RDP 2009-05: Macroeconomic Volatility and Terms of Trade Shocks
Appendix C: Additional Results
Dan Andrews and Daniel Rees
October 2009
Table C1: Correlations – Five-year Block Data
SD terms of trade shocks
SD real GDP shocks
SD consumption shocks
SD investment shocks
SD government consumption shocks
SD exports shocks
SD imports shocks
SD inflation shocks
Credit (share of GDP)
Floating exchange rate
Strict monetary policy
SD real GDP shocks
0.39
SD consumption shocks
0.44
0.63
SD investment shocks
0.36
0.62
0.57
SD government consumption shocks
0.53
0.47
0.56
0.52
SD exports shocks
0.47
0.46
0.44
0.40
0.52
SD imports shocks
0.53
0.59
0.64
0.62
0.52
0.51
SD inflation shocks
0.50
0.49
0.45
0.48
0.50
0.42
0.50
Credit (share of GDP)
−0.43
−0.27
−0.39
−0.37
−0.49
−0.36
−0.38
−0.48
Floating exchange rate
0.01
−0.02
−0.11
−0.07
−0.08
−0.05
−0.06
−0.05
0.17
Strict monetary policy
−0.29
−0.30
−0.42
−0.35
−0.34
−0.28
−0.37
−0.36
0.60
0.29
Openness (share of GDP)
−0.33
−0.01
0.07
0.04
−0.03
−0.07
−0.15
−0.28
0.25
−0.13
−0.04
Notes: Correlations based on a sample of 71 countries and 411 observations. All variables
specified in logarithmic form except for the floating exchange rate and
strict monetary policy dummies.
Sources: see Appendix A
Table C2: Panel Regression Results – Output Volatility Excluding G7
Fixed-effects estimation, five-year blocks, the first ending in 1975, the
last in 2005
Terms of trade variables
σ Terms of trade t
0.44**
0.17***
0.15**
0.44**
σ Terms of trade t * Credit t −1
−0.09
−0.08
σ Terms of trade t * Floating exchange
rate t −1
−0.15*
−0.13*
σ Terms of trade t * Strict monetary
policy t −1
−0.15
−0.07
Wald tests (p-values)
H0: terms of trade coefficients (jointly) = 0
0.02
0.01
0.05
0.02
H0: institutional coefficients (jointly) = 0
0.27
0.01
0.07
0.01
H0: institution interaction coefficients (jointly) = 0
0.05
Number of countries/observations
64/348
64/348
64/348
64/348
R2 within
0.22
0.22
0.21
0.23
Notes: ***, **, and * indicate that coefficients are significant at the
1, 5 and 10 per cent levels, respectively, using robust standard errors.
Control variables not shown for sake of brevity. All regressions include
country- and time-fixed effects.
Table C3: Panel Regression Results – Output Volatility Excluding Non-commodity
Exporters
Fixed-effects estimation, five-year blocks, the first ending in 1975, the
last in 2005
Terms of trade variables
σ Terms of trade t
0.46*
0.18**
0.14*
0.45*
σ Terms of trade t * Credit t −1
−0.10
−0.08
σ Terms of trade t * Floating exchange
rate t −1
−0.16*
−0.14*
σ Terms of trade t * Strict monetary
policy t −1
−0.15
−0.07
Wald tests (p-values)
H0: terms of trade coefficients (jointly) = 0
0.06
0.04
0.15
0.07
H0: institutional coefficients (jointly) = 0
0.46
0.07
0.20
0.05
H0: institution interaction coefficients (jointly) = 0
0.19
Number of countries/observations
48/260
48/260
48/260
48/260
R2 within
0.19
0.19
0.19
0.20
Notes: ***, **, and * indicate that coefficients are significant at the
1, 5 and 10 per cent levels, respectively, using robust standard errors.
Control variables not shown for sake of brevity. All regressions include
country- and time-fixed effects.
Table C4: Panel Regression Results – Output Volatility Estimation Beginning
in 1981
Fixed-effects estimation, five-year blocks, the first ending in 1985, the
last in 2005
Terms of trade variables
σ Terms of trade t
0.12*
0.38*
0.18**
0.16**
0.31
σ Terms of trade t * Credit t −1
−0.07
−0.03
σ Terms of trade t * Floating exchange
rate t −1
−0.21**
−0.19*
σ Terms of trade t * Strict monetary
policy t −1
−0.25***
−0.18
Control variables
Openness t −1
0.05
0.07
−0.01
0.08
0.03
Credit t −1
0.21*
0.35**
0.27**
0.21*
0.33*
Floating exchange rate t −1
0.21**
0.23***
0.58***
0.22**
0.55***
Strict monetary policy t −1
−0.26**
−0.31**
−0.28**
−0.08
−0.18
Wald tests (p-values)
H0: terms of trade coefficients (jointly) = 0
0.09
0.05
0.02
0.03
H0: institutional coefficients (jointly) = 0
0.13
0.00
0.00
0.00
H0: institution interaction coefficients (jointly) = 0
0.02
Number of countries/observations
71/273
71/273
71/273
71/273
71/273
R2 within
0.20
0.20
0.21
0.21
0.22
Notes: ***, **, and * indicate that coefficients are significant at the
1, 5 and 10 per cent levels, respectively, using robust standard errors.
All regressions include country- and time-fixed effects.
Table C5: Panel Regression Results – Output Volatility Controlling for Trading
Partner Volatility
Fixed-effects estimation, five-year blocks, the first ending in 1985, the
last in 2005
Terms of trade variables
σ Terms of trade t
0.10
0.33
0.17*
0.14*
0.23
σ Terms of trade t * Credit t −1
−0.06
−0.01
σ Terms of trade t * Floating exchange
rate t −1
−0.24**
−0.22**
σ Terms of trade t * Strict monetary
policy t −1
−0.23**
−0.17
Control variables
Openness t −1
−0.02
0.01
−0.06
0.02
−0.02
Credit t −1
0.20
0.32
0.28**
0.21
0.30
Floating exchange rate t −1
0.24**
0.26***
0.64***
0.25***
0.61***
Strict monetary policy t −1
−0.30**
−0.34**
−0.34**
−0.14
−0.22
Trading partner output volatility t −1
−0.16
−0.17*
−0.15
−0.15
−0.15
Wald tests (p-values)
H0: terms of trade coefficients (jointly) = 0
0.27
0.07
0.08
0.10
H0: institutional coefficients (jointly) = 0
0.27
0.00
0.00
0.00
H0: institution interaction coefficients (jointly) = 0
0.05
Number of countries/observations
64/246
64/246
64/246
64/246
64/246
R2 within
0.20
0.20
0.22
0.20
0.22
Notes: ***, **, and * indicate that coefficients are significant at the
1, 5 and 10 per cent levels, respectively, using robust standard errors.
All regressions include country- and time-fixed effects.