. | PC . | PC . | PC . | PC . | SMC . | SMC . | SMC . | SMC . |
---|---|---|---|---|---|---|---|---|
. | . | . | Bayesian model averaging . | . | . | . | Bayesian model averaging . | |
(1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (7) . | (8) . | |
SESQR | 7.631*** | 7.975*** | −3.869 | −1.293 | 5.999*** | 6.954*** | −0.689 | 5.452a |
(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 law | 0.117* | 0.141** | 0.163*** | 0.136a | −0.061 | 0.003 | 0.011 | −0.001 |
(1.947) | (2.233) | (2.863) | [3.33] | (−1.666) | (0.061) | (0.185) | [−0.11] | |
Creditor protection | −0.012 | 0.019 | 0.024 | 0.001 | −0.032 | −0.024 | −0.024 | 0.001 |
(−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 | −0.004 | 0.017 | −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 freedom | 0.019 | 0.029 | 0.081 | 0.013 | 0.058 | 0.048 | 0.040 | 0.023 |
(0.259) | (0.448) | (1.627) | [0.37] | (1.514) | (0.744) | (0.511) | [0.45] | |
Legal formalism | −0.001 | 0.015 | −0.036 | −0.003 | 0.078 | 0.023 | 0.013 | 0.005 |
(−0.011) | (0.236) | (−0.564) | [−0.15] | (0.929) | (0.217) | (0.135) | [0.19] | |
Creditor information | −0.003 | 0.033 | 0.057 | 0.004 | −0.040 | −0.029 | −0.021 | 0.001 |
(−0.062) | (0.682) | (1.189) | [0.26] | (−1.439) | (−0.462) | (−0.285) | [0.01] | |
Income | −0.012 | −0.020 | −0.001 | −0.022 | 0.022 | −0.001 | ||
(−0.511) | (−0.931) | [−0.11] | (−0.533) | (0.420) | [−0.14] | |||
Remittances/ trust | −0.062 | −0.098** | −0.059a | 0.019 | 0.069 | 0.004 | ||
(−1.649) | (−2.336) | [−2.13] | (0.227) | (1.242) | [0.18] | |||
Trade openness | 0.043 | 0.037 | 0.039a | 0.076 | 0.052 | 0.009 | ||
(1.520) | (1.169) | [2.15] | (1.553) | (1.273) | [0.38] | |||
Financial openness | 0.007 | 0.043 | 0.006 | −0.072 | −0.111 | −0.013 | ||
(0.225) | (1.177) | [0.40] | (−1.489) | (−1.571) | [−0.50] | |||
Inflation | 0.018 | 0.040 | 0.011 | −0.039 | −0.017 | −0.024 | ||
(0.777) | (1.510) | [0.62] | (−1.046) | (−0.471) | [−0.71] | |||
Developing | −0.049* | −0.005 | 0.083* | 0.082a | ||||
(−1.766) | [−0.39] | (1.705) | [1.85] | |||||
Non-OLS | 0.011 | 0.001 | 0.024 | 0.001 | ||||
(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* SESQR | 10.150*** | 8.831a | 7.535** | 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 | −0.003 | 0.095** | 0.088a | ||||
(−1.089) | [−0.28] | (2.506) | [2.70] | |||||
Constant | 0.100*** | 0.062 | 0.175** | 0.133a | 0.104*** | 0.116** | 0.151 | 0.071a |
(3.350) | (1.199) | (2.244) | [3.68] | (3.720) | (2.263) | (1.190) | [2.66] | |
Observations | 503 | 503 | 503 | 503 | 195 | 195 | 195 | 195 |
Number of studies | 62 | 62 | 62 | 62 | 28 | 28 | 28 | 28 |
Joint bias test | 0.004 | 0.014 | ||||||
Adjusted R2 | 0.344 | 0.367 | 0.424 | – | 0.236 | 0.281 | 0.352 | – |
. | PC . | PC . | PC . | PC . | SMC . | SMC . | SMC . | SMC . |
---|---|---|---|---|---|---|---|---|
. | . | . | Bayesian model averaging . | . | . | . | Bayesian model averaging . | |
(1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (7) . | (8) . | |
SESQR | 7.631*** | 7.975*** | −3.869 | −1.293 | 5.999*** | 6.954*** | −0.689 | 5.452a |
(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 law | 0.117* | 0.141** | 0.163*** | 0.136a | −0.061 | 0.003 | 0.011 | −0.001 |
(1.947) | (2.233) | (2.863) | [3.33] | (−1.666) | (0.061) | (0.185) | [−0.11] | |
Creditor protection | −0.012 | 0.019 | 0.024 | 0.001 | −0.032 | −0.024 | −0.024 | 0.001 |
(−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 | −0.004 | 0.017 | −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 freedom | 0.019 | 0.029 | 0.081 | 0.013 | 0.058 | 0.048 | 0.040 | 0.023 |
(0.259) | (0.448) | (1.627) | [0.37] | (1.514) | (0.744) | (0.511) | [0.45] | |
Legal formalism | −0.001 | 0.015 | −0.036 | −0.003 | 0.078 | 0.023 | 0.013 | 0.005 |
(−0.011) | (0.236) | (−0.564) | [−0.15] | (0.929) | (0.217) | (0.135) | [0.19] | |
Creditor information | −0.003 | 0.033 | 0.057 | 0.004 | −0.040 | −0.029 | −0.021 | 0.001 |
(−0.062) | (0.682) | (1.189) | [0.26] | (−1.439) | (−0.462) | (−0.285) | [0.01] | |
Income | −0.012 | −0.020 | −0.001 | −0.022 | 0.022 | −0.001 | ||
(−0.511) | (−0.931) | [−0.11] | (−0.533) | (0.420) | [−0.14] | |||
Remittances/ trust | −0.062 | −0.098** | −0.059a | 0.019 | 0.069 | 0.004 | ||
(−1.649) | (−2.336) | [−2.13] | (0.227) | (1.242) | [0.18] | |||
Trade openness | 0.043 | 0.037 | 0.039a | 0.076 | 0.052 | 0.009 | ||
(1.520) | (1.169) | [2.15] | (1.553) | (1.273) | [0.38] | |||
Financial openness | 0.007 | 0.043 | 0.006 | −0.072 | −0.111 | −0.013 | ||
(0.225) | (1.177) | [0.40] | (−1.489) | (−1.571) | [−0.50] | |||
Inflation | 0.018 | 0.040 | 0.011 | −0.039 | −0.017 | −0.024 | ||
(0.777) | (1.510) | [0.62] | (−1.046) | (−0.471) | [−0.71] | |||
Developing | −0.049* | −0.005 | 0.083* | 0.082a | ||||
(−1.766) | [−0.39] | (1.705) | [1.85] | |||||
Non-OLS | 0.011 | 0.001 | 0.024 | 0.001 | ||||
(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* SESQR | 10.150*** | 8.831a | 7.535** | 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 | −0.003 | 0.095** | 0.088a | ||||
(−1.089) | [−0.28] | (2.506) | [2.70] | |||||
Constant | 0.100*** | 0.062 | 0.175** | 0.133a | 0.104*** | 0.116** | 0.151 | 0.071a |
(3.350) | (1.199) | (2.244) | [3.68] | (3.720) | (2.263) | (1.190) | [2.66] | |
Observations | 503 | 503 | 503 | 503 | 195 | 195 | 195 | 195 |
Number of studies | 62 | 62 | 62 | 62 | 28 | 28 | 28 | 28 |
Joint bias test | 0.004 | 0.014 | ||||||
Adjusted R2 | 0.344 | 0.367 | 0.424 | – | 0.236 | 0.281 | 0.352 | – |
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.
Standard error band does not include zero.
. | PC . | PC . | PC . | PC . | SMC . | SMC . | SMC . | SMC . |
---|---|---|---|---|---|---|---|---|
. | . | . | Bayesian model averaging . | . | . | . | Bayesian model averaging . | |
(1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (7) . | (8) . | |
SESQR | 7.631*** | 7.975*** | −3.869 | −1.293 | 5.999*** | 6.954*** | −0.689 | 5.452a |
(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 law | 0.117* | 0.141** | 0.163*** | 0.136a | −0.061 | 0.003 | 0.011 | −0.001 |
(1.947) | (2.233) | (2.863) | [3.33] | (−1.666) | (0.061) | (0.185) | [−0.11] | |
Creditor protection | −0.012 | 0.019 | 0.024 | 0.001 | −0.032 | −0.024 | −0.024 | 0.001 |
(−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 | −0.004 | 0.017 | −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 freedom | 0.019 | 0.029 | 0.081 | 0.013 | 0.058 | 0.048 | 0.040 | 0.023 |
(0.259) | (0.448) | (1.627) | [0.37] | (1.514) | (0.744) | (0.511) | [0.45] | |
Legal formalism | −0.001 | 0.015 | −0.036 | −0.003 | 0.078 | 0.023 | 0.013 | 0.005 |
(−0.011) | (0.236) | (−0.564) | [−0.15] | (0.929) | (0.217) | (0.135) | [0.19] | |
Creditor information | −0.003 | 0.033 | 0.057 | 0.004 | −0.040 | −0.029 | −0.021 | 0.001 |
(−0.062) | (0.682) | (1.189) | [0.26] | (−1.439) | (−0.462) | (−0.285) | [0.01] | |
Income | −0.012 | −0.020 | −0.001 | −0.022 | 0.022 | −0.001 | ||
(−0.511) | (−0.931) | [−0.11] | (−0.533) | (0.420) | [−0.14] | |||
Remittances/ trust | −0.062 | −0.098** | −0.059a | 0.019 | 0.069 | 0.004 | ||
(−1.649) | (−2.336) | [−2.13] | (0.227) | (1.242) | [0.18] | |||
Trade openness | 0.043 | 0.037 | 0.039a | 0.076 | 0.052 | 0.009 | ||
(1.520) | (1.169) | [2.15] | (1.553) | (1.273) | [0.38] | |||
Financial openness | 0.007 | 0.043 | 0.006 | −0.072 | −0.111 | −0.013 | ||
(0.225) | (1.177) | [0.40] | (−1.489) | (−1.571) | [−0.50] | |||
Inflation | 0.018 | 0.040 | 0.011 | −0.039 | −0.017 | −0.024 | ||
(0.777) | (1.510) | [0.62] | (−1.046) | (−0.471) | [−0.71] | |||
Developing | −0.049* | −0.005 | 0.083* | 0.082a | ||||
(−1.766) | [−0.39] | (1.705) | [1.85] | |||||
Non-OLS | 0.011 | 0.001 | 0.024 | 0.001 | ||||
(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* SESQR | 10.150*** | 8.831a | 7.535** | 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 | −0.003 | 0.095** | 0.088a | ||||
(−1.089) | [−0.28] | (2.506) | [2.70] | |||||
Constant | 0.100*** | 0.062 | 0.175** | 0.133a | 0.104*** | 0.116** | 0.151 | 0.071a |
(3.350) | (1.199) | (2.244) | [3.68] | (3.720) | (2.263) | (1.190) | [2.66] | |
Observations | 503 | 503 | 503 | 503 | 195 | 195 | 195 | 195 |
Number of studies | 62 | 62 | 62 | 62 | 28 | 28 | 28 | 28 |
Joint bias test | 0.004 | 0.014 | ||||||
Adjusted R2 | 0.344 | 0.367 | 0.424 | – | 0.236 | 0.281 | 0.352 | – |
. | PC . | PC . | PC . | PC . | SMC . | SMC . | SMC . | SMC . |
---|---|---|---|---|---|---|---|---|
. | . | . | Bayesian model averaging . | . | . | . | Bayesian model averaging . | |
(1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (7) . | (8) . | |
SESQR | 7.631*** | 7.975*** | −3.869 | −1.293 | 5.999*** | 6.954*** | −0.689 | 5.452a |
(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 law | 0.117* | 0.141** | 0.163*** | 0.136a | −0.061 | 0.003 | 0.011 | −0.001 |
(1.947) | (2.233) | (2.863) | [3.33] | (−1.666) | (0.061) | (0.185) | [−0.11] | |
Creditor protection | −0.012 | 0.019 | 0.024 | 0.001 | −0.032 | −0.024 | −0.024 | 0.001 |
(−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 | −0.004 | 0.017 | −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 freedom | 0.019 | 0.029 | 0.081 | 0.013 | 0.058 | 0.048 | 0.040 | 0.023 |
(0.259) | (0.448) | (1.627) | [0.37] | (1.514) | (0.744) | (0.511) | [0.45] | |
Legal formalism | −0.001 | 0.015 | −0.036 | −0.003 | 0.078 | 0.023 | 0.013 | 0.005 |
(−0.011) | (0.236) | (−0.564) | [−0.15] | (0.929) | (0.217) | (0.135) | [0.19] | |
Creditor information | −0.003 | 0.033 | 0.057 | 0.004 | −0.040 | −0.029 | −0.021 | 0.001 |
(−0.062) | (0.682) | (1.189) | [0.26] | (−1.439) | (−0.462) | (−0.285) | [0.01] | |
Income | −0.012 | −0.020 | −0.001 | −0.022 | 0.022 | −0.001 | ||
(−0.511) | (−0.931) | [−0.11] | (−0.533) | (0.420) | [−0.14] | |||
Remittances/ trust | −0.062 | −0.098** | −0.059a | 0.019 | 0.069 | 0.004 | ||
(−1.649) | (−2.336) | [−2.13] | (0.227) | (1.242) | [0.18] | |||
Trade openness | 0.043 | 0.037 | 0.039a | 0.076 | 0.052 | 0.009 | ||
(1.520) | (1.169) | [2.15] | (1.553) | (1.273) | [0.38] | |||
Financial openness | 0.007 | 0.043 | 0.006 | −0.072 | −0.111 | −0.013 | ||
(0.225) | (1.177) | [0.40] | (−1.489) | (−1.571) | [−0.50] | |||
Inflation | 0.018 | 0.040 | 0.011 | −0.039 | −0.017 | −0.024 | ||
(0.777) | (1.510) | [0.62] | (−1.046) | (−0.471) | [−0.71] | |||
Developing | −0.049* | −0.005 | 0.083* | 0.082a | ||||
(−1.766) | [−0.39] | (1.705) | [1.85] | |||||
Non-OLS | 0.011 | 0.001 | 0.024 | 0.001 | ||||
(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* SESQR | 10.150*** | 8.831a | 7.535** | 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 | −0.003 | 0.095** | 0.088a | ||||
(−1.089) | [−0.28] | (2.506) | [2.70] | |||||
Constant | 0.100*** | 0.062 | 0.175** | 0.133a | 0.104*** | 0.116** | 0.151 | 0.071a |
(3.350) | (1.199) | (2.244) | [3.68] | (3.720) | (2.263) | (1.190) | [2.66] | |
Observations | 503 | 503 | 503 | 503 | 195 | 195 | 195 | 195 |
Number of studies | 62 | 62 | 62 | 62 | 28 | 28 | 28 | 28 |
Joint bias test | 0.004 | 0.014 | ||||||
Adjusted R2 | 0.344 | 0.367 | 0.424 | – | 0.236 | 0.281 | 0.352 | – |
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.
Standard error band does not include zero.
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