Reading 15 - Exhibit 8

As do I.

David and I had a discussion about key rate durations back in May. He’d forgotten that the CFA curriculum advocates changing a single par rate to compute key rate durations, whereas in the FRM curriculum it appears that they tend to favor changing a single spot rate.

It’s a pity he is not quite into CFA and perhaps understandably so. He primarily has quant orientation which is also the theme of the FRM curriculum.

However somewhat like you , I love the way he simplifies things. His videos on Securitisation and the sub prime mortgages , Merton model , KMV model, EV etc etc were so fascinating that they hardly proved challenge not only in FRM exams but also in my CFA especially level 2. A big shout to both of you.

You’re very kind.

Thanks.