Research Article

Study on the Impact of High-Quality Economic Development and Flood Resilience on Flood Damage in the Yangtze River basin: Evidence from Provincial Administrative Regions in the Yangtze River Basin

Table 4

Regression results of causal steps’ approach.

LnecolossesFRLnecolossesLnaffectedpopuFRLnaffectedpopu
(1) FE/SCC(2) GMM(3) FE/SCC(4) FE/SCC(5) GMM(6) FE/SCC

FR−1.874 (1.419)−4.022 (2.136)
HQED6.946 (2.270)−0.273 (0.193)6.858 (2.325)5.076 (2.566)−0.273 (0.193)4.880 (2.625)
HQED2−9.464 (3.611)0.541 (0.265)−9.201 (3.647)−4.901 (4.039)0.541 (0.265)−4.327 (3.933)
LnMAP3.647 (0.756)0.005 (0.015)3.652 (0.762)2.903 (0.369)0.005 (0.015)2.913 (0.381)
LnSCAER0.029 (0.097)0.000 (0.002)0.031 (0.098)−0.050 (0.085)0.000 (0.002)−0.046 (0.089)
Lnpopu0.412 (1.246)0.017 (0.076)0.236 (1.242)0.981 (1.834)0.017 (0.076)0.592 (1.743)
Lnlandarea−16.869 (7.841)0.032 (0.183)−16.768 (7.700)−13.421 (4.650)0.032 (0.183)−13.184 (4.307)
Lnbuiltarea1.828 (1.002)0.113 (0.020)1.988 (0.970)0.201 (0.886)0.113 (0.020)0.527 (0.940)
LnUPGA−0.308 (0.605)−0.038 (0.015)−0.371 (0.621)−0.698 (0.253)−0.038 (0.015)−0.829 (0.266)
FCR−0.016 (0.012)0.002 (0.001)−0.017 (0.013)−0.010 (0.008)0.002 (0.001)−0.011 (0.010)
Lnwetarea−0.033 (0.306)−0.008 (0.007)−0.014 (0.314)0.225 (0.208)−0.008 (0.007)0.268 (0.198)
Constant11.266 (14.863)−0.698 (0.690)12.030 (14.143)14.919 (16.859)−0.698 (0.690)16.706 (16.550)
Year FEYESNOYESYESNOYES
Province FEYESYESYESYESYESYES
Hansen J statistic0.3220.322
Observations314287314314287314
R-squared0.3390.4160.3410.3910.4160.402

Note. , , and mean statistically significant at 1%, 5%, and 10%. The values in brackets are robust standard errors. The Hansen J statistic reports the value. Constant terms in columns (2) and (5) are reported by the xtivreg command, with standard errors in brackets.