Table 3

Institutions and FD, meta-regression analysis

PCPCPCPCSMCSMCSMCSMC
Bayesian model averagingBayesian model averaging
(1)(2)(3)(4)(5)(6)(7)(8)
SESQR7.631***7.975***−3.869−1.2935.999***6.954***−0.6895.452a
(4.637)(4.727)(−1.181)[−0.60](3.142)(4.775)(−0.163)[2.36]
French legal−0.166***−0.151***−0.152***−0.157a−0.159**−0.233***−0.237**−0.135a
(−3.912)(−3.035)(−2.828)[−9.46](−2.523)(−3.318)(−2.597)[−3.70]
Rule of law0.117*0.141**0.163***0.136a−0.0610.0030.011−0.001
(1.947)(2.233)(2.863)[3.33](−1.666)(0.061)(0.185)[−0.11]
Creditor protection−0.0120.0190.0240.001−0.032−0.024−0.0240.001
(−0.343)(0.425)(0.548)[0.08](−0.835)(−0.435)(−0.337)[0.08]
Democracy−0.074**−0.063−0.065−0.071a−0.027−0.110*−0.083−0.016
(−2.295)(−1.656)(−1.551)[−4.70](−0.975)(−2.039)(−1.272)[−0.46]
Governance−0.022−0.0040.017−0.001−0.063−0.074−0.061−0.005
(−0.543)(−0.079)(0.333)[−0.10](−1.532)(−1.606)(−0.915)[−0.26]
Economic freedom0.0190.0290.0810.0130.0580.0480.0400.023
(0.259)(0.448)(1.627)[0.37](1.514)(0.744)(0.511)[0.45]
Legal formalism−0.0010.015−0.036−0.0030.0780.0230.0130.005
(−0.011)(0.236)(−0.564)[−0.15](0.929)(0.217)(0.135)[0.19]
Creditor information−0.0030.0330.0570.004−0.040−0.029−0.0210.001
(−0.062)(0.682)(1.189)[0.26](−1.439)(−0.462)(−0.285)[0.01]
Income−0.012−0.020−0.001−0.0220.022−0.001
(−0.511)(−0.931)[−0.11](−0.533)(0.420)[−0.14]
Remittances/ trust−0.062−0.098**−0.059a0.0190.0690.004
(−1.649)(−2.336)[−2.13](0.227)(1.242)[0.18]
Trade openness0.0430.0370.039a0.0760.0520.009
(1.520)(1.169)[2.15](1.553)(1.273)[0.38]
Financial openness0.0070.0430.006−0.072−0.111−0.013
(0.225)(1.177)[0.40](−1.489)(−1.571)[−0.50]
Inflation0.0180.0400.011−0.039−0.017−0.024
(0.777)(1.510)[0.62](−1.046)(−0.471)[−0.71]
Developing−0.049*−0.0050.083*0.082a
(−1.766)[−0.39](1.705)[1.85]
Non-OLS0.0110.0010.0240.001
(0.783)[0.22](0.530)[0.02]
Focus of study−0.015−0.001−0.069−0.007
(−0.677)[−0.09](−1.291)[−0.35]
Focus of study* SESQR10.150***8.831a7.535**0.689
(3.340)[5.01](2.448)[0.31]
Panel−0.095*−0.061a−0.015−0.001
(−1.867)[−1.79](−0.181)[−0.01]
Average year 1992−0.000−0.001−0.003−0.001
(−0.194)[−0.16](−0.950)[−0.41]
Endogenous−0.026−0.0030.095**0.088a
(−1.089)[−0.28](2.506)[2.70]
Constant0.100***0.0620.175**0.133a0.104***0.116**0.1510.071a
(3.350)(1.199)(2.244)[3.68](3.720)(2.263)(1.190)[2.66]
Observations503503503503195195195195
Number of studies6262626228282828
Joint bias test0.0040.014
Adjusted R20.3440.3670.4240.2360.2810.352
PCPCPCPCSMCSMCSMCSMC
Bayesian model averagingBayesian model averaging
(1)(2)(3)(4)(5)(6)(7)(8)
SESQR7.631***7.975***−3.869−1.2935.999***6.954***−0.6895.452a
(4.637)(4.727)(−1.181)[−0.60](3.142)(4.775)(−0.163)[2.36]
French legal−0.166***−0.151***−0.152***−0.157a−0.159**−0.233***−0.237**−0.135a
(−3.912)(−3.035)(−2.828)[−9.46](−2.523)(−3.318)(−2.597)[−3.70]
Rule of law0.117*0.141**0.163***0.136a−0.0610.0030.011−0.001
(1.947)(2.233)(2.863)[3.33](−1.666)(0.061)(0.185)[−0.11]
Creditor protection−0.0120.0190.0240.001−0.032−0.024−0.0240.001
(−0.343)(0.425)(0.548)[0.08](−0.835)(−0.435)(−0.337)[0.08]
Democracy−0.074**−0.063−0.065−0.071a−0.027−0.110*−0.083−0.016
(−2.295)(−1.656)(−1.551)[−4.70](−0.975)(−2.039)(−1.272)[−0.46]
Governance−0.022−0.0040.017−0.001−0.063−0.074−0.061−0.005
(−0.543)(−0.079)(0.333)[−0.10](−1.532)(−1.606)(−0.915)[−0.26]
Economic freedom0.0190.0290.0810.0130.0580.0480.0400.023
(0.259)(0.448)(1.627)[0.37](1.514)(0.744)(0.511)[0.45]
Legal formalism−0.0010.015−0.036−0.0030.0780.0230.0130.005
(−0.011)(0.236)(−0.564)[−0.15](0.929)(0.217)(0.135)[0.19]
Creditor information−0.0030.0330.0570.004−0.040−0.029−0.0210.001
(−0.062)(0.682)(1.189)[0.26](−1.439)(−0.462)(−0.285)[0.01]
Income−0.012−0.020−0.001−0.0220.022−0.001
(−0.511)(−0.931)[−0.11](−0.533)(0.420)[−0.14]
Remittances/ trust−0.062−0.098**−0.059a0.0190.0690.004
(−1.649)(−2.336)[−2.13](0.227)(1.242)[0.18]
Trade openness0.0430.0370.039a0.0760.0520.009
(1.520)(1.169)[2.15](1.553)(1.273)[0.38]
Financial openness0.0070.0430.006−0.072−0.111−0.013
(0.225)(1.177)[0.40](−1.489)(−1.571)[−0.50]
Inflation0.0180.0400.011−0.039−0.017−0.024
(0.777)(1.510)[0.62](−1.046)(−0.471)[−0.71]
Developing−0.049*−0.0050.083*0.082a
(−1.766)[−0.39](1.705)[1.85]
Non-OLS0.0110.0010.0240.001
(0.783)[0.22](0.530)[0.02]
Focus of study−0.015−0.001−0.069−0.007
(−0.677)[−0.09](−1.291)[−0.35]
Focus of study* SESQR10.150***8.831a7.535**0.689
(3.340)[5.01](2.448)[0.31]
Panel−0.095*−0.061a−0.015−0.001
(−1.867)[−1.79](−0.181)[−0.01]
Average year 1992−0.000−0.001−0.003−0.001
(−0.194)[−0.16](−0.950)[−0.41]
Endogenous−0.026−0.0030.095**0.088a
(−1.089)[−0.28](2.506)[2.70]
Constant0.100***0.0620.175**0.133a0.104***0.116**0.1510.071a
(3.350)(1.199)(2.244)[3.68](3.720)(2.263)(1.190)[2.66]
Observations503503503503195195195195
Number of studies6262626228282828
Joint bias test0.0040.014
Adjusted R20.3440.3670.4240.2360.2810.352

Source: Authors’ calculations.

Notes: The dependent variable is the partial correlation between FD and a measure of institutions. SESQR is the standard error squared. PC and SMC denote private credit and stock market capitalization, respectively. Estimation using unrestricted weighted least squares, using inverse variance weights. t-statistics reported in parentheses using standard errors corrected for within-study clustering. *, **, *** denote statistical significance at the 10, 5, and 1%, levels, respectively. Columns (4) and (8) report the estimated coefficients and the posterior Mean/SD ratio in brackets from Bayesian model averaging. Joint bias test reports the p-value of the statistical significance of both SESQR and Focus of study* SESQR.

a

Standard error band does not include zero.

Table 3

Institutions and FD, meta-regression analysis

PCPCPCPCSMCSMCSMCSMC
Bayesian model averagingBayesian model averaging
(1)(2)(3)(4)(5)(6)(7)(8)
SESQR7.631***7.975***−3.869−1.2935.999***6.954***−0.6895.452a
(4.637)(4.727)(−1.181)[−0.60](3.142)(4.775)(−0.163)[2.36]
French legal−0.166***−0.151***−0.152***−0.157a−0.159**−0.233***−0.237**−0.135a
(−3.912)(−3.035)(−2.828)[−9.46](−2.523)(−3.318)(−2.597)[−3.70]
Rule of law0.117*0.141**0.163***0.136a−0.0610.0030.011−0.001
(1.947)(2.233)(2.863)[3.33](−1.666)(0.061)(0.185)[−0.11]
Creditor protection−0.0120.0190.0240.001−0.032−0.024−0.0240.001
(−0.343)(0.425)(0.548)[0.08](−0.835)(−0.435)(−0.337)[0.08]
Democracy−0.074**−0.063−0.065−0.071a−0.027−0.110*−0.083−0.016
(−2.295)(−1.656)(−1.551)[−4.70](−0.975)(−2.039)(−1.272)[−0.46]
Governance−0.022−0.0040.017−0.001−0.063−0.074−0.061−0.005
(−0.543)(−0.079)(0.333)[−0.10](−1.532)(−1.606)(−0.915)[−0.26]
Economic freedom0.0190.0290.0810.0130.0580.0480.0400.023
(0.259)(0.448)(1.627)[0.37](1.514)(0.744)(0.511)[0.45]
Legal formalism−0.0010.015−0.036−0.0030.0780.0230.0130.005
(−0.011)(0.236)(−0.564)[−0.15](0.929)(0.217)(0.135)[0.19]
Creditor information−0.0030.0330.0570.004−0.040−0.029−0.0210.001
(−0.062)(0.682)(1.189)[0.26](−1.439)(−0.462)(−0.285)[0.01]
Income−0.012−0.020−0.001−0.0220.022−0.001
(−0.511)(−0.931)[−0.11](−0.533)(0.420)[−0.14]
Remittances/ trust−0.062−0.098**−0.059a0.0190.0690.004
(−1.649)(−2.336)[−2.13](0.227)(1.242)[0.18]
Trade openness0.0430.0370.039a0.0760.0520.009
(1.520)(1.169)[2.15](1.553)(1.273)[0.38]
Financial openness0.0070.0430.006−0.072−0.111−0.013
(0.225)(1.177)[0.40](−1.489)(−1.571)[−0.50]
Inflation0.0180.0400.011−0.039−0.017−0.024
(0.777)(1.510)[0.62](−1.046)(−0.471)[−0.71]
Developing−0.049*−0.0050.083*0.082a
(−1.766)[−0.39](1.705)[1.85]
Non-OLS0.0110.0010.0240.001
(0.783)[0.22](0.530)[0.02]
Focus of study−0.015−0.001−0.069−0.007
(−0.677)[−0.09](−1.291)[−0.35]
Focus of study* SESQR10.150***8.831a7.535**0.689
(3.340)[5.01](2.448)[0.31]
Panel−0.095*−0.061a−0.015−0.001
(−1.867)[−1.79](−0.181)[−0.01]
Average year 1992−0.000−0.001−0.003−0.001
(−0.194)[−0.16](−0.950)[−0.41]
Endogenous−0.026−0.0030.095**0.088a
(−1.089)[−0.28](2.506)[2.70]
Constant0.100***0.0620.175**0.133a0.104***0.116**0.1510.071a
(3.350)(1.199)(2.244)[3.68](3.720)(2.263)(1.190)[2.66]
Observations503503503503195195195195
Number of studies6262626228282828
Joint bias test0.0040.014
Adjusted R20.3440.3670.4240.2360.2810.352
PCPCPCPCSMCSMCSMCSMC
Bayesian model averagingBayesian model averaging
(1)(2)(3)(4)(5)(6)(7)(8)
SESQR7.631***7.975***−3.869−1.2935.999***6.954***−0.6895.452a
(4.637)(4.727)(−1.181)[−0.60](3.142)(4.775)(−0.163)[2.36]
French legal−0.166***−0.151***−0.152***−0.157a−0.159**−0.233***−0.237**−0.135a
(−3.912)(−3.035)(−2.828)[−9.46](−2.523)(−3.318)(−2.597)[−3.70]
Rule of law0.117*0.141**0.163***0.136a−0.0610.0030.011−0.001
(1.947)(2.233)(2.863)[3.33](−1.666)(0.061)(0.185)[−0.11]
Creditor protection−0.0120.0190.0240.001−0.032−0.024−0.0240.001
(−0.343)(0.425)(0.548)[0.08](−0.835)(−0.435)(−0.337)[0.08]
Democracy−0.074**−0.063−0.065−0.071a−0.027−0.110*−0.083−0.016
(−2.295)(−1.656)(−1.551)[−4.70](−0.975)(−2.039)(−1.272)[−0.46]
Governance−0.022−0.0040.017−0.001−0.063−0.074−0.061−0.005
(−0.543)(−0.079)(0.333)[−0.10](−1.532)(−1.606)(−0.915)[−0.26]
Economic freedom0.0190.0290.0810.0130.0580.0480.0400.023
(0.259)(0.448)(1.627)[0.37](1.514)(0.744)(0.511)[0.45]
Legal formalism−0.0010.015−0.036−0.0030.0780.0230.0130.005
(−0.011)(0.236)(−0.564)[−0.15](0.929)(0.217)(0.135)[0.19]
Creditor information−0.0030.0330.0570.004−0.040−0.029−0.0210.001
(−0.062)(0.682)(1.189)[0.26](−1.439)(−0.462)(−0.285)[0.01]
Income−0.012−0.020−0.001−0.0220.022−0.001
(−0.511)(−0.931)[−0.11](−0.533)(0.420)[−0.14]
Remittances/ trust−0.062−0.098**−0.059a0.0190.0690.004
(−1.649)(−2.336)[−2.13](0.227)(1.242)[0.18]
Trade openness0.0430.0370.039a0.0760.0520.009
(1.520)(1.169)[2.15](1.553)(1.273)[0.38]
Financial openness0.0070.0430.006−0.072−0.111−0.013
(0.225)(1.177)[0.40](−1.489)(−1.571)[−0.50]
Inflation0.0180.0400.011−0.039−0.017−0.024
(0.777)(1.510)[0.62](−1.046)(−0.471)[−0.71]
Developing−0.049*−0.0050.083*0.082a
(−1.766)[−0.39](1.705)[1.85]
Non-OLS0.0110.0010.0240.001
(0.783)[0.22](0.530)[0.02]
Focus of study−0.015−0.001−0.069−0.007
(−0.677)[−0.09](−1.291)[−0.35]
Focus of study* SESQR10.150***8.831a7.535**0.689
(3.340)[5.01](2.448)[0.31]
Panel−0.095*−0.061a−0.015−0.001
(−1.867)[−1.79](−0.181)[−0.01]
Average year 1992−0.000−0.001−0.003−0.001
(−0.194)[−0.16](−0.950)[−0.41]
Endogenous−0.026−0.0030.095**0.088a
(−1.089)[−0.28](2.506)[2.70]
Constant0.100***0.0620.175**0.133a0.104***0.116**0.1510.071a
(3.350)(1.199)(2.244)[3.68](3.720)(2.263)(1.190)[2.66]
Observations503503503503195195195195
Number of studies6262626228282828
Joint bias test0.0040.014
Adjusted R20.3440.3670.4240.2360.2810.352

Source: Authors’ calculations.

Notes: The dependent variable is the partial correlation between FD and a measure of institutions. SESQR is the standard error squared. PC and SMC denote private credit and stock market capitalization, respectively. Estimation using unrestricted weighted least squares, using inverse variance weights. t-statistics reported in parentheses using standard errors corrected for within-study clustering. *, **, *** denote statistical significance at the 10, 5, and 1%, levels, respectively. Columns (4) and (8) report the estimated coefficients and the posterior Mean/SD ratio in brackets from Bayesian model averaging. Joint bias test reports the p-value of the statistical significance of both SESQR and Focus of study* SESQR.

a

Standard error band does not include zero.

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