Sunday, July 9, 2017

Impact of loan quality on results



We needed to further pursue the question raised in the last post about being unlucky in the selection of notes. We know that the rate of charged off loans is related to the grade (hence interest rate) assigned to the loan. The higher quality loans (A-Grade) have a lower default rate than the lower quality loans (G-Grade). The question that naturally occurs is to what extent does the mixture of loan quality impact my overall charge off rate.
The following chart begins to address this. It represents all the notes issued in 2015 divided into two groups. “My Notes” includes these notes that are in my account, and “All Notes” includes all the others.

Count
Percent
Grade
All Notes
My Notes
All Notes
My Notes
A
73,196
140
17.5%
5.9%
B
117,349
257
28.0%
10.8%
C
120,088
479
28.7%
20.2%
D
62,042
612
14.8%
25.8%
E
34,506
442
8.2%
18.6%
F
9,471
346
2.3%
14.6%
G
2,068
99
0.5%
4.2%

418,720
2,375


Clearly the distribution of my notes is skewed toward the riskier notes and that alone could account for the higher incidence of charged off that I experienced. In an effort to further analyze this impact, I looked at the 4 months with the highest number of notes at a specific grade.

Month
Grade
Count
Charged Off
Percent
15_07
D
6,748
254
1,118
47
16.6%
18.5%
15_07
C
13,104
194
1,495
17
11.4%
8.8%
15_07
E
3,899
173
791
30
20.3%
17.3%
15_08
C
10,019
124
1,000
12
10.0%
9.7%
Total

33,770
745
4,404
106
13.0%
14.2%
This shows that in July, 2015, I acquired 254 new Grade D notes that had a charge off rate off 18.5% so far. This compares to a charge off rate of 16.6% for all Grade D notes issued that month. Too small of a difference to be significant. When the 4 months are combined, the difference in charged off rate is still pretty comparable.
This wasn’t conclusive enough, so I generated another chart. This one shows the charged off rate by grade for all notes compared to mine. In some grades, I had a better experience and in other, worse. Unfortunately for me the poorer performances were in the risker grades where I had greater exposure.

Count
Charged Off
Percent
Grade
All Notes
My Notes
All Notes
My Notes
All Notes
My Notes
A
73,196
140
2,028
2
0.5%
0.1%
B
117,349
257
7,234
18
1.7%
0.8%
C
120,088
479
13,246
58
3.2%
2.4%
D
62,042
612
10,392
111
2.5%
4.7%
E
34,506
442
7,370
90
1.8%
3.8%
F
9,471
346
2,769
116
0.7%
4.9%
G
2,068
99
713
38
0.2%
1.6%

418,720
2,375
43,752
433
10.4%
18.2%
All of this charge off analysis led me to the conclusion that using automated investing did not work well for me, and that it was wise to stop it last December.

Thus far I have focused my attention on charged off rates. Absolutely, charge offs are a significant factor in overall performance. But there are several problems inherent in its use. I’ll deal with this and the development of a better measure in my next post. Follow me on Twitter, @billlanke, for notice as to when that occurs.

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