Please answer this question. (Environmental Economics) University Level.

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of

c
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nt
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aw
s


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ar
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re

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co

m
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w
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a
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fi

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om

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on

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R

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be

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tr

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m
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on

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c
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ra
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rg

en

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di

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tm
en

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us
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is
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on

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ro
m

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pr
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c

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w
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(
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tio

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A
bi
lit

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to

p
ric

e-
fix

in

g:


C
ar
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du
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s
a

la
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e
sh

ar
e

of
m

ar
ke
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F

ac
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el

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d

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ttl

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tit

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a

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s


Lo
w
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rg
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iz
at

io
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l c
os

ts


E

as
y

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&

qu
ic

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a

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s

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e
pu

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sh

m
en

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if

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ce

rt
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t f
irm

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co

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t d
em
an
d
M
ar
ke
t d
em
an
d
N
on
c
ar
te
l s
up
pl
y
by

a
ll

50
fi

r

m
s

Q
Q
10
M
R
C
(p

)

57
1

21
.4

57
1
50
fi
rm
’s
m
ar
gi
na
l c
os
t

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
13

N
on

-c
oo

pe
ra

tiv
e

ol
ig

op
ol
ie
s

&
G

am
e

Th
eo

ry
:


A

s
m

al
l a

nd
fi

xe
d

nu
m

be
r

of
fi

rm
s

m
ee

t (
th

er
e

is
n

o
en

tr
y

an
d

no

re
pe

at
ed

in
te

ra
ct

io
ns

)


La

te
r

in
s

e

m
es

te
r:

r
ep

ea
te

d
in

te
ra

ct
io
ns

A

ll
se

ll
id

en
tic

al
p

ro
du

ct
s

(h
om

og
en

eo
us

)

La
te
r
in
s

em
es

te
r:

d
iff

er
en

tia
te

d
pr

od
uc

ts

E
ac
h
fir
m

in
a

n
ol

ig
op

ol
y

t

h
in

ks
th

e
fo

l

lo
w

in
g
ev
er

y
tim

e
it

de
ci

de
s

its

ac
tio

n:

S
in

ce
I

kn
ow

m
y

co
m

pe
tit

or
s

w
ill

r
es

po
nd

to
m

y
ac

t

io
n

an
d

si
nc

e
I k

no
w

th
at

th
ey

k
no

w
th

at
I

w
ill
r
es
po
nd

to
th

ei
r

re
sp

on
se

r
at

he
r

th
an

b
e

pa
ss

iv
e,

h
ow

s
ho

ul
d

I a
ct

in
th

e
fir

st
p

la
ce

?


C

on
fu

se
d?

It
is

e
as
y
to

g
et

c
on

fu
se

d
w

ith
ou

t u
si

ng
G

am
e
Th
eo

ry


G

am
e

th
eo

ry
:

le
ts

u
s

go
b

ey
on

d
th

is
d

ou
bl

e
gu

es
si

ng
, f

or
m

al
iz

es
th

e
fu

nd
am

en
ta

l s
tr

at
eg

ic
a

sp
ec

ts
a

nd
a

llo
w

s
us

to
g

et
a

n
eq

ui
lib

riu
m

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
14

G
am

e
th

eo
ry


G

am
e
th
eo

ry
is

th
e

fo
rm

al
a

na
ly

si
s

of
s

tr
at

eg
ic

be

ha
vi

or
.


In

fo
rm

al
d

ef
in

iti
on

:

S
ee

in
g

th
ro

ug
h

th
e

fu
tu

re
.

D
ec

is
io

ns
ta

ke
n

to
da

y
m

ay

ha
ve

a
n

im
pa

ct
o

n
bo

th
m

y
ow

n
an

d
m

y
co
m
pe

tit
or

s’
fu

tu
re

d
ec

is
io

ns
.

S
ee
in
g
th
ro
ug
h

yo
ur

c
om
pe
tit

or
s’

ey
es

.
O

ut
co

m
es

d
ep

en
d

no
t o

nl
y

on
y

ou
r

de
ci
si
on

s
bu

t a
ls

o

on

y
ou

r
co
m
pe
tit
or

s’
de

ci
si

on
s.

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P1
42
P
ag
e
15

L
in

k
to

b
at

tle
o

f t
he

w
its

Pr
in

ce
ss

b
ri

de
:

ht
tp

://
w

w
w

.y
ou

tu
be

.c
om

/w
at

ch
?v

=b
-i

bc
E

Jj
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I

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
16

E
xa

m
pl

e:
o

il
pr

od
uc

tio
n

by
R

us
si

a
an

d
O

P
E

C
.


R

us
si

a


s

oi
l o

ut
pu

t

h
as

s
ur

ge
d

th
is

y
ea

r
by

a
bo

ut
5

00
,0

00

ba
rr

el
s

a
da

y,
a

nd
is

e
xp

ec
te

d
to

r
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by

a
n

ad
di

tio
na

l
35

0,
00

0
ba

rr
el

s
ne

xt
y

ea
r.


O

P
E

C
p

ro
du
ct
io

n
m

ea
nw

hi
le

h
as

d
ro

pp
ed

b
y
ab
ou

t 3
.5

m

ill
io

n
ba

rr
el
s
a

da
y,

a
nd

O
P

E
C

is
w

or
rie

d
ab

ou
t l

os
in

g
m

ar
ke
t s
ha

re
to

R
us

si

a.


O
P
E

C
w

ou
ld

li
ke

R
us

si
a

to
jo

in
o

th
er

n
on

-O
P

E
C

o
il

pr
od

uc
in

g
co
un
tr

ie
s,

li
ke

N
or

w
ay

a
nd

M
ex

ic
o,

th
at
a
gr

ee
to

sc

al
e

ba
ck

e
xp

or
ts

to
k

ee
p

pr
ic

es
a

bo
ve

$
20

/b
ar

re
l.


O
P
E

C
is

th
re

at
en

in
g

a
pr

ic
e

w
ar

if
R

us
si

a
do

es
n䇻

t s
ca

le

ba
ck
p
ro

du
ct

io
n.

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
17

O
P

E

C

s

an
d
R
us

si
a䇻

s
de

ci
si

on

s.


B

ot
h

O
P
E
C
a
nd
R
us
si
a
ar
e

fa
ci

ng
d

ec
is

io
ns
a
bo

ut
h

ow

m
uc

h
oi

l t
o

ex
po

rt
in

th
e
co
m
in
g

ye
ar

.

T

he
p

ay
of

fs
fr

om
th

ei
r
de
ci
si
on
s
de
pe
nd

o
n

w
ha

t t
he

ot
he
r

do
es

:
R

us
si
a䇻
s

M
ov

e
O

P
E
C

s
M
ov

e
R

us
si
a䇻
s

P
ay

of
f

O
P

E
C

s

P
ay
of
f
E
xp

an
d

E
xp
an
d

-$
1

B
ill

io
n

-$
6B

E
xp
an
d

H
ol

d
st

ea
dy

$3
.5

B
-$

3B

H
ol
d
st
ea
dy
E
xp
an
d

-$
1.

5B
$1

B
H
ol
d
st
ea
dy
H
ol
d
st
ea
dy

$0
B

$0
B

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
18

G
am

e
tr

ee
.

E
xp
an
d
H
ol
d
E
xp
an
d
E
xp
an
d

R
us
si
a

H
ol
d
H
ol
d

O
P
E
C

O
P
E
C

(-
1,

-6
)

(3
.5

,-
3)

(-
1.

5,
1)

(0
,0

)

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e

19

B
as

ic
c

on
ce

pt
s.

W
ha

t i
s

a
ga

m
e?


P

la
ye

rs

(
e.

g.

, R
us

si
a
an
d
O
P
E
C

).

R
ul

es
(
e.
g.

, s
eq

ue
nt

ia

lly

c
ho
os
in

g
ou

tp
ut

).

S
tr

at
eg
ie
s

(e

.g
.,

ho
ld

s
te

ad
y

or
e

xp
an

d)
.


P
ay
of

fs
(
e.
g.

, r
ev

en
ue

m
in

us
p

ro
du
ct
io
n
co

st
s)

.
W
ha

t c
an

I
do

w
ith

it
?


D

et
er

m
in

e
ho

w
g

oo
d

ea
ch

o
f m

y
st

ra
te

gi
es

is
.


F

ig
ur

e
ou

t w
ha

t m
y

riv
al

is
p

ro
ba

bl
y

go
in

g
to

d
o.


T

hi
nk

a
bo

ut
w

ay
s

to
c

ha
ng

e
th

e
ga

m
e
to
m

y
ad

va
nt

ag
e
(e
.g

. b
y

m
ak

in
g

a
si

m
ul

ta
ne

ou
s

ga
m

e
se

qu
en

tia
l).

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
20

H
ow

to
r

ep
re

se
nt

a
g

am
e.

E
xt

en
si

ve
o

r
ga

m
e-

tr
ee

fo
rm

:

D
ec
is
io
n
tr
ee
s
w

ith
n

od
es

fo
r

co
m
pe
tit

or

s

de
ci
si
on
s.

T

he
se

a
re

m
os

t u
se

fu
l w

he
n
de
ci
si
on

s
ar

e
se
qu
en

tia
l.

N
or

m
al

fo
rm
:

T
he
se
a
re
m
os
t u
se
fu
l w
he
n
de
ci
si
on
s
ar

e
m

ad
e

si
m

ul
ta

ne
ou

sl
y

(o
r

w
he

n
fir

m
s

do
n䇻

t o
bs

er
ve

th
ei

r
co
m
pe
tit
or

s䇻
de

ci
si

on
s)

.

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
21

N
or
m
al
fo
rm

: e
xa

m
pl
e.

19 2

8 2 3

1
5

0 3

6
7

3
5

6

7
6

8

L
C

R

T M B

P
la

ye
r
B
P
la

ye
r A

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
22

D
om

in
an

t a
nd

d
om

in
at

ed
s

tr
at

eg
ie

s.

In
a

d
om
in
an

t s
tr

at
eg

y,
y

ou
r
pa
yo

ff
is

g
re
at
er

th
an

an

y
ot

he
r

st
ra

te
gy

r
eg

ar
dl

es
s

of
y

ou
r

riv

al

s

ch
oi

ce
.

R
ul

e
1:

A
lw

ay
s
ch
oo

se
a

d
om
in
an
t s
tr
at
eg

y
if

th
er

e
is

on
e.
In
a
d
om
in
at
ed
s
tr
at

eg
y,

y
ou

r
pa

yo
ff

is
lo

w
er
th
an

so

m
e

ot
he

r
st

ra
te

gy
r

eg
ar

dl
es

s
of

y
ou

r
riv

al

s
ch
oi
ce
.
R
ul

e
2:

N
ev

er
c

ho
os
e
a
do
m
in
at
ed
s
tr
at

eg
y.

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
23

E

qu
ili

br
iu

m
.


S

o

m
et

im
es

a
g
am
e

ca
n

be
s

ol
ve

d
si

m
pl
y
by

fi
nd

in
g
th
e
do
m
in
an
t a
nd
d
om
in
at
ed
s
tr
at
eg
ie

s
(e

.g
.,
th
e

ex
am

pl
e

ab
ov

e)
.


H

ow
ev

er
, t

he
re

a
re

m
an

y
ga

m
es

fo
r

w
hi

ch
th

is
d

oe
s

no
t

w
or

k.

In
a

N
as

h

E

qu
ili
br
iu

m
no

p
la
ye
r

w
an

ts
to

c
ha

ng
e

hi
s/

he
r
st
ra
te
gy

u
ni

la
te

ra
lly

, g
iv

en
w

ha
t t

he
o

th
er
p
la

ye
rs

h
av

e
ch

os
en

.

G
am
es
c

an
h

av
e

no
p

ur
e
st
ra
te
gy

e
qu

ili
br

ia
, o

r

M

ul
tip

le
e
qu
ili

br
ia

.

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
24

Th
e

pr
is

on
er

s

di
le

m
m
a.

P
ri

so
ne

r
1

Li
e

C

on
fe

ss

Li
e

C
on

fe
ss

-1
-5

0
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.5

-1
0

-5
P

ri
so

ne
r

2
-2
.5

Le
ct
ur
e
5
E
xa
m
pl

e
of

a
g

ro
up

p
ro

je
ct

O
P
E
C
c
on

tin
fr

om

to
da
y
P
le
as
e

br
in

g
co

m
pu

te
r

In
tr

od
uc
tio
n

to
s

ta
ta

V
ita

m
in
s
ca
rt
el
in
a
ct
io
n

S
ca

m
b

us
te

rs

Li
bo

r
R

at
es


E

co
no

m
is

t a
rt

ic
le

V
ill
as
-B
oa
s-
Le
ct
ur
e

4

E
E
P1
42

P
ag

e
25

Le
ct
ur
e

4/
5:

E

xa
m

pl
e

of
P

ro
je

ct
fo

r
E

E
P

1
42

B
rie

f b
ac

kg
ro

un
d

O
P
E
C

v
. C

IP
E

C

w
hy

O
P
E
C

w
or

ks
, a

nd
w

hy
C

IP
E

C
d

id
n

ot

A
LR

E
A

D
Y

D
O

N
E

I
P

R
E

V
IO

U
S

L
E

C
T

U
R

E
S

: O
P

E
C

in
A

ct
io
n
an

d
us

e
D

om
in

an
t F

irm
F

r

in
ge

m
od

el
a

s
in

p
re

vi
ou

s
sl

id
es

to

in
ve

st
ig

at
e

D
ea
dw
ei
gh
t l
os
s

of
O

P
E

C
u

nd
er

a
lte

rn
at

iv
e

po
lic

ie
s
an
d

de
m

an
d

sc
en

ar
io

s,
th

at
w

e
di

d
in
L
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tu
re
3

A
lte

rn
at
iv
es

to
O

P
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C
C
on

cl
us

io
n
V
ill
as
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oa
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Le
ct
ur
e
4
E
E
P1
42
P
ag

e
26

O
P
E
C

T

he
O

rg
an
iz
at
io
n

of
th

e
P

et
ro

le
um

E
xp

or
tin

g

C

ou
nt

rie
s

(O
P

E
C

)
is

a
p

er
m

an
en

t,
in

te
rg

ov
er
nm
en

ta
l o

rg
an
iz
at

io
n,

c
re

at
ed

a
t t

he

B
ag

hd
ad

C
on

fe
re

nc
e

on
S

ep
te

m
be

r
10

–1
4,

19

60
, b

y
Ir

an
, I

ra
q,

K
uw

ai
t,

S
au

di
A

ra
bi

a
an

d
V

en
ez

ue
la


“O

P
E

C
‘s

o
bj

ec
tiv

e
is

to
c

o-
or

di
na

te
a

nd
u

ni
fy

p
et

ro
le

u

m
p

ol
ic

ie
s

am
on

g
M

em
be

r
C

ou
nt

rie
s,

in
o

rd
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to
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op

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O
P
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xp
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C

ou
nt

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th
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ly

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ad
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or

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a

nd
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m

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t
w

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p
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=>
la

rg
e

m
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t s
ha
re

O
P
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fa

ce
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a
re

la
tiv

el
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el
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up
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y
cu

rv
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th
at

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te
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il
pr
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in
cr
ea
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no

n-
O

P
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p
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av

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no

t m
an

ag
ed

to
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ea

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pr
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tio

n
su

bs
ta

nt
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lly

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is

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f O

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O
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en

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la
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q

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on

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en

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la
n

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d

P
er

si
an

G
ul

f o
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im
po

rt
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p
re

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rr

in
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th
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ad
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n
an

d
M

ex
ic

an
o

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st
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ss

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s

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un

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ie

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t d
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.

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em

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to
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n

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l p

ric
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ad

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to

a
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in
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th
e
pr
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il

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3-
74

)
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th

e
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ly

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P
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tly


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pr
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19
67
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98
8

(1
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C
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ru
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A
U
S,
In
do
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E
P1
42
P
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33

O
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re

ac
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gh
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t p
oi

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ul

y
20

08
($

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m
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ts
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ce
19
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P1
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H
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h+
Im

ag
es
V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P1
42
P
ag

e
41

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
42

Le
ct
ur
e

5:
n

on
-c
oo
pe

ra
tiv

e
ol

ig
op

ol
ie

s
&

G

am
e
Th
eo

ry
&

w
at

ch
a

m
ov

ie
:


A
s
m
al
l a
nd
fi
xe
d
nu
m
be
r
of
fi
rm
s
m
ee
t (
th
er
e
is
n
o
en
tr
y
an
d
no

re
pe
at
ed
in
te
ra
ct
io
ns
)

La
te
r
in
s
em
es
te
r:
r
ep
ea
te
d
in
te
ra
ct
io
ns

A
ll
se
ll
id
en
tic
al
p
ro
du
ct
s
(h
om
og
en
eo
us
)

La
te
r
in
s
em
es
te
r:
d
iff
er
en
tia
te
d
pr
od
uc
ts

E
ac
h
fir
m
in
a
n
ol
ig
op
ol
y

th
in

ks
th
e
fo
llo
w
in
g
ev
er
y
tim
e
it
de
ci
de
s
its

ac
tio
n:

S
in
ce
I
kn
ow
m
y
co
m
pe
tit
or
s
w
ill
r
es
po
nd

to
m

y
ac
tio
n
an
d
si
nc
e
I k
no
w
th
at
th
ey
k
no
w
th
at
I
w
ill
r
es
po
nd
to
th
ei
r
re
sp
on
se
r
at
he
r
th
an
b
e
pa
ss
iv
e,
h
ow
s
ho
ul
d
I a
ct
in
th
e
fir
st
p
la
ce
?

C
on
fu
se
d?
It
is
e
as
y
to
g
et
c
on
fu
se
d
w
ith
ou
t u
si
ng
G
am
e
Th
eo
ry


G
am
e
th
eo
ry
:
le
ts
u
s
go
b
ey
on
d
th
is
d
ou
bl
e
gu
es
si
ng
, f
or
m
al
iz
es
th
e
fu
nd
am
en
ta
l s
tr
at
eg
ic
a
sp
ec
ts
a
nd
a
llo
w
s
us
to
g
et
a
n
eq
ui
lib
riu
m

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
43

M
ov

ie
n

ex
t o

f C
ar

te
l i

n
ac

tio
n

Li
nk

:

I w
ill

b
rin

g
to

c
la

ss
th

e
vi

de
os

r
ea

dy
to

u
pl

oa
d

fr
om

D

O
J

Y
ou

m
ay

h
av
e
se

en
a

m
or

e
bl

oc
k

bu
st

er
v

er
si

on
ti

tle
d

th
e

“I
nf

or
m

an
t”

in
th
e
th
ea
te

rs
a

w
hi

le
a

go
(

M
at

t
D

am
on

s
ta

rr
in

g
)

S
om

e
ba

ck
gr

ou
nd

V
ill
as
-B
oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
44

C
or

po
ra

te
L

en
ie

nc
y
P
ro

gr
am

in
1

99
3,

D
O

J
in

tr
od

uc
ed

n
ew

C
or

po
ra
te
L
en
ie
nc
y
P
ro
gr
am

:
pa

rt
ic

ip
an

t i
n

a
ca

rt
el

s
th

at
b

lo
w
s
th
e
w

hi
st

le
r

ec
ei

ve
s

im
m

un
ity

fr
om

fe
de

ra
l p

ro
se

cu
tio

n
co
ns

eq
ue

nt
ly

, D
O

J
ha

s
ca

ug
ht

, p
ro

se
cu

te
d,

a
nd
fi
ne

d
se

ve
ra

l g
ig

an
tic

c
ar
te
ls
(
e.

g.
v

ita
m

in
s)

on
V

al
en

tin
e䇻

s
D

ay
, 2

00
2,

E
C

a
do

pt
ed

a
s

im
ila

r
po

lic
y

V
ill
as
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oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
45

Ly
si

ne
c

ar
te
l

19
96

: A
rc

he
r

D
an

ie
ls

M
id

la
nd

(
A

D
M

)
pl

ea
de

d
gu

ilt
y

to
p
ric
e
fix
in
g

A
D

M
a

dm
itt

ed
to

p
ric

e
fix

in
g

in
ly

si
ne

(
us

ed
in

liv

es
to

ck
fe

ed
)

an
d

ci
tr

ic
a

ci
d

(u
se

d
in

s
of

t d
rin

ks

an
d
de
te

rg
en

ts
)

so
ur
ce
s:

D
O

J
m

ov
ie

, E
ic

he
nw

al
d

(2
00

0)
, L

ie
be

r
(2

00
0)

, C
on

no
r

(2
00

1,
2

00
3)

V
ill
as
-B
oa
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Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
46

Ly
si

ne
m

ar
ke
t

pe
rf

ec
tly

h
om

og
en
eo
us
p
ro
du
ct

sh
ar

e
of

g
lo

ba
l p

ro
du
ct
io
n
of

4
la

rg
es

t m
an

uf
ac

tu
re

rs
o

f
ly

si
ne

in
e

ar
ly

1
99

0s


>

97
%

in
U

.S
.


>

95
%

w
or
ld

pu
rc

ha
se

s
of

fo
ur

la
rg

es
t b

uy
er

s
<

30
%

la
rg
e
in

fr
eq

ue
nt

p
ur

ch
as

es

co
st

o
f a

n
ew
p
la

nt
$

15
0+

m
ill

io
n

(o
ve

r
3

ye
ar
s
to

b
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ld
)

V
ill
as
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oa
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Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
47

Ly
si

ne
a

gr
ee
m
en
t

fe
lt

th
ey

n
ee

de
d
ev
er

yo
ne


s
ag
re

em
en

t

al
lo

ca
te

d
sa

le
s

qu
ot

as
a

cr
os

s
fir

m
s

us
ed

in
du

st
ry

o
rg

an
iz

at
io
n
to

m
ee

t a
nd

c
ol

le
ct

d
at

a
sh
ar

ed
c

os
t d

at
a

ha
d

a
pu

ni
sh
m
en

t s
ch

em
e

in
p
la
ce

V
ill
as
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oa
s-
Le
ct
ur
e
4
E
E
P
14
2
P
ag

e
48

Ly
si

ne
fi

ne
s

5
co

rp
or

at
e

fin
es


U

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. c

or
po

ra
te
fi
ne

s:
$

92
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ill
io
n

E

U
: $

97
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m
ill
io
n

C
an
ad

a:
$

11
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m
ill
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ly
si
ne
c
ar
te

l

U
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as
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m

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in
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In
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4
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E
P
14
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ag

e
50

Ly
si

ne
b

uy
er
s
in
di
vi
du

al
U

.S
. b

uy
er

s
re

ce
iv

ed
c
om
pe

ns
at

io
n
§

th
ei

r
lo

ss
es


th

at
is

, t
he

y
di

d
no

t g
et

tr
eb

le

da
m

ag
es

to
ta

l U
.S

. c
or

po
ra

te
s

et
tle

m
en

ts
: a

bo
ut

$
85

m
ill
io
n

V
ill
as
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s-
Le
ct
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e
4
E
E
P
14
2
P
ag

e
51

Le
ar

ni
ng

fr
om

C
ri

m
e:

T
he

C
as

e
of

O

ve
rp

ri
ce

d
V
ita
m

in
s

ht
tp
://
w
w
w
.y
ou
tu
be
.c
om
/w
at
ch
?v

=Q
1k

kK
IS

lo
R

s
ht
tp
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w
w
w
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co
no
m

is
t.c

om
/n

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nd
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m
ic

s/
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56
83

64
-h

ow
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nt
itr

us
t-

ec
on

om
is

ts
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re
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et
tin

g-
be

tte
r-

sp
ot

tin
g-

ca
rt

el
s-

sc
am

-b
us

te
rs

C
at

ch
in

g
C

ri
m

e:
T

he
C

as
e

of
L

ib
or

Le
ct
ur
e
5

W
ill

c
on

tin
ue

w
ith
a
n

in
tr

od
uc
tio
n

to
S

ta
ta

a
s

a
se

t o
f

S
ta

ta
r

el
at

ed
p

ow
er

po
in

ts
.

W
e

w
ill

a
na

ly
ze

th
e
th
re

e
X

/Y
o

nl
in

e
ex
pe
rim

en
t

da
ta

se
ts

I w
ill

p
os

t o
n

bs
pa

ce
b

ef
or

e
le

ct
ur

e
5

th
e

ra
w

d
at
a
re

sp
on

se
s

“g
am

eO
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le
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ls

an
d
th
e

do
fi

le
to
a
na
ly
ze

th

e
da

ta
w

ith
m

e
du

rin
g
th
at
c
la
ss

T
hi

s
in
tr
od
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tio
n
to

S
ta

ta
w

ill
th

en
a
llo
w
y
ou

to
d

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ps

et

1
ea

si
ly

b
y

fo
llo

w
in

g
th

e
ps

et
in

st
ru

ct
io

ns
V

ill
as

-B
oa

s-
Le

ct
ur

e
4

E
E
P1
42
P
ag

e
52

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