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. 2021 May 11;143(3):1251–1274. doi: 10.1016/j.jfineco.2021.05.009

Table 6.

Fiscal capacity threshold in the relation between COVID-19 infections and credit risk.

 In this table, we report the values of the fiscal constraint measures that split our sample into subsamples of increasing sensitivity of credit risk to the spread of COVID-19 infections. In Panel A (B) we focus on specifications where the sample is split into two (three) subsamples. In column “Simple Threshold,” for each fiscal capacity variable, we report the value that separates countries into two subsamples, such that, for one of them, the relation between the coronavirus spread and credit risk is significant at the 1% level. We base this split on the specifications in columns (1)–(6) in Table 4, and the corresponding country-specific sensitivities shown in Fig. A-1 of the Internet Appendix. “Country Distribution” indicates how many countries fall above and below the threshold for each measure. For example, based on the specification reported in column (1) of Table 4, for the 15 countries with Debt/GDPi higher than 59.3%, ΔCDSit/ΔCovidCasesit is statistically different from zero at the 1% level. In columns (4)–(9) of Panel A, we report the results of estimating ΔCDSit=α+βL(qiγ)ΔCovidCasesit+βH(qi>γ)ΔCovidCasesit+δXit+εit, where qi is one of the fiscal capacity measures and γ is an endogenously determined threshold that maximizes the explanatory power of the regression. Xit contains country- and time-varying controls as per column (1) of Table 5. We report the estimated endogenous threshold γ, parameters βL and βH, and number of countries above and below the threshold, for each fiscal variable under the corresponding columns. Panel B reports similar quantities for the two-threshold specification, ΔCDSit=α+βL(qiγ1)ΔCovidCasesit+βM(γ2qi>γ1)ΔCovidCasesit+βH(qi>γ2)ΔCovidCasesit+δXit+εit. Further details on the variables and their sources are provided in Table A-1 of the Internet Appendix. Standard errors are heteroskedasticity-robust, and the superscripts *, **, and *** refer to statistical significance at the 10%, 5%, and 1% levels, respectively.

Panel A: One Threshold
(1)
(2)
(3)
(4)
(5)
(6)
(7)
(8)
(9)
Variable Simple Country Endogenous Country βL βH Difference Ratio
Threshold Distribution Threshold Distribution βH and βL βH and βL
Debt/GDPi 59.3% 15/15 60.8%*** 16/14 0.007 0.060*** 0.053** 8.57
Expenditures/GDPi 31.1% 13/17 39.57%*** 24/6 0.025** 0.115*** 0.090*** 4.60
Interest/GDPi 1.4% 15/15 2.64%*** 27/3 0.029*** 0.146*** 0.117*** 5.03
Unemploymenti 4.8% 15/15 6.43%*** 23/7 0.018 0.084*** 0.066*** 4.67
GDPGrowthi 2.4% 16/14 2.67%*** 17/13 0.057*** -0.010 -0.067*** -0.18
Ratingi 18.3 16/14 14.48*** 4/26 0.101*** 0.021* -0.080*** 0.21
FiscallyConstrainedi 0.334 13/17 0.435*** 22/8 0.012 0.081*** 0.069*** 6.75
FiscallyConstrainediS -0.082 17/13 0.428*** 25/5 0.019* 0.101*** 0.082*** 5.32

Panel B: Two Endogenous Thresholds

Variable Lower Higher Country βL βM βH Difference Difference
Threshold Threshold Distribution βM and βL βH and βM

Debt/GDPi 60.80%*** 104.27%*** 16/10/4 0.009 0.051*** 0.120*** 0.042* 0.069**
Expenditures/GDPi 17.32%*** 39.57%*** 3/21/6 -0.034** 0.031*** 0.113*** 0.065*** 0.082***
Interest/GDPi 0.31%*** 2.64%*** 3/24/3 -0.028 0.034*** 0.145*** 0.062** 0.111***
Unemploymenti 2.80%** 6.43%*** 3/20/7 -0.024 0.021* 0.084*** 0.045** 0.063***
GDPGrowthi 2.67%*** 4.63%*** 17/11/2 0.057*** -0.022 0.049* -0.079*** 0.071**
Ratingi 14.48*** 17.47*** 4/10/16 0.100*** -0.008 0.032** -0.108*** 0.040
FiscallyConstrainedi 0.026*** 0.435*** 3/19/8 -0.048** 0.019* 0.087*** 0.067*** 0.068***
FiscallyConstrainediS 0.428*** 1.07*** 25/3/2 0.020* 0.087*** 0.169*** 0.067*** 0.082***