Chapter 2: FAQs 65
(A multiplicative factor has been ignored here.) I.e.
−
N
σ
+
1
σ^3
∑N
i= 1
φi^2 = 0.
Therefore our best guess forσis given by
σ^2 =
1
N
∑N
i= 1
φi^2.
You should recognize this as a measure of the variance.
Quants’ salaries In the figure are the results of a 2004
survey onwww.wilmott.comconcerning the salaries of
quants using the Forum (or rather, those answering the
question!).
This distribution looks vaguely lognormal, with distribu-
tion
1
√
2 πσE
exp
(
−
(lnE−lnE 0 )^2
2 σ^2
)
,
whereEis annual earnings,σis the standard deviation
andE 0 the mean. We can use MLE findσandE 0.
It turns out that the meanE 0 =$133,284, withσ= 0 .833.
Figure 2-4:Distribution of quants’ salaries.