Solutions
to Homework Problems: Value of Information
1. The
following sequence of questions is based on the example presented in class.
* Smith
is deciding whether to invest $50,000 in a small local company that may go
public within the year. If that happens S will double [quadruple] her money,
but if it doesn't she'll lose 5%[20%].
* The
other option is to take out a certificate of deposit that pays 10%. The buzz
around town is that the chances are 50/50 that it will go public.
a) Calculate
the expected utility (EU) of each option (i.e., stock vs. CD) in each scenario
(i.e., double vs. quadruple).
|
|
|
|
|
|
Goes public |
DoesnŐt go public |
|
Invest |
+100% $100,000 |
-5% $47,500 |
|
CD |
+10% $55,000 |
|
EU: (100,000)(.5) + (47,500)(.5) = $73,750
EU: = $55,000
|
|
Public |
Not |
|
Invest |
$200,000 |
$40,000 |
|
CD |
+10% $55,000 |
|
EU: (200,000)(.5) + (40,000)(.5) = $20,000
EU: = $55,000
b) Let the
probability that the stock goes public be P. (In both the above scenarios P is
0.5.) For each scenario (double and quadruple), use algebra to find the value
of P such that the EUs of the two options in that scenario are equal.
($100,000)(P) + ($47,500)(1-P) = $55,000
P = .1429 when double
($200,000)(P) + ($40,000)(1-P) = $55,000
P = .09375 when quadruple
Suppose now a
new rumor floats around town that the decision has already been made and that
for a price one can get a hold of the insider information. Consider the
meta-decision of whether to pay for info or not. Let us assume
(unrealistically) that if we get inside info it will be perfectly accurate.
c) For each
of the two original scenarios calculate the EU of the option of buying insider
information.
|
|
double |
|
|
|
public |
not |
|
Pay |
0 |
Save $7,500 |
|
DonŐt |
- |
|
(0)(.5) + (7,500)(.5) = $3,750
|
|
quadruple |
|
|
|
public |
not |
|
Pay |
0 |
Save $15,000 |
|
DonŐt |
- |
|
(0)(.5) + (15,000)(.5) = $7,500
d) Now change
the probability of going public from 0.5 to 0.1. Using this new probability
calculate the new EU of the option of buying insider information for each
scenario.
First,
calculate the EUs with the new probability for both double and quadruple. NOTE
that in the double case, buying the CD now looks best!
Double: EU: (100,000)(.1) + (47,500)(.9) = $52, 750
EU: = $55,000
Quadruple: EU: (200,000)(.1) + (40,000)(.9) = $56, 000
EU: = $55,000
|
|
double |
|
|
|
public |
not |
|
Pay |
Make $45,000 |
0 |
|
DonŐt |
- |
|
(45,000)(.1) + (0)(.9) = $4,500
|
|
quadruple |
|
|
|
public |
not |
|
Pay |
0 |
Save $15,000 |
|
DonŐt |
- |
|
(0)(.1) + (15,000)(.9) = $13,500
2. The following
problem is also about the value of additional information, but it is presented
in more artificial terms so that our intuitions furnish less guidance.
A closet
contains 800 type A urns and 200 type B urns. The urns appear identical but
A-type urns contain six blue balls and four red ones; B-type urns contain one
blue ball and nine red ones. An urn is drawn at random from the closet and you
must bet on the type of the urn. If you bet on type A and it is an A-type, you
win $20; otherwise you lose $20. If you bet on type B and it is a B-type, you
win $80; otherwise you lose $10. Assume that you maximize expected monetary
values.
e) Set up a
decision matrix for the choice between the EUs of the two bets. Which should
you choose?
|
|
A(.8) |
B(.2) |
|
|
Choose A |
+$20 |
-$20 |
EV= 20(.8) – 20(2) = $12 |
|
Choose B |
-$10 |
+80 |
EV= -10(.8) – 80(.2) = $8 |
f) Prior to
actually making your bet, what is the maximum amount you should pay to learn
the type of the urn?
|
|
URN A |
URN B |
|
Pay |
.8 $0 |
$100 |
|
DonŐt Pay |
|
|
![]()
100(.2) = $20
g) Suppose
that in the process of choosing the urn at random from the closet a ball
accidentally tumbles out and you see that it is blue before it is restored to
the urn. How would this bit of information affect the amount that you would pay
to learn the type of the urn prior to making you bet, increase it, decrease it,
make no difference? (If you say increase or decrease you need not calculate how
much more or less.)
It would
decrease the amount I would pay because the ratio of blue balls in URN A is
significantly higher than URN B & since you would pick URN A w/o any
insider info, there wouldnŐt be much of a point to buy information that tells
you to pick the urn you were going to pick anyway.
h) What
difference would it make, if any, if the ball which tumbled out were red?
If
the ball that tumbled out was red I would most likely pay more to buy the
information because the ratio of red to blue is way higher in URN B, so if URN
B is indeed chosen you would want to know so that you could change your URN
ŇpickÓ.