacturing Confidence Indicator (E) (1) 20.049 29.854 0.179 00.23 0.00595 (2) 53.554 4.011 0.122 -0.045 0.00615
Manufacturing Confidence Indicator (F) (1) 0.143 25.237 0.375 0.255 0.00520 (2) 2.664 29.679 0.269 0.130 0.00562
Retail trade Confidence Indicator (G) (1) 30.446 74.948 0.157 -0.004 0.00603 (2) 30.967 96.944 0.156 -0.005 0.00604
Retail trade Confidence Indicator (H) (1) 3.107 36.408 0.263 0.123 0.00564 (2) 0.614 3.233 0.325 0.196 0.00540
Retail trade Confidence Indicator (I) (1) 1.980 59.632 0.281 0.144 0.00557 (2) 0.209 9.143 0.362 0.241 0.00525
Retail trade Confidence Indicator (L) (1) 6.943 18.271 0.229 0.0821 0.00577 (2) 1.711 1.934 0.287 0.0.151 0.00555
Construction Confidence Indicator (M) (1) 20.831 21.370 0.178 0.021 0.00596 (2) 10.261 14.606 0.212 0.062 0.00583
Construction Confidence Indicator (N) (1) 13.625 13.194 0.199 0.047 0.00588 (2) 11.223 4.026 0.208 0.057 0.00585
Construction Confidence Indicator (O) (1) 62.398 45.448 0.112 -0.057 0.00619 (2) 15.489 57.491 0.193 0.039 0.00590
Business Climate Indicators F+I+O (3) 0.157 21.742 0.372 0.252 0.00521 F+I+O (4) 0.036 37.565 0.417 0.306 0.00502
F+I (5) 0.026 61.187 0.427 0.318 0.00497
Notes. (a) Null hypothesis: indicator does not Granger-cause GDP (b) Null hypothesis: GDP does not Granger-cause indicator. Legend. SER standard error of the regression (1) Quarterly series as average of monthly series. (2) Quarterly series as three-term moving average centred on the last month of the quarter. (3) Quarterly series F and O as average of the monthly series. Quarterly series I as three-term moving average centred on the last month of the quarter. (4) Quarterly series F as average of the monthly series. Quarterly series I and O as three-term moving average centred on the last month of the quarter.(5) Quarterly series F as average of the monthly series. Quarterly series I as three-term moving average centred on the last month of the quarter.
Confronto tra i migliori indicatori di fiducia CE e ISAE
Comparison between the best EC and the ISAE Confidence indicators
R2 Adjusted R2 SER
EC ISAE EC ISAE EC ISAE Manufacturing
Confidence indicator 0.360 0.375 0.238 0.255 0.00526 0.00520
Retail trade confidence Indicator (1) 0.297 0.362 0.163 0.241 0.00551 0.00525
Construction confidence Indicator 0.193 0.212 0.0387 0.0620 0.00590 0.0583 Business climate Indicator (2) 0.383 0.427 0.266 0.318 0.00516 0.00497
Notes. (1) The EC retail trade confidence indicator doesn't Granger explain GDP, while the ISAE version does. (2) The ISAE indicator does not include the construction confidence indicator.
Indicatore di fiducia delle imprese CE
EC Business Climate Indicator
75
80
85
90
95
100
105
110
115
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999Years and quarters
-2
-1
0
1
2
3
4
5
6
GDP, quarterly to quarterly growth EC Business Climate Indicator (1995 = 100)
Indicatore di fiducia delle imprese ISAE
ISAE Business Climate Indicator
75
80
85
90
95
100
105
110
115
Years and quarters
ISA
E Bu
sines
s Clim
ate
Indi
cato
r
-2
-1
0
1
2
3
4
5
6
GD
P, q
uart
erly
to q
uart
erly
gr
owth
GDP, quarterly to quarterly growth ISAE Business Climate indicator