Regression Models with Categorical Variables 125
tAble 6.1 (continued)
Issue #
Spread,
11/28/05
CCC+
and
Below Coupon
Coverage
Ratio
Logged
EBIT
Spread,
6/6/05
CCC+
and
Below Coupon
Coverage
Ratio
Logged
EBIT
98 481 0 6.750 2.677 1.858 439 0 6.750 3.106 1.991
99 270 0 7.625 2.835 3.109 242 0 7.625 2.813 3.122
100 190 0 7.125 9.244 3.021 178 0 7.125 7.583 3.138
Notes:
Spread = option-adjusted spread (in basis points).
Coupon = coupon rate, expressed without considering percentage sign (i.e., 7.5% = 7.5).
Coverage Ratio = EBITDA divided by interest expense for company.
Logged EBIT = logarithm of earnings (EBIT in millions of dollars).
Other regression results are:
SSR: 2.3666e+006
F-statistic: 89.38
p-value: 0
R^2 : 0.57
Given the high value of the F-statistic and the p-value close to zero, the
regression is significant. The coefficient for the three regressors is statisti-
cally significant and has the expected sign. However, the intercept term is
not statistically significant. The residuals are given in the second column of
Table 6.2.
tAble 6.2 Illustration of Residuals and Leverage for Corporate Bond Spread
Issue # Residuals Residuals Dummy 1 Residuals Dummy 2
1 118.79930 148.931400 162.198700
2 126.39350 183.097400 200.622000
3 –68.57770 –39.278100 –26.716500
4 –37.26080 –60.947500 –71.034400
5 16.63214 4.419645 –3.828890
6 –128.76600 –104.569000 –92.122000
7 386.42330 191.377200 217.840000
8 73.53972 48.516800 56.58778
9 104.15990 146.400600 160.438900
10 –124.78700 –98.020100 –71.374300
11 –4.28874 73.473220 94.555400
12 –117.58200 –88.168700 –82.883100
13 –223.61800 –213.055000 –202.748000
(continued)