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MIDWEST INFRASTRUCTURE

THE FEDERAL RESERVE BANK
OF CHICAGO

DECEMBER 2002
NUMBER 184c

Chicago Fed Letter
Maintaining and financing infrastructure in tough
budgetary times
by Richard Mattoon, senior economist

Significant declines in expected revenues are forcing states to make dramatic cuts
to their budgets; this makes it all the more critical to carefully assess which particular
investments should be made. A recent conference at the Chicago Fed challenged
policymakers to explore methods for pricing and managing our infrastructure assets
to ensure that infrastructure investments are efficient and productive.

Preliminary evidence suggests
that state fiscal positions continue to deteriorate. With
operating budgets strained,
investment in infrastructure
may suffer.

On September 25, 2002, participants
from government, academia, and business gathered at the Federal Reserve
Bank of Chicago to discuss the role of
infrastructure in the growth of the economy. The conference, cosponsored by
the National Association of State Budget Officers (NASBO), was designed
to assess the condition of the region’s
infrastructure and to discuss approaches to valuing, maintaining, and investing in these assets. This was the fourth
conference in the Chicago Fed’s Midwest Infrastructure Program.
In his welcoming remarks, Michael H.
Moskow, president and chief executive
officer of the Chicago Fed, noted that
infrastructure systems, such as roads,
water systems, energy and telecommunications, are critical to the economic
health of any region. Moskow added
that infrastructure is one function that
the public counts on government to
provide. However, many analysts believe
we are under-investing in these critical
assets. Moskow pointed out that steep
drops in expected revenues are forcing
states to make dramatic cuts to their budgets and that this is making it all the
more critical to carefully assess which
particular investments should be made.
He challenged the conference participants to explore methods for pricing

and managing our infrastructure assets
to ensure that infrastructure investments
are efficient and productive.
Scott Pattison, executive director of conference cosponsor, NASBO, noted in
his opening remarks that the conference
was particularly timely given the extraordinarily difficult budget challenges facing the states. While last year’s budget
strain was very painful, most states have
managed to balance their budgets without massive program cuts or tax increases. Preliminary evidence suggests
that conditions continue to deteriorate
and that next year’s state fiscal positions
will be even worse. With operating budgets being strained, there is a concern
that investments in infrastructure may
suffer. Pattison said that in this context,
it is particularly important that policymakers understand the contribution of
infrastructure to their state’s economy.
What is the condition of the basic
infrastructure of the region?

Rick Mattoon, a senior economist at the
Chicago Fed, provided an overview of
the condition of the basic infrastructure
assets of the five states (Illinois, Indiana,
Iowa, Michigan, and Wisconsin) that
comprise the Seventh Federal Reserve
District. While the condition of roads,
water systems, and buildings is generally
Federal Reserve Bank of Chicago

1

similar to that of the rest of the nation,
various measures do suggest that the condition of the Midwest’s infrastructure assets could be improved upon (see figures
1 and 2). For example, Illinois, Iowa, and
Wisconsin all reported slightly over 35%
of their road pavement as being in either poor or mediocre condition. The
national average is 27%. Indiana and
Michigan fared only slightly better, reporting scores of 24% and 34%.
Mattoon noted that a particular challenge lies ahead related to the drinking
and wastewater systems. The Environmental Protection Agency has estimated
that over the next 20 years, $137 billion
will be needed to improve drinking water
systems and $139 billion for wastewater
systems. In the Seventh District, estimated costs for improving drinking water
are $5.3 billion in Illinois, $1.7 billion
in Indiana, $2.3 billion in Iowa, $4.4
billion in Michigan, and $1.9 billion in
Wisconsin. Estimates for wastewater infrastructure costs are $11.2 billion in
Illinois, $5.3 billion in Indiana, $1.2
billion in Iowa, $5.1 billion in Michigan,
and $2.3 billion in Wisconsin.
One source of relatively good news for
the District is the states’ capital management practices. A 2001 study by
Governing magazine found that District
states are making progress in establishing the systems that will help track the
condition of their infrastructure and are
taking steps to catch up on their maintenance backlog. District state scores
ranged from a high of A– in Michigan
to a low of B– in Indiana. High marks
were not necessarily given to states that
had the best infrastructure, but rather
to those that were establishing systems
for assessing their infrastructure condition and maintaining their infrastructure assets. For example, the study found
that general infrastructure conditions in
Indiana were pretty good but faulted the
state for funding too much infrastructure
out of surplus general operating funds
rather than any dedicated capital account.
Infrastructure and economic
development

Next, Geoffrey Hewings, director of
the Regional Economics Applications

2

Laboratory at the Universi1. Roads in poor or mediocre condition, 2001
ty of Illinois, presented evipercent
dence of the changing role
40
(and growing importance)
of transportation infrastructure in the Midwest econo30
my. Hewings emphasized
that various parts of the region have become increas20
ingly interrelated due to
fragmentation of production. This changing relation10
ship between producers
and suppliers has made
0
transportation infrastrucIllinois
Indiana
Iowa
Michigan Wisconsin
U.S.
ture a critical component
SOURCE: American Society of Civil Engineers, 2001, Report Card for
in reducing costs and enAmerican Infrastructure, Reston, VA.
hancing competitiveness.
For example, in the Chicago
trade that is so highly reliant on rearea the average firm is more depengional infrastructure. One interesting
dent on external sources of supplies
and external markets than was the case effect of this interstate trade is that the
industrial structure of the Midwest is
in the 1970s and 1980s. This has left
firms more dependent on interregional converging, with more similar industries
trade. The efficiency with which this in- growing in most states. Also, like any
ter-regional trade is conducted is large- good trading relationship, gains in one
state’s exports have beneficial effects
ly dependent on a well-functioning
for other states in the region.
transportation network. In this context,
Hewings stressed that transportation
Finally, Hewings warned about the efinfrastructure should be seen as an infect that bottlenecks in transportation
put to efficient production in compecould have on the economic developtition with other inputs such as raw
ment of the region. For example, if the
materials, labor, and capital.
Chicago railroad transportation system
Hewings cited empirical evidence that were constrained at its 2005 capacity,
transportation infrastructure is a major Hewings estimates such a bottleneck
would cost the region almost $2 billion
contributor to economic growth and
that regions that provide more of these in lost output and nearly 18,000 jobs
services dominate growth. In addition, by 2020.
increases in interstate and internationChicago’s railroad freight infrastructure
al trade have changed the Midwest’s
was the topic of the presentation by
relationship with the rest of the world
Karyn Romano, transportation director
over the last 20 years. He presented a
with the Metropolitan Planning Counmodel for describing the changing recil. The council was the lead agency in
lationship between producers and supa coalition of groups that produced a
pliers, which is driving the growth in
2001 study, “Critical Cargo,” which suginter-regional trade.
gested a regional strategy for enhancing
Hewings emphasized the importance of the freight transit system. Romano notthis trade to the Illinois economy, not- ed Chicago’s dominant role as a freight
hub. The freight system contributes $8
ing that it dwarfs international trade
billion to the region’s economy and is
in the region; Hewings estimates that
responsible for 117,000 jobs. Chicago
it is nearly four to five times larger in
is the third largest intermodal shipping
value. For example, in 1997, Illinois interstate commodity trade was $224 bil- hub in the world, with over half of total
U.S. container traffic passing through
lion compared with $34 billion for
international trade. It is this interstate the region. Romano reported that freight

Chicago Fed Letter Midwest Infrastructure December 2002

volumes are expected to rise significantly through 2020; however, the system needs significant improvements to
ensure Chicago’s premier position in
moving freight.
The current system is burdened by congestion and engineering problems, such
as an excessive number of railroad grade
crossings. Average train speeds across
the region range from 6.8 miles per hour
to 12 miles per hour. Average truck
speeds are under 15 miles per hour. The
region has 1,953 railroad grade crossings and must support 3,500 daily truck
trips between rail yards. The system also
lacks efficiency in terms of transferring
rail freight. Freight transfer often re-

Second, the report recommends aggressively pursuing federal funding.
Strategies for securing federal funds
include heightening the awareness of
the region’s role as an interstate and
global commerce center that contributes
to U.S. economic growth and targeting
funds from the reauthorization of
TEA-21 (the Transportation Equity Act
for the 21st Century) in October 2003.
Finally, it recommends creating a regional public/private freight entity to
help manage the region’s freight system.
Options for such an entity could include
a fourth Regional Transit Authority service board, a stand-alone regional freight
authority, a consolidated port authority, or a regional coordinating council.

2. Deficient or obsolete bridges, 1999

Romano concluded by suggesting several regional
benefits from an improved
freight system, including
economic growth, dominance as a freight transportation center, coordinated
transportation and development, less rail and road
congestion, and lower cost
of goods.

percent
40

30

20

10

0
Illinois

Indiana

Iowa

Michigan Wisconsin

U.S.

How productive
are infrastructure
investments?

American Society of Civil Engineers, 2001, Report Card for
American Infrastructure, Reston, VA.
SOURCE:

quires the use of trucks rather than a
more efficient system that would operate from one train to another train.
Romano noted that the study makes
three recommendations for improving
the region’s rail infrastructure. First,
there is a need to organize public and
private support for a package of capital
improvements, including establishing
a freight corridor, building grade separations, and upgrading intermodal connector routes. The region’s existing
freight corridors are at or near capacity
and various proposals exist for building
an additional fright corridor. Recently,
California has used public and private
funding to build the Alameda freight corridor to improve its freight congestion.

The last panel of the morning discussed the productivity of infrastructure
investments. Senior economist John
Fernald of the Chicago Fed presented
his research on the returns to investments in highways. The correlation
between the value of road stock and
changes in labor productivity since World
War II has interested macroeconomists
as a research question. The challenge
has been to establish the causality of
this relationship. Does public capital
increase productivity or does increased
productivity encourage new investments
in public capital? It is also possible that
this is a spurious correlation or reflects
a set of common factors affecting both
measures.
Fernald summarized the macroeconomic literature as being split in its findings.

Studies have found highway investments to be either enormously productive (Aschauer, Munell, and others)
or unproductive or counterproductive.
Fernald also outlined the advantages
and disadvantages of aggregate econometric studies. On the plus side, aggregate studies help measure whether
individual projects provide widespread
benefits. In particular, network benefits
that may be difficult to capture on the
individual project basis may be easier
to measure in aggregate studies. On the
negative side, aggregate studies have
statistical problems disentangling cause
and effect and often yield imprecise
estimates. Perhaps most importantly for
policymakers, aggregate studies don’t
tell you much about where to spend
the marginal infrastructure dollar.
In his research, Fernald attempts to measure the relationship between roads and
productivity by allowing road-building
activities to respond to overall economic conditions. He also tries to relate the
dependence of individual industries on
roads to increases in productivity in their
industry. Presumably, industries with
lots of vehicles use roads more intensively and should receive a significant
benefit from road investment. Finally,
his model allows for roads to be subject to congestion. Fernald’s study finds
that the rate of return for roads was
significantly higher before 1973 (when
the interstate highway system was being built) than in the period that followed. He estimates that before 1973
the return to highway infrastructure
was about 100% per year. He estimates
a rate of return of about 30% per year
since 1973, but this estimate is not statistically significant. Fernald suggested
that while building a first interstate highway system would be highly productive,
building a second system would obviously be more duplicative and less productive. He also finds that vehicle-intensive
industries benefited disproportionately from the interstate highway system,
but the data did not support the view
that roads offer an abnormal return
on the margin. Fernald concluded by
suggesting that the macroeconomic
literature has not made the work of

Federal Reserve Bank of Chicago

3

policymakers much easier. They still
must answer the question of where infrastructure projects make the most
sense and which specific projects at
the margin reflect the best investment.
Randy Eberts, executive director of the
Upjohn Institute, offered his views on
the value of the transportation system
to the region’s economy. Eberts noted
that transportation systems are the backbone of developed market economies
and are essential for getting goods to
market and workers to businesses. Transportation systems also facilitate communication and, since World War II, the
economy has grown increasingly dependent upon highways for both passenger and freight transportation.
Eberts suggested that the key question
in assessing the value of infrastructure
is not whether transportation systems
are important to the economy but rather
whether additional investments in transportation systems contribute to economic growth. Part of the challenge of
answering this question is that economic development is a complex process
affecting income and product generated within a region. Increases in
these factors can in turn lead to gains
in jobs, income, quality of life, environmental preservation, and even sustainable development. Transportation
infrastructure can support these outcomes by improving access to employment or production and improving
connectivity between cities.
Eberts noted that policymakers want
answers to a series of questions regarding how highway investments may aid
the economy. These questions include:
• Does highway investment improve
productivity?
• Does it increase value added (personal income)?
• Does it create new jobs?
• Does it improve environmental
quality?
• Does it enhance the quality of life?
• Does it improve low-wage workers’
access to jobs?

4

Eberts suggested two tools for assessing
the contribution of transportation infrastructure to these economic development goals—benefit–cost analysis and
macro-production function estimates.
Benefit–cost analysis computes a benefit to cost ratio that allows policymakers
the opportunity to rank projects and
choose a cut-off point below which
projects will not be funded. Macro-production functions allow the user to estimate the contribution of the investment
to output and develop rates of return
for various types of investments. Making
these assessments requires understanding the complex relationship between
infrastructure system facility characteristics (such as lane miles, grade and pavement conditions), facility outputs (access,
traffic flow, speed, reliability) and outcomes (productivity, income/output
generation, job creation, and business
location). It also requires understanding and measuring the indirect effects
of the investment and accurate measures
of the infrastructure capital stock. In

super returns to highway projects have
been replaced by normal returns that
are typically less than returns to private
capital. Further, studies have suggested
that the spillover effects from these investments are minimal. However, Eberts
cautioned that individual regions may
be over- or under-investing in transportation depending on the needs of their
economy. While highways are clearly necessary to stimulate growth, they cannot
do so in the absence of other factors.
Finally, Eberts turned to the question of
the decision-making process for transportation investments. He stressed that
in the current environment, coalition
building is critical to gaining support
for infrastructure investments. The
maturity of the transportation system
increases its impact on other areas of
decision-making, such as the environment, noise, traffic flows, and neighborhood safety. Policymakers need to
build coalitions that address these issues in order to gain support for new
road projects.

Congestion is limiting the productivity of many of Chicago’s
infrastructure assets.

particular, the indirect benefits of the
investment can be significant, including spillover of benefits into regions outside the vicinity of the project and the
ability to attract non-transportation-related economic activity. For example,
highways may attract or expand private
capital, make other inputs more productive, or affect environmental quality.
These types of investments can possibly
elevate an economy to a higher stage of
development and clearly can produce
network benefits.
Reviewing the literature on returns to
investment from highways, Eberts noted that recent macroeconomic studies
have provided output elasticity estimates
ranging from 0.04 to 0.08. Generally
speaking, studies suggest that the U.S.
is currently not under-investing in transportation infrastructure. The one-time

Chicago Fed Letter Midwest Infrastructure December 2002

Keynote address—Infrastructure
and Chicago

Keynote speaker Dave Schulz, director
of Northwestern University’s Infrastructure Technology Institute, described the role of infrastructure in
the Chicago economy. Schulz suggested that Chicago’s economy, as well as
much of the Midwest economy, has been
built on big infrastructure. However,
the city and the region seem to be losing that advantage and are facing significant infrastructure challenges. Schulz
noted that infrastructure is what made
Chicago a dominant location in the country. This infrastructure included work
on ports and rivers, pollution control,
potable water, rail construction, public
transportation, airports, and highways.
These investments created assets that
allowed Chicago to thrive.

Most of all, Schulz emphasized that we
need to make big visionary plans that
integrate all phases of the infrastructure
life cycle from planning and design, to
construction, to operations and maintenance, to monitoring and evaluation.
Schulz concluded his push for reinvigorating Chicago’s infrastructure by quoting Teddy Roosevelt, who said “Make
the dirt fly!”

3. Infrastructure-dependent characteristics in the District
7th District share of U.S.
50

40

30

Infrastructure asset management
and accounting

20

10

0
GeoArea
SOURCE :

Population

GDP

Employment

Farm
commodity
and sales

Mfg.
Mfg.
Steel
production employment production

Auto
production

Farm
machinery
production

Federal Reserve Bank of Chicago.

Schulz noted that the profile of the Seventh Federal Reserve District economy
shows that the region has a significant
share of infrastructure-dependent industries (figure 3). Congestion is limiting the productivity of many of the assets
that these industries depend on. For
example, regional airport capacity needs
to be expanded. Interstates and tollways
need greater capacity and rebuilding.
New infrastructure is needed to deal
with suburban and exurban (development that is neither fully urban nor
rural) congestion. In addition, existing
mass transit needs rehabilitation and
expansion. Other infrastructure needs
are improvements to freight systems,
renewing older urban infrastructure,
ensuring a reliable energy supply, and
sorting out telecommunications. Schulz
suggested that a particular opportunity
for the region would be a high-speed
rail network linking midwestern cities.
He added that this could help integrate
the region’s economy, while maintaining Chicago’s dominance as its hub.
In conclusion, Schulz asked, “Why can’t
we build big infrastructure any more?”
He suggested that the region suffers
from a loss of vision and has come to
take its infrastructure for granted.
The public has also lost confidence in

government to carry out large projects
efficiently. He also suggested the growing amount of litigation in our society
has allowed veto power for projects to
be ceded to a small minority in many
cases. In particular, we have been unable to confront land use issues.
To overcome these obstacles and start
building infrastructure again, Schulz
suggested several strategies. Among
these were:
• Educating people about the importance of infrastructure;
• Restoring public confidence in the
infrastructure industry;
• Taking measures to mitigate negative impacts from projects;
• Building interdisciplinary project
teams (whose disciplines include engineering, finance, environmental,
planning, public relations/political
science, management, and legal) to
design and build infrastructure;
• Investigating sustainable development strategies that require smaller
infrastructure investments; and
• Taking advantage of technological
innovation in designing and building projects.

The next conference session addressed
best practices for infrastructure asset
management. Roemer Alfelor from the
Office of Asset Management of the Federal Highway Administration described
work underway to provide guidance to
states on how to best manage their
transportation assets. Alfelor provided
a definition of asset management as a
“strategic approach to optimal allocation of resources for the management,
operation, and preservation of transportation infrastructure.” A good asset management system creates a feedback loop
that links six key elements, ranging
from data collection and inventory
through performance monitoring, and
developing alternatives to program development, implementation, and monitoring. Asset management is becoming
easier as new tools and analytic techniques are available that improve the
quality of information necessary for
decision support. Some of these tools
and techniques include new data collection technologies such as ground
penetrating radar, acoustic devices,
videolog and photolog systems, global
positioning systems, and portable data
recorders. Some of the analytic tools
available include benefit–cost analysis,
resource allocation/trade-off analysis,
deterioration modeling, performance
evaluation, and life-cycle cost analysis.
There are also new information technology tools available.
Alfelor reported that state departments
of transportation are beginning to adopt
asset management programs, particularly since the public is demanding greater
accountability for maintaining the roads.
Among the lead states in adopting asset

Federal Reserve Bank of Chicago

5

management is Michigan. Alfelor said that
the importance of asset management has
risen as our highway infrastructure has
aged and states have taken on a larger
role in highway maintenance. He concluded by noting that it is the role of
the Office of Asset Management to provide technical assistance and leadership
in encouraging states to use asset management principles.
James Fountain, assistant research director for the Government Accounting Standards Board (GASB), followed with a
presentation on the impact of GASB
Standard 34 on the reporting of capital assets by state and local governments.
GASB 34 focuses on government performance by requiring state and local
governments to report the value of capital assets. This makes it easier to know
whether capital assets are being properly maintained. Fountain noted that
there are several reasons to report capital assets. First, this helps users determine whether the current-year revenues
cover the cost of current-year services.
Second, it allows an assessment of the
service efforts and costs of programs.
Third, it allows a better assessment of
the deterioration or improvement in a
government’s financial position. Finally, it allows an assessment of the service
potential of long-lived physical assets.
Fountain outlined other benefits from
GASB 34. Since maintenance often has
a low priority in many public agencies,
the reporting of assets will make it easier to determine if sufficient revenues
are available to maintain assets. In addition, the new financial statements will
account for all infrastructure assets and
highlight their condition. GASB 34 will
also help bridge the gap between government financial managers and infrastructure managers by improving the
financial reporting system. Most of all,
GASB 34 will make it easier to assess
the full cost of government services.
GASB has allowed some flexibility in how
governments account for their capital
assets. Two methods are permitted. A
government can base its infrastructure
reporting on the historical cost/depreciation of the infrastructure (or if
records are inadequate, the estimated
6

historical cost) or it can use the modified approach, which relies on condition assessments of infrastructure at least
every three years. Currently, many governments are opting for the modified
approach, but Fountain noted that this
approach is no less rigorous. It requires
that assets must be maintained at or
above the level initially set by the governmental entity. Unlike the historical
cost method, costs that extend the life
of the infrastructure are immediately
expensed rather than capitalized and
depreciated. In summary, Fountain defined a performance-based asset management system as “a holistic and
systematic approach to asset development and preservation that promotes
maximum service performance at minimum life-cycle costs.”
Fountain also discussed two other
projects underway at GASB. The first is
the Service Efforts and Accomplishments
Reporting system, which is designed to
improve performance measurement for
government. The second project deals
with citizen input on what types of government reporting are most useful.
Fountain said that citizens want short
and concise information that links
spending to performance. They also
want input in selecting the performance
measure to be used.
Regional governance for
infrastructure

Cameron Gordon, executive director
of the Advisory Council on Intergovernmental Relations, next turned to the
topic of optimal regional governance
for making infrastructure investments.
Gordon noted that understanding the
value of infrastructure is a tricky process. Often the benefits go beyond the
obvious physical value of the structure
to indirect benefits such as changes in
organization and management. For
example, when the railroads were built,
organizational and management changes introduced time zones and standardized schedules that were benefits above
and beyond the rails themselves.
Gordon said that four organizational
factors should be kept in mind when
managing regional infrastructure. These

Chicago Fed Letter Midwest Infrastructure December 2002

are scale (size of operations), scope
(range of activities), structure (internal
patterns of authority and communication), and strategy (long-range objectives). The goal is to combine these
four factors to produce infrastructure
synergies that decrease unit costs for
scale, scope, and structure.
Gordon noted that it was important for
regional public infrastructure to combine the goals of good governance with
good management. In this context, he
defined governance as the exercise of
public power on behalf of the public
good. Management is the direct enterprise for achieving specific objectives.
Next, Gordon discussed the complexity
of defining appropriate infrastructure
regions in the context of the American
federalist system. These can include:
• Economic regions—who produces,
consumes, and distributes what;
• Fiscal regions—who pays and benefits; and
• Administrative regions—who governs.
In an optimal configuration, regional
infrastructure governance would find
the overlapping territory between
these three regions and effectively govern the infrastructure in this newly defined region.
Without formal guidelines, regional
infrastructure arrangements have
ranged from coalitions, to compacts,
to multistate commissions, to regional
authorities. Examples have included
the Appalachian Regional Commission
and the Midwest Regional Rail Initiative. The success of regional infrastructure governing structures is hard to
assess, but systems can be designed to
create measures for establishing new
regional government systems.
Finally, Gordon provided a checklist
for planning regional infrastructure
systems. The checklist requires analyzing
a project’s dimensions by characteristics such as service area, infrastructure
service provided, physical assets, jurisdictions involved, and management
and fiscal capacity. Each of these characteristics needs to be assessed against

the criteria of scale, scope, structure,
and strategic objectives to properly
assess its contribution to the region.
With a rising need for regional infrastructure, establishing effective governance structures will be critical to
planning, building, and managing
regional projects.
Conclusion

The presentations at the conference
clearly demonstrated that it is critical
for policymakers to understand the
economic value of infrastructure. This
goes beyond accounting for the condition of infrastructure to an understanding of the specific value of individual
infrastructure projects to economic
growth. For policymakers to make informed choices about scarce resources,
more work needs to be done to assess
the margin value of specific infrastructure projects.

Michael H. Moskow, President; William C. Hunter,
Senior Vice President and Director of Research; Douglas
Evanoff, Vice President, financial studies; Charles
Evans, Vice President, macroeconomic policy research;
Daniel Sullivan, Vice President, microeconomic policy
research; William Testa, Vice President, regional
programs and Economics Editor; Helen O’D. Koshy,
Editor; Kathryn Moran, Associate Editor.
Chicago Fed Letter is published monthly by the
Research Department of the Federal Reserve
Bank of Chicago. The views expressed are the
authors’ and are not necessarily those of the
Federal Reserve Bank of Chicago or the Federal
Reserve System. Articles may be reprinted if the
source is credited and the Research Department
is provided with copies of the reprints.
Chicago Fed Letter is available without charge from
the Public Information Center, Federal Reserve
Bank of Chicago, P.O. Box 834, Chicago, Illinois
60690-0834, tel. 312-322-5111 or fax 312-322-5515.
Chicago Fed Letter and other Bank publications
are available on the World Wide Web at http://
www.chicagofed.org.
ISSN 0895-0164

Federal Reserve Bank of Chicago

7