From: Non-performing loans (NPLs), liquidity creation, and moral hazard: Case of Chinese banks
Pool data analysis | Panel data analysis (static) | Panel data analysis (dynamic - lagged independent variables) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Broad | Narrow | Broad measure | Narrow measure | Broad measure | Narrow measure | |||||
LC_CF | LC_CNF | LC_CF | LC_CF | LC_CNF | LC_CNF | LC_CF | LC_CF | LC_CNF | LC_CNF | |
NPL_TL | −0.002 | −0.002 | 0.0001 | −0.0002 | 0.0002 | 0.0001 | 0.0003 | 0.001 | 0.001 | 0.001 |
(−1.05) | (−1.59) | (0.05) | (−0.19) | (0.13) | (0.06) | (0.40) | (0.78) | (1.28) | (1.30) | |
LN_TA | −0.017*** | −0.016*** | −0.020*** | −0.105*** | −0.019*** | −0.117*** | −0.021*** | −0.120*** | −0.024*** | −0.102*** |
(−4.02) | (−4.62) | (−2.78) | (−2.76) | (−3.31) | (−2.97) | (−2.57) | (−3.56) | (−3.58) | (−3.13) | |
AVG_LNS | 0.249*** | 0.295*** | 0.271*** | 0.087 | 0.282*** | 0.063 | 0.243*** | 0.051 | 0.318*** | 0.143 |
(4.95) | (6.9) | (4.52) | (0.80) | (5.38) | (0.56) | (3.33) | (0.35) | (4.78) | (1.03) | |
MKT_POW | 0.09 | 0.401*** | 0.244 | 0.824 | 0.549** | 1.022 | 0.25 | 0.782 | 0.596*** | 0.324 |
(0.66) | (3.47) | (0.89) | (1.10) | (2.42) | (1.13) | (0.93) | (1.05) | (2.66) | (0.48) | |
Z_SCR | −0.002*** | −0.001** | −0.001 | 0.015** | −0.001 | 0.013** | −0.0003 | 0.023** | −0.0001 | 0.013 |
(−2.85) | (−2.48) | (−1.12) | (2.14) | (−0.95) | (2.12) | (−0.23) | (2.20) | (−0.06) | (1.26) | |
ROAE | 0.005*** | 0.005*** | 0.003*** | −0.0001 | 0.003*** | 0.0003 | 0.002 | −0.002 | 0.002 | −0.001 |
(5.21) | (5.85) | (3.73) | (−0.06) | (3.45) | (−0.29) | (1.57) | (−0.73) | (1.49) | (−0.42) | |
EAR_VOL | −0.021 | −0.02 | −0.009 | 0.003 | −0.002 | 0.023 | −0.015 | 0.007 | −0.007 | 0.017 |
(−1.05) | (−0.96) | (−0.58) | (0.16) | (−0.09) | (1.05) | (−0.99) | (0.39) | (−0.31) | (0.73) | |
TE_TA | (0.26) | 0.01 | −0.597* | −1.148** | −0.244 | −0.993** | −0.465 | −1.032** | −0.317 | −0.765 |
(−0.92) | (0.04) | (−1.95) | (−2.41) | (−0.96) | (−2.45) | (−1.55) | (−2.35) | (−1.16) | (−1.56) | |
IBR | −0.008 | −0.013** | −0.048* | −0.004 | 0.005 | −0.007 | 0.01 | −0.003 | 0.004 | −0.009 |
(−1.35) | (−2.49) | (−2.04) | (−0.50) | (0.14) | (−0.81) | (0.80) | (−0.37) | (0.27) | (−1.03) | |
LN_POP | −1.931* | −1.541 | 0.065* | −2.949 | −9.233*** | −6.978** | ||||
(−1.85) | (−1.60) | (2.53) | (−1.09) | (−3.32) | (−2.38) | |||||
GDP | 0.004 | 0.004 | 0.001 | −0.005 | −0.005 | −0.013 | −0.026*** | −0.008 | −0.019* | −0.006 |
(0.74) | (0.70) | (0.24) | (−0.63) | (−0.66) | (−1.32) | (−2.76) | (−1.14) | (−1.83) | (−0.97) | |
CONS. | 14.075* | 11.177 | 1.864** | 21.397 | 2.098*** | 66.944*** | 2.109*** | 50.630** | 1.730*** | |
(1.87) | (1.61) | (2.58) | (1.11) | (2.83) | (3.34) | −3.34 | (2.39) | (2.82) | ||
Framework | OLS | OLS | Random effect | Fixed effect | Random effect | Fixed effect | Random effect | Fixed effect | Random effect | Fixed effect |
Bank dummy | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Time dummy | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Adjusted R 2 | 0.342 | 0.391 | 0.373 | 0.399 | 0.378 | 0.412 | 0.370 | 0.415 | 0.403 | 0.431 |
N | 420 | 445 | 420 | 420 | 445 | 445 | 336 | 336 | 358 | 358 |