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REGIONAL ECONOMIC ISSUES
Working Paper Series

To Trade or N ot to Trade: W ho Participates in R ECLA IM ?
Thomas H K and Richard H Mattoon
. lier
.

FEDERAL RESERVE BANK
OF CHICAGO



WP- 1994/ 1
1

T o T ra d e o r N o t to T ra d e :
W h o P a rtic ip a te s in R E C L A IM ?
Thomas H. Klier
Richard H. Mattoon

I. Introduction
In the l s decade the t e r t c l p o e
at
h o e i a r p rties of incentive-based approaches t
o
environmental regulation have received widespread a t n i n i the f e d of
teto n
il
environmental economics ( e f r example Cropper and Oates 1992) A As a
se o
r s l of t a discussion, t e Clean Air Act Amendments (CAAA) of 1990
eut
ht
h
incorporated market-based approaches as a way t achieve compliance with
o
f d r l clean a r requirements. Recently, the focus has s i t d t evaluating
eea
i
hfe o
e i t n programs as well as designing f ture programs on the basis of cost
xsig
u
e
ffectiveness and improvement of environmental q a i y ( Hahn and Hester
u l t see
1989, Hahn 1989b, Carlson and Sholtz 1994, Hahn and Foster 1994).
The i i i l regulatory response t t e l g s a i e requirements f r cleaner a r
nta
o h eiltv
o
i
had been to specify technological sol t o s by means of a so-called command
uin
and control approach. However, i has become increasingly apparent t a
t
ht
regulation based on tec n c l standards i i e f c e t and therefore unlikely t
hia
s nfiin,
o
make s g i i a t progress towards meeting the ozone standard i severe
infcn
n
nonattainment a e s which i one of the pr n i l objectives of the Clean Air
ra,
s
icpe
Act Amendments ( f r example Hahn and Stavins 1992, Hahn and Hester
see o
1989).^ The r
egulators generally lack the wealth of technological knowledge
and experience of i d s r , yet they s e l out d t i e requirements f rcontrol
nuty
pl
eald
o
technology. At the same time mandatory investments i s e i i technology
n pcfc
are found t s i l innovative e f r s by firms t f r h r reduce t e r
o tfe
fot
o ute
hi
emissions. " a i i i s facing s b t n i l pen l i s fo noncompliance have
Fclte
usata
ate r
every reason t meet mandatory emissions r d ctions, and because of market
o
eu
competition, every economic reason not t go below those standards"
o
(Carlson and Sholtz 1994, p.16).^
In a d t o , command-and-control
diin
regulation does not consider differences i abatement costs among the
n
regulated sources. I i t erefore necessary t come up with a regulatory
t s h
o
system t a promotes g
ht
reater f e i i i y for i
lxblt
ndividual firms and, by doing s ,
o
lowers aggregate compliance c s s while sil making s g i i a t progress
ot,
tl
infcn
towards attainment ofthe ozone s a d r .
tnad
The recent l t r t r analyzing the e f c s of expanding the use of inc n i e
ieaue
fet
etv-

1

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WA K v

based approaches t environmental regulation addresses various dimensions
o
of such s r t g e ranging from the s e i i f a u e of emissions markets
taeis
pcfc etrs
(Carlson and Sholtz 1994) t the p t n i l e f c s of f e i l regulation on
o
oeta fet
lxbe
regional economic s r c u e and growth (Robinson, 1993).^ This paper
tutr
introduces a d f e e t focus by examining what f c o s motivate the f r '
ifrn
atr
ims
decision t trade when p r i i a i g i a market-based emissions trading
o
atcptn n
program. In t i c s , th market-based t
hs a e e
rading program i the Regional
s
Clean Air Incentives Market (RECLAIM) located i the Los Angeles basin i
n
n
southern C l f r i . Firms were placed in the RECLAIM program based on
aiona
c r a n emission thresholds fo oxides of nitrogen and s l u t a have been
eti
r
ufr ht
proven t be contributors t the formation of high ozone concentrations.
o
o
Beginning on January 1 1994, these firms have had the opportunity t t ade
,
o r
emission c e i s as a means of complying with the a r q
rdt
i uality standards
established fo the b s n This paper argues t a one needs to look at the
r
ai.
ht
f r ' perspective i order t make inferences about e f c s of such a program
ims
n
o
fet
on the economic s r c u e of a re i n For example, i e t f c t o of firmtutr
go.
dniiain
l v l c a a t r s i s i of c u i l importance t s r out the various arguments
ee hrceitc s
rca
o ot
about possible e f c s of such programs on forcing technology improvements
fet
(see for example Downing and White 1984, Malueg 1989, and Milliman and
Prince 1989).' Does t
rading encourage the adoption of new and innovative
production technology and provide b n f t t technologically sophisticated
eeis o
i d s r e ? An answer t t a question might enable analysts to shed some
nutis
o ht
l g t on the hypothesized connection between innovation i abatement
ih
n
technology and die competitiveness offirms or a r g o ' economy. The main
eins
challenge i to find f r s
i m level c a a t r s i s t a can explain observed firm
hrceitc ht
behavior with respect t pollution abatement. Assuming p o i maximization,
o
rft
what e f c have f c o s such as the age of the source, type and s z of f r ,
fet
atr
ie
im
degree of exposure t the l c l market on the f r ' decisions?
o
oa
ims
As a state-based e f r t comply with the 1990 Clean Air Act Amendment
fot o
ozone standards RECLAIM represents a f r t attempt a regional emissions
is
t
t a i g Experience gained i the RECLAIM program i expected t o f r
rdn.
n
s
o fe
valuable lessons t other regions having t comply with the C A A A standards.
o
o
Given the h s o i and continued importance of manufacturing t is region,
itrc
o t
the Midwest, defined as the s a e i the Seventh Federal Reserve D s r c —
tts n
itit
I l n i , Indiana, Iowa, Michigan and Wisconsin - has r l t v l high
lios
eaiey
emissions r t s and therefore a pressing need t devise c s - f e t v
ae
o
otefcie
mechanisms f r meeting clean a r standards i order t preserve the health of
o
i
n
o
the regional economy. In recognition of t i , s
h s everal Midwest s a e have
tts
already begun c a t n t e r own emissions trading programs. For example,
rf i g hi
I l n i developed a complete proposal for a Chicago area NOx emissions
lios

FRB CHICAGO Working Paper
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2

ta
r ding program and Wisconsin has an o f e emissions trading system i
fst
n
p a e The c r f l y constructed I l n i program was placed on hiatus a the
lc.
aeul
lios
t
end of l s year when airshed modeling suggested t a v l t l organic
at
ht oaie
compound (VOC) c n r l would be more b n f c a i preventing ozone
oto
eeiil n
exceedences than reducing NOx l v l i the Chicago a e . Currently, e f r s
ees n
ra
fot
are underway both i t e Los Angeles Basin and i I l n i t develop a
n h
n lios o
market f rVOC emissions.
o
In t a context RECLAIM can be seen as a policy laboratory f r the Midwest
ht
o
s a e . I already has provided valuable experience about the design of
tts
t
markets f r emission c e i s and about important s r c u a design f a u e
o
rdt
tutrl
etrs
such as e t b i h n f r - p c f c emissions baselines and the implications of
salsig imseii
economic phenomena on t a i g a t v t . C a a t r s i s of t
r d n ciiy h r c e i t c
rading a t v t
ciiy
taking place may provide i s g tas t which i d s r e benefit from emissions
nih
o
nutis
t a i g That could be very h
rdn.
elpful i fashioning trading systems t a f c o
n
ht atr
i c a a t r s i s of t e Midwest economy.
n hrceitc
h
The remainder of t i paper i organized as fol o s Section two reviews the
hs
s
lw.
relevant c a a t r s i s of th RECLAIM tr d n program. Section th e
hrceitc
e
aig
re
discusses t e f r ' i c ntives t tr d by identi y n f r - pecific
h ims ne
o ae
fig ims
c a a t r s i s t a may influence trading a t v t . The concluding s
hrceitc ht
ciiy
ection
discusses the outlook f r empirically t s i g th e f c of these variables i
o
etn e fet
n
influencing t a i g behavior.
rdn

H. W hy RECLAIM?
The problem of ozone attainment i not new. The Clean Air Act was passed
s
i 1963 and has since been amended s
n
everal t m s most recently i 1990. An
ie,
n
important aspect of t e 1990 amendments i the requirement t reduce
h
s
o
p l u a t contributing t t e formation ofdamaging ozone. Ozone i created
oltns
o h
s
by the i t r c i n of sun i h and v l t l organic compound (VOC) emissions
neato
lgt
oaie
as well as nitrogen oxide (NOx) emissions. In order t comply with the
o
n tional ambient ozone standard of 0.12 p r s per m l i n s a e are required
a
at
ilo, tts
t submit a plan of control measures t be approved by the EPA. The 1990
o
o
C A A A d s i g i h f v d f e e t nonattainment c t g r e , each of which i
itnus ie ifrn
aeois
s
given a d f e e tamount of time t reach the t r e a rqu l t s
ifrn
o
a g t i a i y tandards.

FRB CHICAGO Working Paper
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3

T b e 1 Ozonen n t a n e tc t g r e
al
o a t i m n aeois
compliance deadline (from 11/15/90)
Marginal

3 years

Moderate

6 years

Serious

9 years

Severe [two subcategories]

15 or 17 years

Extreme

20 years

A. A new way ofresponding to the air quality problem in the L.A. basin
In Southern C l f r i , a r q
a i o n a i uality i a p r i u a problem since climate and
s atclr
geographic f a u e i the region combine t produce stati n r weather
etrs n
o
oay
f o t and sunshine year round. They i t r c with high NOx l v l to give
rns
neat
ees
the area the worst ozone r t n i the n t o . The Los Angeles area therefore
aig n
ain
has the dubious d s i c i n of being the only area i the nation under the
itnto
n
Clean Air Act t receive the r t n of extreme non-compliance. In 1970 the
o
aig
area exceeded the fe e a ozone standard on over 150 days and despite being
drl
regulated for over 20 y a s the region sil had 40 exceedences i 1993.
er,
tl
n
Because of t i severe problem, regulations f r NOx emissions i the basin
hs
o
n
have been issued since the mid-1970s, but even these ea l regulations have
ry
not been s f i i n t c
u f c e t o orrect the ozone problem.
RECLAIM represents an innovative approach by th South Coast Air Quality
e
Management D s r c (SCAQMD) t use market incentives t reduce the
itit
o
o
presence of oxides of Nitrogen (NOx) and oxides of Sulfur (SOx) i the Los
n
Angeles b s n I s l g l basis i the California s a e implementation plan
ai. t ea
s
tt
(SIP) which i even more s r n e t than the C A A requirements. The
s
tign
RECLAIM program i receiving national a t n i n as a p tential model f r
s
teto
o
o
e tablishing other l c land regional markets fo trading emission c e i s *
s
oa
r
rdt.*
F c l t e included i RECLAIM receive trading c e i s (RTCs) —
aiiis
n
rdt
denominated i one pound per year - equal t t e r emission caps. I a
n
o hi
f
s e i i source reduces emissions below the targeted l v l i can s l is
pcfc
ee, t
el t
c e i s t any i t r s e p r y e g another source where emissions reductions
rdt o
n e e t d a t , ..
are impractical or more c s l .
oty

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4

According t SCAQMD e t m t s RECLAIM would reduce the average
o
siae,
annual co t f r targeted source emissions by 42% t $80.8 m l i n In
ss o
o
ilo.
a d t o , the new program i expected t lead t fewer job l sses and lower
diin
s
o
o
o
consumer cost inc e s s ^
rae.
B. Specifics of the NOx trading program
This paper focuses on the RECLAIM NOx trading program.** NOx i a
s
problem emission f r many urban areas because ispresence, when combined
o
t
with s nlight and other f c o s helps form damaging ozone. In order t
u
atr,
o
achieve the desired o e a l emissions reductions i was decided t a each
vrl
t
ht
source with NOx emissions of gre t r than four tons per year needed t be
ae
o
included i the RECLAIM program.
n
The NOx trad n program encompasses 390 sources, representing roughly
ig
65% of permitted NOx emissions i t e Basing Some exemptions were made
n h
for c r a n industry groups such as dry c e n r , restau a t and public
eti
laes
rns
treatment f c l t e ; they are not included i t e RECLAIM program. F r t a
aiiis
n h
is,
cap was established f r the t t l emissions from a l sources included i the
o
oa
l
n
program. This aggregate l v l was then allocated i the form of allowable
ee
n
emissions t each of the sou c s Consequently each source was provided
o
re.
with s e i i annual r t s of emissions reductions out t the year 2003. The
pcfc
ae
o
goal of the program i t reduce o e a l emissions by 80 tons of NOx per day
s o
vrl
by t e . Within a framework of declining f c l t emission caps i i no
hn
aiiy
t s
longer necessary f r t e regulator t specify p r i u a abatement
o h
o
atclr
technologies.
As t b e 2 shows, th average NOx reduction required by these 390 sources
al
e
w l be on th order of 75 percent of s a t n emission l v l .^ Table 2 also
il
e
trig
ees
shows the mix of i d s r e and the number of f c l t e included i the
nutis
aiiis
n
RECLAIM program a well as the d s r b t o of the NOx emission l v l
s
itiuin
ees
from beginning t end of t e program. As t e t b e i d c t s the vast bulk of
o
h
h al niae,
the NOx emissions are generated by roughly 38% of the f c l t e which
aiiis
reside i t e following four industry groups: SIC 1300: o l and gas e t a t o ,
n h
i
xrcin
SIC 3200: s o e clay and g a s SIC 2900: petroleum and coal products, and
tn,
ls,
SIC 4900: e e t i i y gas and s n t r s r i e . These four industry groups
lcrct,
aiay evcs
represent 148 f c l t e (38% of 390), emitting s i h l over 84% of the t t l
aiiis
lgty
oa
s a t n emissions i th RECLAIM NOx program. Even by the end of the
trig
n e
program, i the year 2003, they w l emit 78% of the t t l NOx emissions of
n
il
oa
sources i the program.
n

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5

The trading operations of RECLAIM have s
everal s e i i f a ures worth
pcfc et
n
oting. F r t the annual allotment of t
is
rading c e i s t a each firm receives
rdt ht
has been established within staggered trading c c e . Firms are assigned t
yls
o
one of two c c e , t e rannual RTC allotmentbeing valid from e t e January
yl s hi
ihr
1 t t December 31st ( ycl 1 or July 1 tthrough June 30th (cycle 2 . The
s o
c e )
s
)
presence of two cycles i intended t smooth trading behavior. Simulations
s
o
had found t a when firms were a lplaced on th same c c e trading tended
ht
l
e
yl,
t occur a the very t i end of the cycle creating extreme v l t l t in the
o
t
al
oaiiy
market. This was seen as a p t n i l obstacle to the market operating
oeta
e f c e t y Also a r c n i i t o period has been established a the end of the
fiinl.
eoclain
t
f r ' annual compliance deadline i which i can review i s emissions
ims
n
t
t
performance and take measures t ensure i i meeting is compliance cap
o
t s
t
before pen l i s are imposed. F n l y the a t RECLAIM market has been
ate
ial,
c ual
established with 2 geographic zones--inland and c a t l Trading occurs
osa.
between firms located within t e r designated zone; in a d t o , coastal firms
hi
diin
can trade with inland f r s but not vice v r a In the case of the Los Angeles
im,
es.
Basin, the more severe a r problem occurs i the inland zone. RECLAIM
i
n
designers wanted to e t b i h 2 t
sals
rading zones t insure t a trading did not
o
ht
s i t a r qu l t problems t the c a t Actual t a by e i i l firms ( . .
hf i a i y
o
os.
r des
lgbe
eg
cycle 1 films) could begin on January 1,1994.
1 facility-wide permits
.
RECLAIM i a f c l t - p c f c program. Each f c l t i given a single
s
aiiyseii
aiiy s
permit which covers a l of i s NOx emissions. This replaces the approach
l
t
taken under command and control where permits were generally t e t
id o
individual types ofproduction equipment.^ The advantage of a facili y w d
t-ie
permit i t a i allows each f c l t t e f e i i i y t choose where and how i
s ht t
aiiy h lxblt o
t
wants to achieve emissions reductions in order t meet the required overall
o
reduction r t
a her than forcing i t make changes on s e i i pieces of
t o
pcfc
equipment which may not represent the most cost e f c i e way of reducing
fetv
emissions. In terms of being able to plan ahead, a f c l t permit w l c e r y
aiiy
il lal
e t b i h what the annual r t of emissions reduction i going t be for a
sals
ae
s
o
p r i u a f c l t . I provides c r a n y t the regulated establishments fo the
a t c l r aiiy t
etit o
r
next 10 years i terms ofannual control requirements.^
n
2 baseline allocation
.
One of the most contentious i sues i the RECLAIM program was the
s
n
establishment of the l v l of i i i l emissions a l c t o s for each f c l t .^
ee
nta
loain
aiiy
One p r i u a problem f r RECLAIM designers was to ensure t a the
atclr
o
ht
emission a l c t o s r f e t d t p c l t a i r c s i n n u r l production
l o a i n e l c e yia, ht s e e s o - e t a ,
a t v t a each f c l t . C l f r i ' recent recession had caused many
ciiy t
aiiy
aionas

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6

f c l t e t operate a below average production l v l which i t r , meant
aiiis o
t
ees
n un
t a th most recent emission l v l would r f e t reductions r l t d t a
ht e
ees
elc
eae o
c c i a lowering of production r t e than reductions through improved
ylcl
ahr
technology. In order t gain individual firm acceptance of RECLAIM,
o
designers allowed firms t s t t e r i i i l baselines on th basis of act a
o e h i nta
e
ul
emissions i one of the four years 1989 t 1992. This enabled firms to s l c
n
o
eet
a baseline year t a r f e t d what the firm f l was a reasonable, recessionht elce
et
n u r l production y a . Each f c l t ' emission l v l was adjusted for by
eta
er
aiiys
ee
using emission f c o s s e i i t the s a t n and ending l v l as well as
atr pcfc o
trig
ees
throughput l v l f r each process and equipment category. F n l y t i was
ees o
i a l , hs
adjusted by requiring t a th s a t n and ending a l c t o s r f e t e
ht e trig
l o a i n e l c xisting
control s a d r s A s t of environmental standards has been established by
tnad.
e
regul t r i order t r f e t the types of technological s l
aos n
o elc
o utions t a are
ht
cr
u rently available and are the most e f c i e a reducing emissions. They are
fetv t
r f rred t as BACT because they u i i e th Best Available Control
ee
o
tlz
e
Technology.
3 monitoring and reporting
.
RECLAIM requires the submission of periodic emissions r
eports and c r i i d
etfe
qa
u rterly compliance s a ements. I imposes s b t n i l p nalties f r
tt
t
usata e
o
noncompliance. The f c l t permit i RECLAIM i based on actual
aiiy
n
s
emissions and not thepermitted emissions of s e i i types of equipment used
pcfc
i previous c
n
ontrol programs.^
Other key elements of t e program concern emissions r p r i g In exchange
h
eotn.
fo t e freedom t devise t e rown emissions reduction program, f c l t e i
r h
o
hi
aiiis n
RECLAIM must provide r g l t r with b t e and more accurate information
euaos
etr
on a t a emissions l v l . The RECLAIM program distinguishes three t e s
cul
ees
ir
f r emissions r p r i g Major s u ces, f r example a 400 M W b i e , are
o
eotn.
or
o
olr
required t report emissions l v l on a da l b s s Large sources are
o
ees
i y ai.
required t report on a monthly b s s and minor sources are required t report
o
ai
o
on a q arterly b s s While the i i i l monitoring c
u
ai.
nta
osts fo RECLAIM
r
f c l t e can range from $1,500 f r minor sources t $200,000 fo large
aiiis
o
o
r
sources, much of t i can be recovered through lower ov r l f c l t
hs
e a l aiiy
compliance c s s ^
ot.

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7

D L A firm's incentive to trade
D
A. Framework
As was alluded t e r i r from t f r ' perspective the a t a t o of a
o ale,
he i m s
trcin
market-based t
rading program i the provision of greater f e i i i y i
s
lxblt n
abatement-related decision making. Whereas under a command and control
regulatory framework a firm needed to comply with s e i i technological
pcfc
requirements, i i now able t apply i scost minimization calculus t the area
ts
o
t
o
of environmental compliance. S a t n with a known amount of required
trig
emission reduction, the question a i e as t how t best - . . least-costrss
o
o
ie
achieve i, whether t a be through process switching, technology
t
ht
enhancement or purchasing of c e i s The a a l b l t of marketable permits
rdt.
viaiiy
provides an incentive f r the firm t lower emissions by more than what i
o
o
s
required so t a i can s l the c e i s r s l i g from th additional emissions
ht t
el
rdt eutn
e
reduction. The f r ' decision w l be based on a comparison of the marginal
ims
il
cost of abatement (..i t r a pollution reduction) and the cost of purchasing
ie n e n l
permits to comply with t e requirement. However, as Carlson and Sholtz
h
(1994) argue, i seems s f i i n for a firm t base is decision t trade on
t
ufcet
o
t
o
knowledge of i s own abatement c s . The significance of t i i t a firms
t
ot
hs s h t
w l each have an i t r a reservation price a which they w be willing t
il
nenl
t
ill
o
t a e Essentially t e firm can place a c l order t buy a s tamount of c e i s
rd.
h
al
o
e
rdt
a a price t a i lower than the i t r a abatement c s . Trading behavior wi l
t
ht s
nenl
ot
l
be based on t a f r - p c f c price offer r t e than the general equilibrium
ht imseii
ahr
price s ti the RECLAIM market
e n
For our analysis the question of i t r s i which f c o s can explain the
neet s
atr
decision t trade RTCs. We s a twith the s t a i n of a cost-minimizing firm
o
tr
iuto
t a i included i the RECLAIM program ( e f g r 1 . Suppose the firm i
ht s
n
se iue )
s
currently controlling emissions a l v l Q , M C represents ismarginal cost of
t ee '
t
abatement and Q designates i s new emission cap. In order t meet the
t
o
required emission reduction t r e , i w l choose t t a e RTCs i t a action
agt t i l
o rd
f ht
r s l s i lower compliance costs compared t straightforward technology
eut n
o
enhancement or other forms of compliance. A firm i trading e t e because i
s
ihr
t
i cheaper to buy permits r ther than i s a l new control technology, or
s
a
ntl
because i can p o i
t
r f tably overcontrol for NOx by s l i g the r sulting c e i s
eln
e
rdt
u t lthe marginal costs ofpollution abatement are equal t the market price of
ni
o
a permit Since the firm i c rrently controlling emissions a a l v l of Q , i
s u
t ee
' t
needs t reduce emissions f r h r i order t meet the new cap. I the price
o
ute n
o
f
for emission c e i s equals pj, t a firm w l control emissions a is f c l t
rdt
ht
il
t t aiiy

FRB CHICAGO Working Paper
August 1994. WP-1994-11




8

up t point A, and buy emission c e i s f r t e remaining abatement of AQ.
o
rdt o h
A t r a i e y i th p
l e n t v l , f e rice of permits i equal t P2 i s e d the firm w l
s
o
nta,
il
overcontrol NOx a lthe way t an abatement l v l of B and s l c e i s f r the
l
o
ee
el r d t o
quantity QB. Leaving aside the issue of u c r a n y the determinants of th
netit,
e
abatement cost function need t be f r h r analyzed The following section
o
ute
presents such an a
nalysis as well as the expected respective e f c s of the
fet
various determinants on t e likelihood of a t a e occurring.
h
rd
B. Determinants of abatement cost
Best Available Control Technology (BACT) i th most s r n e t type of
s e
tign
control technology prescribed by r g lators and each f r ' r l t v adherence
eu
ims eaie
t t i standard i l k l t influence is t a i g behavior. Firms currently
o hs
s iey o
t rdn
meeting BACT standard w l not have t make emissions reductions from
il
o
t e r c rrently s t l v l u t l the year 2000 ( e f g r 1. At the very l a t
hi u
e e e s ni
se iue )
es,
th closer a f c l t i t operating a BACT l v l , th l s severe isannual
e
aiiy s o
t
ees e es
t
r t of emissions reductions w l be Figure 2 demonstrates the e f c t a a
ae
il .
fet ht
f c l t ' e i t n l v l of control technology has on isrequirements t reduce
aiiys x s i g e e
t
o
emissions. The fi u e shows th e f c l t e i t e same industry (SIC 1311)
gr
r e aiiis n h
with roughly comparable s a t n emissions l v l . Even though the Shell
trig
ees
Western f c l t i contributing the same l v l of emissions t the
aiiy s
ee
o
environment as the Exxon f c l t , t e Shell f c l t does not have t make
aiiy h
aiiy
o
f r h r emission red c i n , a is current l v l of production, because i
ute
utos t t
ee
t
already i a "clean" (.. BACT) f c l t . Both the Brietbum and th Exxon
s
ie
aiiy
e
f c l t e must make f r h r reductions i emissions t be operating a a
aiiis
ute
n
o
t
si i a environmental st n a d given t e r l v l of production. This
mlr
adr,
hi ees
demonstrates how t e individual firm baselines were s t given f r
h
e,
i m-specific
c i e i . I also shows t a declines i the l v l of aggregate emissions i the
rtra t
ht
n
ee
n
RECLAIM program w l be more binding on c r a n f r s even within the
il
eti im,
same industry group. The variable "co t o technology" i d c t s the extent
nrl
niae
t which a firm has invested i BACT c n r l technology. Since BACT
o
n
oto
represents a very co t y regulatory requirement, t i control technology i
sl
hs
s
expected t correspond t high marginal c of abatement ( e figure 1
o
o
ost
se
,
m c BACT)- BACT f c l t e are t e e o e expected t be more l k l
aiiis
hrfr
o
iey
p r i i a t i the market f r emission c e i s than non-BACT firms since
atcpns n
o
rdt
they have already exhausted low-cost technology-based emission reduction
otos
pin.
Even within t e same industry the magnitude of required emission reductions
h
v r e widely across firms ( i u e 2 . Some f c l t e are already cleaner than
ais
fgr )
aiiis
o h r , and the firms t a must reduce t e r emission l v l most aggressively
tes
ht
hi
ees
FRB CHICAGO Working Paper
August 1994, WP-1994-11




9




are going t need t take d a t c st p t ensure compliance. I emission
o
o
rsi es o
f
reductions can be accomplished by i s i u i g a reasonable low-cost
ntttn
technological s l t o , these firms may end up generating surplus c e i s t a
ouin
rdt ht
can be t a e . The revenue generated through the s l of these c e i s could
rdd
ae
rdt
be used f r f r h rabatement e f r s On the other hand, i reductions through
o ute
fot.
f
technology are too c s l , firms with heavily polluting f c l t e may end up
oty
aiiis
needing t purchase c e i s i order t meet annual reduction l v l . The
o
rdt n
o
ees
variable " i m s reduction" measures a f r ' average percentage reduction i
fr'
ims
n
baseline emission req i e . I i expected t be pos t v l r l
urd
t s
o
i i e y e ated t the
o
likelihood of t a e occurring.
rds
A sm
i ilar argument applies a the industry l v l As shown i Table 2 NOx
t
ee.
n
,
emissions are heavily concentrated i c r a n i d s r e . I i expected t a
n eti nutis t s
ht
firms i these i d s r e w l be a tive p r i i a t i the market since they
n
nutis il
c
atcpns n
need t generate the g e t s quantity of reductions. The variable "industry"
o
raet
dummies the heaviestpollu i g industries.^
tn
Investments i pollution abatement, e g continuous emissions monitoring
n
..
systems or continual process monitoring systems, can involve s b t n i l
usata
amounts of money and resources. I seems reasonable t assume t a l r e
t
o
ht agr
firms have e s e access t research s a f regulatory engineers, and c p t l
air
o
tf,
aia
than smaller f r s Market-based programs, l k RECLAIM may successfully
im.
ie
lower compliance c
osts and yet f i t reduce those scale and scope
al o
requirements t a pose the g e t s obstacles t small firm compliance
ht
raet
o
(Robinson 1993, pp. 17 ) From t a perspective one would expect la g r
9.
ht
re
firms t be more l k l t t
o
i e y o rade since they are more l k l t be able t i vest
iey o
o n
i advanced abatement technology. We measure "firm s z " by employment.
n
ie
The choice of compliance methods, and therefore p r i i a i n i the market
atcpto n
for RTC w l a depend on the a i i y of the firm t reduce emissions by
i l lso
blt
o
trading emission c e i s between is own f c l t e i the RECLAIM a e .
rdt
t
aiiis n
ra
This s -called i t r a trading can be p r i u a l a t a t v since the firm
o
nenl
atclry trcie
does not have t disclose the same degree of information, which could
o
possibly reveal production c a a t r s i s t competitors or the public i
hrceitc o
n
g n ral, as i would i the case of an external t a e ^ As the number of a
ee
t
n
rd.
firm’ f c l t e i the RECLAIM area i c e s s the options f r i t r a
s aiiis n
nrae,
o nenl
trading increase as w l . Since we expect these i t r a t a not t be
el
n e n l r des
o

FRB CHICAGO Working Paper
August 1994, WP-1994-11

10

repor e , an increase i t a v riable would lead t a reduction i t e
td
n ht a
o
n h
likelihood i observed t a e .
n
rds

IV. Outlook
Unfortunately, very few t a e have been recorded i th RECLAIM NOx
rds
n e
market t d t . That has prevented us from t s i g our model. Once actual
o ae
etn
t a e w l have occurred i s f i i n numbers, we w l be able t empirically
rds il
n ufcet
il
o
analyze t e data s t of the 390 p r i i a i g establishments within a limited
h
e
atcptn
dependent var a l framework. One datapoint w l represent a sin l trade by
ibe
il
ge
ap r i u a f r .
atclr im
The following e f c s have been mentioned i connection with the slow s a t
fet
n
tr
of the t
rading of NOx RTCs a t e outset ofRECLAIM. The r s l e c of th
t h
eiine
e
recession i southern California i essence means t a the current actual
n
n
ht
production l v l are low enough f r many firms so t a the required
ees
o
ht
reduction i permitted emissions i not yet a binding c n t a n .^
n
s
osrit
The RTCs, representing a source-specific endowment of pollution c e i s are
rdt,
allocated f e of charge. A t r a i e y they could have been auctioned o f
re
lentvl,
f.
That " r e a l c t o might well reduce th willingness of sources t s l
fe" loain
e
o el
t e rc e i s as the opportunity cost of holding them seems very sma l Also,
hi rdt,
l.
firms probably want t gather more information on the workings of the
o
market, esp c a l a the beginning of a new regulatory regime, such as
eily t
RECLAIM.
F n l y a s e i l s a t u e f c i provided by the f a u e of two overlapping
ial, pca tr-p fet s
etr
trading c c e . I w l not be u t lJuly ’ t a t e e t r a l c t o of permits
yls t il
ni
94 h t h n i e l o a i n
w l be t a e b e
il
rdal.
Judgements on the ultimate success of market-based programs such a
s
RECLAIM w l depend upon the vantage point t k n From our point of
il
ae.
view, i i i t e i t r s of the individual firm t have the option of a markett s n h neet
o
based s l t o . That allows i t minimize compliance cost r l t v t other
ouin
to
eaie o
forms of r g l t o . I firms are able t make t e r choice of regulatory
euain f
o
hi
compliance p r of t e rproduction decision r t e than having t t e t i as an
a t hi
ahr
o ra t
add on t production considerations, they w l be able t develop s e i i
o
il
o
pcfc
p a s based on t e rdet i e knowledge of production options and associated
ln,
hi
ald
c s s i order t meet t e rcompliance requirements.
ot, n
o
hi

FRB CHICAGO Working Paper
August 1994, WP-1994-11




11

Empirical research on the determinants of i
ndividual f r s decisions t t a e
im'
o rd
emission c e i s w l be important t evaluate the ac u l workings of the
rdt il
o
ta
market-based approach as well as t possibly i e t f c i e i t consider as
o
d n i y rtra o
these new regulatory approaches are being more widely developed and
implemented.

FRB CHICAGO Working Paper
August 1 994,WP-1994-11




12

Figure 1
Cost minimizing control of pollution with permit trading
$ui
/nt

FRB CHICAGO Working Paper
August 1994, WP-1994-11




Figure 2
Start-interim-end NOx allocations for three SIC 1311 facilities
tons of NOx emissions

Source: SCAQMD, "RECLAIM", vol. 1 & 2. Final, 1993.

FRB CHICAGO Working Paper
August 1994, WP-1994-11




Table 2

RECLAIM data-SIC sorted by size of initial NOx allocations
Start
SIC
Misc. Manufacturing
Pipeline excl. natural gas
Apparel, other textile
Misc. repair
Administration o f environment
Furniture, fixtures
Motor freight
Government excl. finance
W holesale trade, nondurable
Food store
Mining, non-metallic excl. fuels
Lumber, wood
Administration o f economic programs
Heavy construction excl. buildings
Instruments
Personal services
Engineering, accounting professional
Unclassified
Industrial machinery
Rubber, misc. plastics
Electronics
Depository institutions
Hotels, lodging
Business services
Wholesale trade, durahle
Construction, specialty trade
Printing, publishing
Textile, m ill products
Transportation, air
Food, kindred products
Amusement
Transportation equipment
Fabricated metals
Chemicals, allied products
National security
Primary metals
Paper allied products
Oil, gas extraction
Stone, d ay, glass
Petroleum, coal products
Electricity, gas, sanitary
TOTALS

3900
4600
2300
7600
9500
2500
4200
9100
5100
5400
1400
2400
9600
1600
3800
7200
8700
3500
3000
3600
6000
7000
7300
5000
1700
2700
2200
4500
2000
7900
3700
3400
2800
9700
3300
2600
1300
3200
2900
4900

Allocation

percent

% of start

% o f end

Allocation reduction # facilities

End

allocation

allocation

3.5
3.7
3.9
4.3
6.0
9.3
10.8
11.2
13.5
18.4
18.6
19.3
21.3
24.5
28.2
30.3
32.4
34.5
36.6
42.0
44.9
45.0
51.3
53.6
56.4
71.1
119.9
129.8
207.8
242.4
271.7
342.6
521.0
557.5
632.4
893.4
1290.4
2762.7
4543.7
12013.7
12311.5

1.5
2.6
2.1
0.9
0.4
3.2
4.1
0.8
9.3
8.3
0.9
0.9
1.1
1.2
6.8
9.9
23.4
18.6
19.0
19.8
21.2
16.0
6.7
38.7
10.8
7.2
57.7
72.1
22.8
130.1
158.0
144.9
130.4
314.4
128.8
321.5
348.6
389.9
993.3
3471.1
2443.8

57.1
27.8
47.8
78.7
92.8
65.3
61.6
92.8
30.7
55.1
95.2
95.2
94.9
95.1
75.9
67.2
27.7
46.0
48.1
52.8
52.7
64.4
86.9
27.8
80.9
89.9
51.9
44.4
89.0
46.3
41.9
57.7
75.0
43.6
79.6
64.0
73.0
85.9
78.1
71.1
80.2

37528.5

9359.1

75.1

1
1
1
1
1
1
1
1
4
4
2
1
2
1
3
5
1
3
6
10
6
2
3
1
5
3
4
19
3
30
2
20
22
22
7
27
16
34
33
37
44
388

0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.2
0.2
0.3
0.3
0.6
0.6
0.7
0.9
1.4
1.5
1.7
2.4
3.4
7.4
12.1
32.0
32.8

0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.1
0.1
0.0
0.0
0.0
0.0
0.1
0.1
0.3
0.2
0.2
0.2
0.2
0.2
0.1
0.4
0.1
0.1
0.6
0.8
0.2
1.4
1.7
1.5
1.4
3.4
1.4
3.4
3.7
4.2
10.6
37.1
26.1

100.0

100.0

Source: SCAQMD, "RECLAIM", Vol. 1 & 2, Final, 1993.

FRB CHICAGO Working Paper
August 1994, WP-1994-11




15

Table 3
Expected effects of explanatory variables
independent variable

effect on the likelihood of trade occurring

control technology
[% of BACT facilities per firm]

+

firm's reduction
[avg. %reduction in baseline emissions reqd.]

+

firm size
[employment]

+

industry
["dirty" SIC dummy]

+

# of facilities in basin

FRB CHICAGO Working Paper
August 1994, WP-1994-11




16

F o o tn o te s
*Generally two categories of incentive-based policies are distinguished: marketable permits and
emission charges (see e.g. Hahn 1989a). Both o f these differ from the command and control
approach which specifies the technology a firm has to use in order to comply with regulations.

^Nonattainment areas are defined as areas that do not meet the federally mandated national
ambient standards
^A good example o f this was recently shown at the Amoco refinery in Yorktown, Virginia. A
pilot study, undertaken jointly by Amoco and EPA, reached the conclusion that relatively low-cost
reductions in emissions could be made by altering the fuel loading procedures and technology at
the facility. But due to existing command and control regulation Amoco was forced to pursue
more expensive reductions on specific regulated equipment It was not in Am oco’s interest to
either pursue or even reveal the existence o f these potential low cost reductions since it would be
likely to bring additional regulation (Solomon 1993).
^Related research on the subject also includes the effects of transactions costs on em issions
markets (Stavins 1994); as well as an examination of the effect o f markets on aggregate
compliance costs and environmental quality (SCAQMD 1993) and o f the political feasibility of
using market based tools as part o f a regulatory scheme (Hahn 1989b).
^"In the long run, the effect of public policies on technological change may be among the most
important determinants of success in environmental protection". (Hahn and Stavins 1992, p. 466).
^Similar proposals are under consideration in Massachusetts, Illinois, Wisconsin, Texas, Ontario,
and British Columbia (see Carlson and Sholtz 1994, p. 15).
7SCAQMD 1993; Carlson and Sholtz 1994, p. 18.
®It went into operation Januaiy 1 1994. Currently rules are being written on how to deal with
reducing the VOC emissions.
^However, permitted stationary sources account for only 17 percent o f the inventory of NOx
emissions in the Basin. The largest category contributing to NOx emissions are mobile and o ff­
road mobile sources (Carlson and Sholtz 1994, p. 17).
l^That represents an average 8.3% annual reduction per source.
* *That could easily lead to 30 or 40 permits per facility.
^ U n d er command and control regulation, each year between 15 and 20 new rules were issued. It
needs to be mentioned that the RECLAIM program has a built in backstop provision that requires
a change in the regulatory procedure if the required emission reduction targets are not met.
l^Hahn and Hester (1989) point out the importance of a proper emissions baseline. "If the
baseline involves a large amount o f permitted emissions that are not actually produced (at a
particular point in time), then the potential for an adverse environmental impact is significant; if
the baseline reflects a realistic assessment of actual emissions, then the potential for
environmental harm is slight" (p. 151).
^W ithin the command and control framework, permits were issued with reference to a
technology standard. They were based on potential emissions to be expected from that particular
piece of equipment; however, the regulators often had no idea what the actual em issions were.
l^A. Ganguli, Senior Manager SCAQMD; presentation at 2nd Regional Emissions Trading
Conference, January 27-28 1994, Chicago IL.

FRB CHICAGO Working Paper
August 1994, WP-1994-11




17

*^The actual modelling will depend on the number of observations available; with sufficient data
one could differentiate between industries at a more disaggregate level.
^ A n external trade refers to a trade with a different company.
IBr TC s were allocated on basis o f a baseline that itself was based on a recession-neutral emission
level. Given the historical volatility o f the Midwest economy this influence too will have to be
considered in its effect on trading activity in that region.

FRB CHICAGO Working Paper
August 1994, WP-1994-11




18

R e fe re n c e s
Carlson, Dale A.; Anne M. Sholtz. 1994. RECLAIM: Lessons from Southern
California for Environmental Markets. Journal of Environmental Law and
Practice 1(4): 15-26.
Cropper, Maureen L. Wallace E. Oates. 1992. Environmental Economics: a
survey. Journal of Economic Literature XXX:675-740.
Downing, Paul B., Lawrence J. White. 1986. Innovation in Pollution Control.
Journal of Environmental Economics and Management 13:18-29.
Foster, Vivien; Robert Hahn. 1994. ET in L.A.: Looking Back to the Future.
ENRP Project 88/Round II Project Report P-94-01, Kennedy School of
Government, Harvard University.
Hahn, Robert W. 1989a. Economic prescriptions for environmental problems:
how the patient followed the doctor's orders. Journal of Economic
Perspectives 3(2):95-114.
Hahn, Robert W. 1989b. A Primer on Environmental Policy Design.
Harwood: New York.
Hahn, Robert W.; Gordon L. Hester. 1989. Where did all the markets go? An
analysis of EPA's emissions trading program. The Yale Journal on Regulation
6:109-153.
Hahn, Robert W., Robert N. Stavins. 1992. Economic Incentives for
Environmental Protection: integrating theory and practice. American
Economic Review 82(2):446- 468.
Malueg, David A. 1989. Emission credit trading and the incentive to adopt
new pollution abatement technology. Journal of Environmental Economics
and Management 16:52-57.111
Milliman, Sott R., Raymond Prince. 1989. Firm incentives to promote
technological change in pollution control. Journal of Environmental
Economics and Management 17:247- 265.
Robinson, Kelly. 1993. The regional economic impacts of marketable permit
programs: the case of Los Angeles; in: Richard F. Kosobud, William A. Testa,
Donald A. Hanson (editors) Cost Effective Control of Urban Smog; Federal
Reserve Bank of Chicago.
Solomon, Caleb. 1993. Cleaning the air. Wall Street Journal. March 29
1993, p. A l.
FRB CHICAGO Working Paper
August 1994, WP-1994-11




19

South Coast Air Quality Management District. RECLAIM. Vol. 1-2. October,
1993.
Stavins, Robert N. 1994. Transaction costs and the performance of markets
for pollution control. Paper presented at the American Economics
Association Meeting, Boston, MA, January 1994.

FRB CHICAGO Working Paper
August 1994, WP-1994-11




20

Working Paper Series
A series of research studies on regional economic issues relating to the Seventh Federal
Reserve District, and on financial and economic topics.

REGIONAL ECONOMIC ISSUES
Estimating Monthly Regional Value Added by Combining Regional Input
With National Production Data

WP-92-8

Philip R. Israilevich and Kenneth N. Kuttner

Local Impact of Foreign Trade Zone

WP-92-9

D a vid D . W eiss

Trends and Prospects for Rural Manufacturing

WP-92-12

W illiam A. Testa

State and Local Government Spending-The Balance
Between Investment and Consumption

WP-92-14

R ichard H. M attoon

Forecasting with Regional Input-Output Tables

WP-92-20

PJZ. Israilevich, R. M ahidhara, and G J D . H ewings

A Primer on Global Auto Markets

WP-93-1

P aul D . B allew and R obert H. Schnorbus

Industry Approaches to Environmental Policy
in the Great Lakes Region

WP-93-8

D a vid R. A llardice, R ichard H . M attoon and William A. Testa

The Midwest Stock Price Index-Leading Indicator
of Regional Economic Activity

WP-93-9

William A. Strauss

Lean Manufacturing and the Decision to Vertically Integrate
Some Empirical Evidence From the U.S. Automobile Industry

WP-94-1

Thomas H. K lier

Domestic Consumption Patterns and the Midwest Economy

WP-94-4

R obert Schnorbus and Paul B allew




1

W alking paper series continued
To Trade or Not ot Trade: Who Participates in RECLAIM?

WP-94-11

Thomas H. K lier and R ich ard H. M attoon

ISSUES IN FINANCIAL REGULATION
Incentive Conflict in Deposit-Institution Regulation: Evidence from Australia

WP-92-5

E dw ard /. K ane and G eorge G. Kaufman

Capital Adequacy and the Growth of U.S. Banks

WP-92-11

H erbert B aer and John M cE lravey

Bank Contagion: Theory and Evidence

WP-92-13

G eorge G. Kaufman

Trading Activity, Progarm Trading and the Volatility of Stock Returns

WP-92-16

Jam es T. M oser

Preferred Sources of Market Discipline: Depositors vs.
Subordinated Debt Holders

WP-92-21

D ou glas D . E vanoff

An Investigation of Returns Conditional
on Trading Performance

WP-92-24

Jam es T. M oser and Jacky C. So

The Effect of Capital on Portfolio Risk at Life Insurance Companies

WP-92-29

E lijah B rew er III , Thomas H . M ondschean, and P hilip E. Strahan

A Framework for Estimating the Value and
Interest Rate Risk of Retail Bank Deposits
D a v id E. Hutchison , G eorge G. Pennacchi

WP-92-30

Capital Shocks and Bank Growth-1973 to 1991

WP-92-31

H erbert L. B aer and John N. M cE lravey

The Impact of S&L Failures and Regulatory Changes
on the CD Market 1987-1991

WP-92-33

Elijah B rew er a nd Thomas H. M ondschean




2

Working paper series continued
Junk Bond Holdings, Premium Tax Offsets, and Risk
Exposure at Life Insurance Companies

WP-93-3

Elijah B rew er III and Thomas H. M ondschean

Stock Margins and the Conditional Probability of Price Reversals

WP-93-5

P aul Kojm an and Jam es T. M oser

Is There Lif(f)e After DTB?
Competitive Aspects of Cross Listed Futures
Contracts on Synchronous Markets

WP-93-11

P aul Kojm an, Tony Bouwman and Jam es T. M oser

Opportunity Cost and Prudentiality: A RepresentativeAgent Model of Futures Clearinghouse Behavior

WP-93-18

H erbert L. B aer, Virginia G. France and Jam es T. M oser

The Ownership Structure of Japanese Financial Institutions

WP-93-19

H esna Genay

Origins of the Modem Exchange Clearinghouse: A History of Early
Clearing and Settlement Methods at Futures Exchanges

WP-94-3

Jam es T. M oser

The Effect of Bank-Held Derivatives on Credit Accessibility

WP-94-5

Elijah B rew er III, B ernadette A. M inton and Jam es T. M oser

Small Business Investment Companies:
Financial Characteristics and Investments

WP-94-10

Elijah B rew er III and H esna Genay

MACROECONOMIC ISSUES
An Examination of Change in Energy Dependence and Efficiency
in the Six Largest Energy Using Countries-1970-1988

WP-92-2

J a ck L . H ervey

Does the Federal Reserve Affect Asset Prices?

WP-92-3

Vefa Tarhan

Investment and Market Imperfections in the U.S. Manufacturing Sector

WP-9 2-4

P aula R. Worthington




3

Working paper series continued
Business Cycle Durations and Postwar Stabilization of the U.S. Economy

WP-92-6

M ark W. Watson

A Procedure for Predicting Recessions with Leading Indicators: Econometric Issues
and Recent Performance

WP-92-7

Jam es H. Stock and M ark W. Watson

Production and Inventory Control at the General Motors Corporation
During the 1920s and 1930s

WP-92-10

A nil K . Kashyap and D a v id W. W ilcox

Liquidity Effects, Monetary Policy and the Business Cycle

WP-92-15

L aw rence J. Christiano and M artin Eichenbaum

Monetary Policy and External Finance: Interpreting the
Behavior of Financial Flows and Interest Rate Spreads

WP-92-17

Kenneth N. Kuttner

Testing Long Run Neutrality

WP-92-18

R obert G. King and M ark W. Watson

A Policymaker’s Guide to Indicators of Economic Activity
C harles E vans , Steven Strongin, and Francesca Eugeni

WP-92-19

Barriers to Trade and Union Wage Dynamics

WP-92-22

Ellen R. Rissman

Wage Growth and Sectoral Shifts: Phillips Curve Redux

WP-92-23

Ellen R. Rissman

Excess Volatility and The Smoothing of Interest Rates:
An Application Using Money Announcements

WP-92-25

Steven Strongin

Market Structure, Technology and the Cyclicality of Output

WP-92-26

Bruce Petersen and Steven Strongin

The Identification of Monetary Policy Disturbances:
Explaining the Liquidity Puzzle

WP-92-27

Steven Strongin




4

Working paper series continued
Earnings Losses and Displaced Workers

WP-92-28

Louis S. Jacobson , R obert J. LaLonde, and D aniel G. Sullivan

Some Empirical Evidence of the Effects on Monetary Policy
Shocks on Exchange Rates

WP-92-32

M artin Eichenbaum and C harles Evans

An Unobserved-Components Model of
Constant-Inflation Potential Output

WP-93-2

Kenneth N. Kuttner

Investment, Cash Flow, and Sunk Costs

WP-93-4

Paula R. Worthington

Lessons from the Japanese Main Bank System
for Financial System Reform in Poland

WP-93-6

Takeo Hoshi, Anil K ashyap, and G ary Loveman

Credit Conditions and the Cyclical Behavior of Inventories

WP-93-7

Anil K . K ash yap , O wen A. Lam ont and Jerem y C . Stein

Labor Productivity During the Great Depression

WP-93-10

M ichael D . Bordo and C harles L. Evans

Monetary Policy Shocks and Productivity Measures
in the G-7 Countries

WP-93-12

Charles L. Evans and Fernando Santos

Consumer Confidence and Economic Fluctuations

WP-93-13

John G. M atsusaka a n d A rg ia M. Sbordone

Vector Autoregressions and Cointegration

WP-93-14

M ark W. Watson

Testing for Cointegration When Some of the
Cointegrating Vectors Are Known

WP-93-15

M ichael T. K . Horvath and M ark W. Watson

Technical Change, Diffusion, and Productivity

WP-93-16

Jeffrey R. Cam pbell




5

Walking paper series continued
Economic Activity and the Short-Term Credit Markets:
An Analysis of Prices and Quantities

WP-93-17

Benjamin M. Friedman and Kenneth N. Kuttner

Cyclical Productivity in a Model of Labor Hoarding

WP-93-20

A rgia M. Sbordone

The Effects of Monetary Policy Shocks: Evidence from the Flow of Funds
/. C hristiano , M artin Eichenbaum and Charles Evans

WP-94-2

Algorithms for Solving Dynamic Models with Occasionally Binding Constraints

WP-94-6

Law rence

Law rence J. Christiano and Jonas D M . Fisher

Identification and the Effects of Monetary Policy Shocks

WP-94-7

L aw rence J. C hristiano , M artin Eichenbaum and Charles L. E vans

Small Sample Bias in GMM Estimation of Covariance Structures

WP-94-8

Joseph G. Altonji an d L ew is M . Segal

Interpreting the Procyclical Productivity of Manufacturing Sectors:
External Effects of Labor Hoarding?

WP-94-9

A rgia M . Sbordone

Small Sample Properties of Generalized
Method of Moments Based Wald Tests

WP-94-12

C raig Burnside and M artin Eichenbaum




6