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3 Issuing costs of state guaranteed bonds - Financial Risk and ...

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3 <strong>Issuing</strong> <strong>costs</strong> <strong>of</strong> <strong>state</strong> <strong>guaranteed</strong> <strong>bonds</strong><br />

To account for this possibility, country dummies were added to the main empirical specification.<br />

However, the previously reported average estimated impact <strong>of</strong> <strong>state</strong> guarantees on issuing cost is<br />

robust to this change.<br />

A third hypothesis is that differences in bond clauses actually account for differences in issuing<br />

cost across non-SG <strong>and</strong> SG <strong>bonds</strong>. In an earlier section, for example, it was noted that the presence<br />

<strong>of</strong> a negative pledge clause (reducing credit risk for investors) is likely to be reflected in a lower<br />

issuing cost. If SG <strong>bonds</strong> contain a disproportionate amount <strong>of</strong> negative pledge clauses, these may<br />

show up as the impact <strong>of</strong> <strong>state</strong> guarantees when they are not.<br />

To account for this, bond clauses were added as controls to the main empirical specification <strong>and</strong>,<br />

as with country dummies, the main result on the impact <strong>of</strong> <strong>state</strong> guarantees is robust to this<br />

change.<br />

3.5.9 Sensitivity <strong>of</strong> empirical strategy<br />

Our main empirical specification used the population <strong>of</strong> eligible banks <strong>and</strong> non-SG <strong>bonds</strong> as the<br />

control group for measuring the impact <strong>of</strong> <strong>state</strong> guarantees on issuing cost. This is reasonable as<br />

long as the controls chosen sufficiently capture differences in issuing <strong>costs</strong> not accounted for by<br />

<strong>state</strong> guarantees.<br />

However, there remains the concern that unobservable differences between SG <strong>and</strong> non-SG <strong>bonds</strong><br />

are driving the main results.<br />

Alternative weights for SG <strong>and</strong> non-SG <strong>bonds</strong> were used to test for the sensitivity <strong>of</strong> our empirical<br />

strategy to unobservables <strong>and</strong> as shown in columns 10-12 <strong>of</strong> Table 9.<br />

Two control groups were constructed to control for unobserved time- <strong>and</strong> Member-State-specific<br />

factors, which includes specificities in bond market conditions, other public support measures,<br />

short-term funding <strong>and</strong> central bank measures.<br />

Practically, non-SG <strong>bonds</strong> issued at the same time <strong>and</strong>/or relating to the same country <strong>of</strong> risk as SG<br />

<strong>bonds</strong> were given more weight in the analysis as they were viewed to share greater similarlities<br />

than other non-SG <strong>bonds</strong>.<br />

Qualitatively, the main result holds across all three alternative weights specified. That is, <strong>state</strong><br />

guarantees reduce issuing cost to a statistically significant degree whether non-SG <strong>bonds</strong> issued at<br />

the same time as SG <strong>bonds</strong> are emphasised in the control group <strong>and</strong>/or non-SG <strong>bonds</strong> relating to<br />

the same country <strong>of</strong> risk are emphasised in the control group.<br />

Quantitatively, the average impact <strong>of</strong> a <strong>state</strong> guarantee is in the region <strong>of</strong> 45-55bps reduction in Zspread<br />

based on two <strong>of</strong> the alternative weighting schemes. This is in the region <strong>of</strong> the majority <strong>of</strong><br />

other alternative specifications considered.<br />

However, the comparison <strong>of</strong> SG <strong>and</strong> non-SG <strong>bonds</strong> relating to the same country <strong>of</strong> risk suggests<br />

that the average impact <strong>of</strong> a <strong>state</strong> guarantee on reducing issuing cost is 18bps (column 11 in Table<br />

9). This is interesting because it suggests that <strong>state</strong> guarantees are more effective in some<br />

Member States than others even accounting for differences in sovereign risk (reflected through<br />

the sovereign CDS) <strong>and</strong> country risk controls.<br />

65

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